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ISG Software Research Analyst Perspectives

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class="minimal-mobile-menu-link"><span>Artificial Intelligence</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/computer-vision" class="minimal-mobile-menu-link"><span>Computer Vision</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/deep-learning" class="minimal-mobile-menu-link"><span>Deep Learning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/generative-ai" class="minimal-mobile-menu-link"><span>Generative AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/mlops" class="minimal-mobile-menu-link"><span>Machine Learning Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link"><span>Model Building &amp; Large Language Models</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link"><span>Natural Language Processing</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link"><span>Customer Experience</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link"><span>Agent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link"><span>Contact Center</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link"><span>Customer Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link"><span>Field Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link"><span>Intelligent Self-Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link"><span>Voice of the Customer</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link"><span>Digital Business</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link"><span>Digital Applications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link"><span>Digital Communications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link"><span>Digital Intelligence</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link"><span>Digital Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link"><span>Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link"><span>Generative AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link"><span>Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link"><span>Sustainability &amp; ESG</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link"><span>Work Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link"><span>Digital Technology</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link"><span>Business Continuity</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link"><span>Cloud Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link"><span>DevOps and Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link"><span>Digital Security</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link"><span>Intelligent Automation</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link"><span>IoT and Edge Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link"><span>ITOps</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link"><span>IT Service Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link"><span>Observability</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link"><span>Human Capital Management</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link"><span>Employee Experience</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link"><span>Learning Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link"><span>Payroll Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link"><span>Talent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link"><span>Total Compensation Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link"><span>Workforce Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link"><span>Marketing</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link"><span>Customer Data Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link"><span>Digital Experience Platform</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link"><span>Digital Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link"><span>Intelligent Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link"><span>Marketing Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link"><span>Product Experience Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link"><span>Office of Finance</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link"><span>Business Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link"><span>Digital Finance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link"><span>ERP &amp; Continuous Accounting</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link"><span>Consolidate &amp; Close Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link"><span>Procure-to-Pay</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link"><span>Order-to-Cash</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link"><span>Office of Revenue</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link"><span>Digital Commerce</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link"><span>Partner Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link"><span>Revenue Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link"><span>Revenue Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link"><span>Sales Engagement</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link"><span>Subscription Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link"><span>Operations &amp; Supply Chain</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link"><span>Continuous Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link"><span>Continuous Supply Chain &amp; ERP</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link"><span>Product Information Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link"><span>Property Technology</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link"><span>Supplier Relationship Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link"><span>Sustainability Management</span></a></span> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link"><span>Industries</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link"><span>Automotive</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link"><span>Banking</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link"><span>Consumer Products</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link"><span>Financial Services</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link"><span>Food &amp; Beverage</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link"><span>Healthcare</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link"><span>Hospitality</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link"><span>Insurance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link"><span>Manufacturing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link"><span>Media &amp; Entertainment</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link"><span>Real Estate</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link"><span>Retail</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link"><span>Research</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link"><span>Market Agendas</span></a></span> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Analyst Perspectives</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>David Menninger</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a 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background-image: -webkit-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: -ms-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url('');"> <div class="custom-banner-content"> <h1><img class="analyst-header-photo" src="https://jefforr.isg-research.net/hubfs/_images/_team/profile_vr_jeff_orr_circle_292x292.png" style="padding: 10px; "><br>Analyst Perspectives</h1> </div> </div> --> <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section"> <!-- <img class="analyst-header-photo" src="https://www.isg-research.net/hubfs/_images/_team/profile_vr_quincy_valenica_circle_443x443.png" style="padding: 10px; "> <br>--> <h1 class="analyst-header-title">Analyst Perspectives</h1> <!-- <h1><span id="hs_cos_wrapper_name" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="text" >ISG Software Research listing page</span>123tests</h1>--> </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <div> <!-- class="blog-index" --> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/the-digital-technology-market-agenda-for-2022-innovation-for-business-resilience">The Digital Technology Market Agenda for 2022: Innovation for Business Resilience</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/david-menninger"> David Menninger </a> on <span class="post-date">31 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=200&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=100&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=200&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=300&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=400&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=500&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png?width=600&amp;name=AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>I’m proud to share Ventana Research’s 2022 Market Agenda for Digital Technology. Our focus in this agenda is to deliver expertise to help organizations prioritize technology investments that increase workforce effectiveness and organizational agility, ensuring ongoing operations during any type of disruption.</p> </div> <a href="https://blog.isg-research.net/the-digital-technology-market-agenda-for-2022-innovation-for-business-resilience"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/internet-of-things">Internet of Things</a>, <a href="https://blog.isg-research.net/topic/data">Data</a>, <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/the-2022-value-index-for-agent-management-classifies-and-rates-vendors">The 2022 Value Index for Agent Management Classifies and Rates Vendors</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/keith-dawson"> Keith Dawson </a> on <span class="post-date">31 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=200&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=100&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=200&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=300&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=400&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=500&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png?width=600&amp;name=AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Ventana Research is sharing insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The <a href="https://www.ventanaresearch.com/value_index/customer_experience/agent_management/market-report/2022" style="text-decoration: none;">Ventana Research Value Index: Agent Management 2022</a> is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to customer experience vendors...</p> </div> <a href="https://blog.isg-research.net/the-2022-value-index-for-agent-management-classifies-and-rates-vendors"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience</a>, <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer</a>, <a href="https://blog.isg-research.net/topic/contact-center">Contact Center</a>, <a href="https://blog.isg-research.net/topic/product-information-management">Product Information Management</a>, <a href="https://blog.isg-research.net/topic/digital-commerce">Digital Commerce</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/digital-business-market-agenda-for-2022-resilience-and-readiness">Digital Business Market Agenda for 2022: Resilience and Readiness</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">28 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=200&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=100&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=200&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=300&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=400&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=500&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png?width=600&amp;name=AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>With the announcement of Ventana Research’s 2022 Market Agenda, our expertise in Digital Business continues to advance the market need for effective investments into technology, and I will outline here the key areas of focus to provide insights to organizations that can increase their organizational resilience and workforce readiness. We are proud to provide expertise on ensuring technological effectiveness through our market research and experience in providing guidance on trends and best...</p> </div> <a href="https://blog.isg-research.net/digital-business-market-agenda-for-2022-resilience-and-readiness"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/performance-management">Performance Management</a>, <a href="https://blog.isg-research.net/topic/business-continuity">Business Continuity</a>, <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://blog.isg-research.net/topic/digital-transformation">Digital transformation</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/digital-security">Digital Security</a>, <a href="https://blog.isg-research.net/topic/digital-communications">Digital Communications</a>, <a href="https://blog.isg-research.net/topic/sustainability-management">Sustainability Management</a>, <a href="https://blog.isg-research.net/topic/work-management">Work Management</a>, <a href="https://blog.isg-research.net/topic/experience-management">Experience Management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/ransomware-disaster-for-ukg-customers-business-continuity-required">Ransomware Disaster for UKG &amp; Customers: Business Continuity Required</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">27 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=200&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=100&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=200&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=300&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=400&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=500&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png?width=600&amp;name=AP_MS_Ransomware%20Disaster%20for%20UKG%20%26%20Customers-Business%20Continuity%20Required.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The necessity of business continuity came to a reality with the pandemic in early 2020, with the requirement to avoid the risk of interruption to the fundamentals of an organization. I outlined this challenge in my perspective, “<a href="/the-business-continuity-imperative-the-workforce-experience-and-human-capital-management-in-2020-and-beyond" rel="noopener" target="_blank">The Business Continuity Imperative: The Workforce Experience and Human Capital Management in 2020 and Beyond</a>.” Ensuring that software in cloud computing environments is continuously available should be a business continuity priority for your organization. In fact, your...</p> </div> <a href="https://blog.isg-research.net/ransomware-disaster-for-ukg-customers-business-continuity-required"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/cybersecurity">Cybersecurity</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/digital-security">Digital Security</a>, <a href="https://blog.isg-research.net/topic/ransomware">Ransomware</a>, <a href="https://blog.isg-research.net/topic/ukg">UKG</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/the-necessity-of-revenue-performance-management">The Necessity of Revenue Performance Management</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/stephen-hurrell"> Stephen Hurrell </a> on <span class="post-date">27 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=200&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=100&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=200&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=300&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=400&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=500&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png?width=600&amp;name=AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Ventana Research was the first market research firm to focus on the emerging area of sales performance management (SPM), which we define as a coordinated set of sales-related activities, processes and systems that enable organization. Over the past decade, SPM has become more science than art. Properly managing a sales organization requires effective planning, which in turn requires key performance and sales indicators built on a foundation of relevant metrics. But this is changing. As more...</p> </div> <a href="https://blog.isg-research.net/the-necessity-of-revenue-performance-management"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/sales">Sales</a>, <a href="https://blog.isg-research.net/topic/sales-performance-management">Sales Performance Management</a>, <a href="https://blog.isg-research.net/topic/revenue-management">Revenue Management</a>, <a href="https://blog.isg-research.net/topic/sales-engagement">Sales Engagement</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/inkling-advances-digital-learning-for-operational-effectiveness">Inkling Advances Digital Learning for Operational Effectiveness</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">26 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=200&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=100&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=200&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=300&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=400&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=500&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png?width=600&amp;name=AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The necessity of learning is essential for every organization to realize the full potential of the workforce. But many organizations treat learning like training or academic instruction to ensure policy or compliance to a minimum level of work performance, instead of continuing career education and improving skills in the operational workflow. The context for where and how workers work is critical to ensure that on-the-job learning is possible. While traditional learning management systems...</p> </div> <a href="https://blog.isg-research.net/inkling-advances-digital-learning-for-operational-effectiveness"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://blog.isg-research.net/topic/learning">Learning</a>, <a href="https://blog.isg-research.net/topic/lms">LMS</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/inkling">inkling</a>, <a href="https://blog.isg-research.net/topic/lxp">LXP</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/shifts-in-agent-management-software-benefit-agent-experiences">Shifts in Agent Management Software Benefit Agent Experiences</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/keith-dawson"> Keith Dawson </a> on <span class="post-date">26 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=200&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=100&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=200&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=300&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=400&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=500&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png?width=600&amp;name=AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The 2022 Ventana Research Value Index for agent management software is published, offering interesting observations about how the market is advancing to provide more sophistication to agents and the management of them. The market is now characterized by applications integrated into multifunction suites, a significant change accelerated by the pandemic in the short term and vendor consolidation over a longer period. The core applications — workforce management scheduling, call recording and...</p> </div> <a href="https://blog.isg-research.net/shifts-in-agent-management-software-benefit-agent-experiences"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience</a>, <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer</a>, <a href="https://blog.isg-research.net/topic/contact-center">Contact Center</a>, <a href="https://blog.isg-research.net/topic/product-information-management">Product Information Management</a>, <a href="https://blog.isg-research.net/topic/digital-commerce">Digital Commerce</a>, <a href="https://blog.isg-research.net/topic/subscription-management">Subscription Management</a>, <a href="https://blog.isg-research.net/topic/agent-management">agent management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/augmented-reality-will-evolutionize-business-computing">Augmented Reality Will Evolutionize Business Computing</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">25 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=200&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=100&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=200&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=300&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=400&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=500&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png?width=600&amp;name=AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>As with many IT innovations, <a href="https://en.wikipedia.org/wiki/Augmented_reality" style="text-decoration: none;">augmented reality</a> (AR), <a href="https://en.wikipedia.org/wiki/Extended_reality" style="text-decoration: none;">extended reality</a> (XR) and the related topic of <a href="https://en.wikipedia.org/wiki/Spatial_computing" style="text-decoration: none;">spatial computing</a> had been discussed to death long before they became a practical reality. As a user interface, AR is already well understood in terms of its ability to open vast new vistas in entertainment as well as making physical tasks, such as machinery maintenance and warehouse pick-and-pack, far more efficient. In the case of spatial computing, by using glasses to superimpose workflow...</p> </div> <a href="https://blog.isg-research.net/augmented-reality-will-evolutionize-business-computing"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/digital-transformation">Digital transformation</a>, <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing</a>, <a href="https://blog.isg-research.net/topic/extended-reality">extended reality</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/robotic-automation">robotic automation</a>, <a href="https://blog.isg-research.net/topic/collaborative-conversational-computing">Collaborative &amp; Conversational Computing</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/2022-market-agenda-digital-business-enables-organizational-resilience">2022 Market Agenda: Digital Business Enables Organizational Resilience</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">24 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=200&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=100&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=200&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=300&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=400&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=500&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png?width=600&amp;name=AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Ventana Research has announced its market agenda for 2022, continuing the tradition of reliability in our efforts to educate and guide the technology market. Our assessments are backed by our expertise and independence, as we do not share our market agenda or our research – including analyst and market perspectives or our Value Index – with any external party until it is published. We review and refine our market agenda throughout the year to ensure we offer the expertise and insights...</p> </div> <a href="https://blog.isg-research.net/2022-market-agenda-digital-business-enables-organizational-resilience"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience</a>, <a href="https://blog.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://blog.isg-research.net/topic/marketing">Marketing</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/data">Data</a>, <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology</a>, <a href="https://blog.isg-research.net/topic/operations-supply-chain">Operations &amp; Supply Chain</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/office-of-revenue">Office of Revenue</a>, <a href="https://blog.isg-research.net/topic/market-agenda">Market Agenda</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/thoughtspot-enables-simpler-analytics-with-ai-and-nlp">ThoughtSpot Enables Simpler Analytics with AI and NLP</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/david-menninger"> David Menninger </a> on <span class="post-date">21 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=200&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=100&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=200&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=300&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=400&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=500&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png?width=600&amp;name=AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Organizations today have huge volumes of data across various cloud and on-premises systems which keep growing by the second. To derive value from this data, organizations must query the data regularly and share insights with relevant teams and departments. Automating this process using natural language processing (NLP) and artificial intelligence and machine learning (AI/ML) enables line-of-business personnel to query the data faster, generate reports themselves without depending on IT, and...</p> </div> <a href="https://blog.isg-research.net/thoughtspot-enables-simpler-analytics-with-ai-and-nlp"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/embedded-analytics">embedded analytics</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/data-integration">Data Integration</a>, <a href="https://blog.isg-research.net/topic/data">Data</a>, <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing</a>, <a href="https://blog.isg-research.net/topic/data-lakes">data lakes</a>, <a href="https://blog.isg-research.net/topic/data-operations">data operations</a>, <a href="https://blog.isg-research.net/topic/data-platforms">data platforms</a>, <a href="">AI and Machine Learning</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/aws-cloud-data-platform-services-expand-workload-placement-options">AWS Cloud Data Platform Services Expand Workload Placement Options</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/matt-aslett"> Matt Aslett </a> on <span class="post-date">19 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=200&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=100&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=200&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=300&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=400&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=500&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png?width=600&amp;name=AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Few trends have had a bigger impact on the data platforms landscape than the emergence of cloud computing. The adoption of cloud computing infrastructure as an alternative to on-premises datacenters has resulted in significant workloads being migrated to the cloud, displacing traditional server and storage vendors. Almost one-half (49%) of respondents to <a href="https://www.ventanaresearch.com/benchmark/analytics/analytics_and_data" style="text-decoration: none;">Ventana Research’s Analytics and Data Benchmark Research</a> currently use cloud computing products for analytics and data, and a further...</p> </div> <a href="https://blog.isg-research.net/aws-cloud-data-platform-services-expand-workload-placement-options"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/data-governance">Data Governance</a>, <a href="https://blog.isg-research.net/topic/data-integration">Data Integration</a>, <a href="https://blog.isg-research.net/topic/data">Data</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/reltio-connects-mdm-in-the-cloud-for-business">Reltio Connects MDM in the Cloud for Business</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/david-menninger"> David Menninger </a> on <span class="post-date">11 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=200&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=100&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=200&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=300&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=400&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=500&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png?width=600&amp;name=AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Organizations today are working with multiple applications and systems, including enterprise resource planning (ERP), customer relationship management (CRM), supply chain management (SCM) and other systems, where data can easily become fragmented and siloed. And as the organization increases its data sources and adds more systems and custom applications, it becomes challenging to manage the data consistently and keep data definitions up to date. This increases the need to use master data...</p> </div> <a href="https://blog.isg-research.net/reltio-connects-mdm-in-the-cloud-for-business"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/data-governance">Data Governance</a>, <a href="https://blog.isg-research.net/topic/data-integration">Data Integration</a>, <a href="https://blog.isg-research.net/topic/data">Data</a>, <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology</a>, <a href="https://blog.isg-research.net/topic/analytics-data">Analytics &amp; Data</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/customer-experience-needs-accountability-with-executive-leadership">Customer Experience Needs Accountability with Executive Leadership</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/keith-dawson"> Keith Dawson </a> on <span class="post-date">10 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=200&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=100&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=200&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=300&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=400&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=500&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png?width=600&amp;name=AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The contact center is where much of customer experience management happens, but it is by no means the beginning or end of the CX story. Other departments, notably marketing and revenue, have a stake in what happens during the customer’s lifecycle. Whether it’s developing offers, orchestrating interactions or assessing behavior and intent, handling the complexity of the relationship requires a broad set of participants who are not always in alignment.</p> </div> <a href="https://blog.isg-research.net/customer-experience-needs-accountability-with-executive-leadership"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience</a>, <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer</a>, <a href="https://blog.isg-research.net/topic/contact-center">Contact Center</a>, <a href="https://blog.isg-research.net/topic/customer-experience-management">Customer Experience Management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/configure-price-and-quote-software-supports-profitability-management">Configure, Price and Quote Software Supports Profitability Management</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">07 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=200&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=100&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=200&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=300&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=400&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=500&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png?width=600&amp;name=AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Pricing is an issue that almost every for-profit company confronts – and usually agonizes over. Chief financial officers must play a part in setting the strategic direction of pricing in their organization. They should not be involved in tactical pricing decisions because they are not close enough to markets and customers, but they should be part of the strategic design of pricing, especially as part of a profitability management effort, <a href="https://blog.ventanaresearch.com/profitability-management-a-cfo-priority-to-gain-competitive-advantage" style="text-decoration: none;">which I’ve discussed before</a>.</p> </div> <a href="https://blog.isg-research.net/configure-price-and-quote-software-supports-profitability-management"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management</a>, <a href="https://blog.isg-research.net/topic/digital-commerce">Digital Commerce</a>, <a href="https://blog.isg-research.net/topic/digital-business">Digital Business</a>, <a href="https://blog.isg-research.net/topic/revenue-management">Revenue Management</a>, <a href="https://blog.isg-research.net/topic/sales-engagement">Sales Engagement</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/mongodb-accelerates-data-platform-cloud-adoption-with-atlas">MongoDB Accelerates Data Platform Cloud Adoption with Atlas</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/matt-aslett"> Matt Aslett </a> on <span class="post-date">05 January 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=200&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=100&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=200&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=300&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=400&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=500&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png?width=600&amp;name=AP_MA_MongoDB%20Accelerates%20Data%20Platform%20Cloud%20Adoption%20with%20Atlas.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The need for data-driven decision-making requires organizations to transform not only the approach to business intelligence and data science but also accelerate the development of new operational applications that support greater business agility, enable cloud- and mobile-based consumption, and deliver more interactive and personalized experiences. To stay competitive, organizations need to prioritize the development of new, data-driven applications. As a result, many have been encouraged to...</p> </div> <a href="https://blog.isg-research.net/mongodb-accelerates-data-platform-cloud-adoption-with-atlas"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/analytics-data">Analytics &amp; Data</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); } }; // Category filters $('.all').click( function() { checkClass(); }); // Active tag $('.bttn').click(function(){ $('.bttn').removeClass('active'); $(this).addClass('active'); }) </script> </div> <div class="blog-numeric-pagination span12 "> <!-- sets variable for total pages --> <!-- sets variable for how many more pages are past the current pages --> </div> </div> <div class="blog-sidebar"> <!-- <br> --> <!-- Begin partial --> <style> .blog-sidebar h3 { font-size: 18px; margin-bottom: 30px; position: relative; color: var(--light_blue); padding-top:40px; } .btn-secondary, .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } </style> <!--HubSpot Call-to-Action Code --><span class="hs-cta-wrapper" id="hs-cta-wrapper-960cd0b7-7494-40d3-ac1c-5825d5a075be"><span class="hs-cta-node hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be" id="hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be"><!--[if lte IE 8]><div id="hs-cta-ie-element"></div><![endif]--><a href="https://cta-redirect.hubspot.com/cta/redirect/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be"><img class="hs-cta-img" id="hs-cta-img-960cd0b7-7494-40d3-ac1c-5825d5a075be" style="border-width:0px;" src="https://no-cache.hubspot.com/cta/default/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be.png" alt="JOIN OUR COMMUNITY"></a></span><script charset="utf-8" src="https://js.hscta.net/cta/current.js"></script><script type="text/javascript"> hbspt.cta.load(2035844, '960cd0b7-7494-40d3-ac1c-5825d5a075be', {"useNewLoader":"true","region":"na1"}); </script></span><!-- end HubSpot Call-to-Action Code --> <span id="hs_cos_wrapper_module_1495215326694198" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3><span style="color: #284a7b;">Our Analyst Perspective Policy</span></h3> <ul> <li style="display: none; list-style: none;"> <p><span style="color: #284a7b;">Ventana Research’s Analyst Perspectives are fact-based analysis and guidance on business, </span><g class="gr_ gr_12 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-ins replaceWithoutSep" id="12" data-gr-id="12">industry</g><span style="color: #284a7b;"> and technology vendor trends. Each Analyst Perspective presents the view of the analyst who is an established subject matter expert on new developments, business and technology trends, findings from our research, or best practice insights.</span></p> <p><span style="color: #284a7b;">Each is prepared and reviewed in accordance with Ventana Research’s strict standards for accuracy and objectivity and reviewed to ensure it delivers reliable and actionable insights. It is reviewed and edited by research management and is approved by the Chief Research Officer; no individual or organization outside of Ventana Research reviews any Analyst Perspective before it is published. If you have any issue with an Analyst Perspective, please email them to <a href="mailto:ChiefResearchOfficer@ventanaresearch.com" style="color: #284a7b;">ChiefResearchOfficer@ventanaresearch.com</a></span></p> </li> </ul> <a class="btn-secondary" href="https://www.ventanaresearch.com/analyst-perspective-policy">View Policy</a></span> <!-- <div class="about-author-sec row-fluid"> <div class="span12"> <h3 style="color: var(--light_blue);">About the Analyst</h3> <h4>Quincy Valencia</h4> <p>Quincy brings over two decades of experience in human capital management covering the span of engaging the workforce and value of people in the organization. </p><p style="text-align: center;"><a class="author-link fancy-btn" href="https://quincyvalencia.isg-research.net/author/quincy-valencia">Read more</a></p> </div> </div> --> <div id="hs_cos_wrapper_module_168621267066296" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> </style> <h3 style="color: #255a89;">Our Analysts</h3> <!--start row--> <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://davidmenninger.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&amp;name=Menninger.David%20Pic.Circle.png" alt="David Menninger" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&amp;name=Menninger.David%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&amp;name=Menninger.David%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&amp;name=Menninger.David%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&amp;name=Menninger.David%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&amp;name=Menninger.David%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=300&amp;name=Menninger.David%20Pic.Circle.png 300w"> <h5 class="analyst_name">David Menninger</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://jefforr.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&amp;name=Orr.Jeff.Circle.png" alt="Jeff Orr" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&amp;name=Orr.Jeff.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&amp;name=Orr.Jeff.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&amp;name=Orr.Jeff.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&amp;name=Orr.Jeff.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&amp;name=Orr.Jeff.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=300&amp;name=Orr.Jeff.Circle.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Jeff Orr</h5> </a> </div> </div> <!--end row--> <!--start row--> <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://keithdawson.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&amp;name=Dawson.Keith%20Pic.Circle.png" alt="Keith Dawson" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&amp;name=Dawson.Keith%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&amp;name=Dawson.Keith%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&amp;name=Dawson.Keith%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&amp;name=Dawson.Keith%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&amp;name=Dawson.Keith%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=300&amp;name=Dawson.Keith%20Pic.Circle.png 300w"> <h5 class="analyst_name">Keith Dawson</h5> </a> </div> <div class="span6" style="text-align:center;"> <a href="https://marksmith.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&amp;name=Smith.Mark%20Pic.Circle.png" alt="Mark Smith" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&amp;name=Smith.Mark%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&amp;name=Smith.Mark%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&amp;name=Smith.Mark%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&amp;name=Smith.Mark%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&amp;name=Smith.Mark%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=300&amp;name=Smith.Mark%20Pic.Circle.png 300w"> <h5 class="analyst_name">Mark Smith</h5> </a> </div> </div> <!--end row--> <!--start row--> <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://mattaslett.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&amp;name=Aslett.Matt%20Pic.Circle.png" alt="Matt Aslett" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&amp;name=Aslett.Matt%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&amp;name=Aslett.Matt%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&amp;name=Aslett.Matt%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&amp;name=Aslett.Matt%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&amp;name=Aslett.Matt%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=300&amp;name=Aslett.Matt%20Pic.Circle.png 300w"> <h5 class="analyst_name">Matt Aslett</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://matthewbrown.isg-research.net/"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&amp;name=profile_vr_matthew_brown_circle_900x900.png" alt="Matthew Brown" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=50&amp;name=profile_vr_matthew_brown_circle_900x900.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&amp;name=profile_vr_matthew_brown_circle_900x900.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=150&amp;name=profile_vr_matthew_brown_circle_900x900.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=200&amp;name=profile_vr_matthew_brown_circle_900x900.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=250&amp;name=profile_vr_matthew_brown_circle_900x900.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=300&amp;name=profile_vr_matthew_brown_circle_900x900.png 300w"> <h5 class="analyst_name">Matthew Brown</h5> </a> </div> </div> <!--end row--> <!--start row--> <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://robertkugel.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&amp;name=Kugel.Robert%20Pic.Circle.png" alt="Robert Kugel" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&amp;name=Kugel.Robert%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&amp;name=Kugel.Robert%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&amp;name=Kugel.Robert%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&amp;name=Kugel.Robert%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&amp;name=Kugel.Robert%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=300&amp;name=Kugel.Robert%20Pic.Circle.png 300w"> <h5 class="analyst_name">Robert Kugel</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://stephenhurrell.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&amp;name=Hurrell.Stephen%20Pic.Circle.png" alt="Stephen Hurrell" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&amp;name=Hurrell.Stephen%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&amp;name=Hurrell.Stephen%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&amp;name=Hurrell.Stephen%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&amp;name=Hurrell.Stephen%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&amp;name=Hurrell.Stephen%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=300&amp;name=Hurrell.Stephen%20Pic.Circle.png 300w"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> </div> <!--end row--> <!--start row--> <div class="row-fluid"> <!-- <div class="span6" style="text-align: center;"> <a href="https://robertkugel.isg-research.net"> <img class="analyst_img" style="display:inline;" src="https://blog.isg-research.net/hs-fs/hubfs/Images/Analyst_Photos/Rob_2016_Circle_Zoomed.png?width=100&amp;name=Rob_2016_Circle_Zoomed.png" alt="Robert Kugel" width="100" style="width: 100px;" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Robert Kugel</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://stephenhurrell.isg-research.net"> <img class="analyst_img" style="display:inline;" src="https://blog.isg-research.net/hs-fs/hubfs/Images/Analyst_Photos/Stephen-Hurrell-Bio-Photo-Circle-1-1.png?width=100&amp;name=Stephen-Hurrell-Bio-Photo-Circle-1-1.png" alt="Stephen Hurrell" width="100" style="width: 100px;" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> --> <div style="text-align: center;"> <a href="https://blog.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&amp;name=ISG_Bug_Reverse_Transparent.png" alt="ISG Software Research" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&amp;name=ISG_Bug_Reverse_Transparent.png 50w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&amp;name=ISG_Bug_Reverse_Transparent.png 100w, 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href="https://blog.isg-research.net/archive/2021/09">September 2021 <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/08">August 2021 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/07">July 2021 <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/06">June 2021 <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/05">May 2021 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/04">April 2021 <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/03">March 2021 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/02">February 2021 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/01">January 2021 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/12">December 2020 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/11">November 2020 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/10">October 2020 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/09">September 2020 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/08">August 2020 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/07">July 2020 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/06">June 2020 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/05">May 2020 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/04">April 2020 <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/03">March 2020 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/02">February 2020 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/01">January 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/12">December 2019 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/11">November 2019 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/10">October 2019 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/09">September 2019 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/08">August 2019 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/07">July 2019 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/06">June 2019 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/05">May 2019 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/04">April 2019 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/03">March 2019 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/02">February 2019 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/01">January 2019 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/12">December 2018 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/11">November 2018 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/10">October 2018 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/09">September 2018 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/08">August 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/07">July 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/06">June 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/05">May 2018 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/04">April 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/03">March 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/02">February 2018 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/01">January 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/12">December 2017 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/11">November 2017 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/10">October 2017 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/09">September 2017 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/08">August 2017 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/07">July 2017 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/06">June 2017 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/05">May 2017 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/04">April 2017 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/03">March 2017 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/02">February 2017 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/01">January 2017 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/12">December 2016 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/11">November 2016 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/10">October 2016 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/09">September 2016 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/08">August 2016 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/07">July 2016 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/06">June 2016 <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/05">May 2016 <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/04">April 2016 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/03">March 2016 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/02">February 2016 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/01">January 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/12">December 2015 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/11">November 2015 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/10">October 2015 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/09">September 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/08">August 2015 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/07">July 2015 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/06">June 2015 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/05">May 2015 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/04">April 2015 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/03">March 2015 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/02">February 2015 <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/01">January 2015 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/12">December 2014 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/11">November 2014 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/10">October 2014 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/09">September 2014 <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/08">August 2014 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/07">July 2014 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/06">June 2014 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/05">May 2014 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/04">April 2014 <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/03">March 2014 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/02">February 2014 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/01">January 2014 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/12">December 2013 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/11">November 2013 <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/10">October 2013 <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/09">September 2013 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/08">August 2013 <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/07">July 2013 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/06">June 2013 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/05">May 2013 <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/04">April 2013 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/03">March 2013 <span class="filter-link-count" dir="ltr">(35)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/02">February 2013 <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/01">January 2013 <span class="filter-link-count" dir="ltr">(31)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/12">December 2012 <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/11">November 2012 <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/10">October 2012 <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/09">September 2012 <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/08">August 2012 <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/07">July 2012 <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/06">June 2012 <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/05">May 2012 <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/04">April 2012 <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/03">March 2012 <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/02">February 2012 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/01">January 2012 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/12">December 2011 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/11">November 2011 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/10">October 2011 <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/09">September 2011 <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/08">August 2011 <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/07">July 2011 <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/06">June 2011 <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/05">May 2011 <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/04">April 2011 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/03">March 2011 <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/02">February 2011 <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/01">January 2011 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/12">December 2010 <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/11">November 2010 <span class="filter-link-count" dir="ltr">(132)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/06">June 2010 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> </span> <span id="hs_cos_wrapper_post_filter" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_post_filter" style="" data-hs-cos-general-type="widget" data-hs-cos-type="post_filter"><div class="block"> <h3>Posts by Topic</h3> <div class="widget-module"> <ul> <li> <a href="https://blog.isg-research.net/topic/10q">10Q <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://blog.isg-research.net/topic/vendor-references">[Vendor references] <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li> <a href="https://blog.isg-research.net/topic/absolute-data">Absolute Data <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://blog.isg-research.net/topic/accessibility">Accessibility <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://blog.isg-research.net/topic/accountants">accountants <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting">Accounting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-close">accounting close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-software">accounting software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-analytics-erp-eam-crm-hcm-innovation-cl">accounting, analytics, ERP, EAM, CRM, HCM, innovat <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-payable">Accounts Payable <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-receivable">Accounts Receivable <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acd">ACD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acquisition">acquisition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agent-management">agent management <span class="filter-link-count" dir="ltr">(110)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agile">agile <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai">AI <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-machine-learning">AI &amp; Machine Learning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-and-machine-learning">AI and Machine Learning <span class="filter-link-count" dir="ltr">(270)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/aiops">AIOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alert">alert <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alpine-data-labs">alpine data labs <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alteryx">alteryx <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alteryx-inspire">Alteryx Inspire <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analysis">analysis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-catalyst">analytic catalyst <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-data-platforms">Analytic Data Platforms <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-operations">Analytic Operations <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytical-application">analytical application <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytical-discovery">analytical discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics">Analytics <span class="filter-link-count" dir="ltr">(955)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-data">Analytics &amp; Data <span class="filter-link-count" dir="ltr">(124)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-and-data">Analytics and Data <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-in-the-cloud">analytics in the cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/and-verint">and Verint <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/application">application <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/arcplan">arcplan <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/artificial-intelligence">Artificial intelligence <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc-606">asc 606 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc842">ASC842 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/assets">assets <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/audit">audit <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/augmented-analytics">Augmented Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/automation">automation <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/awards">Awards <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/azure">azure <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/backup">Backup <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/balanced-scorecard">balanced scorecard <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/banking">banking <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/benchmark">benchmark <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beps">BEPS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beqom">beqom <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/best-pracices">best pracices <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bi-platform">BI platform <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-analytics">big analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-data">Big Data <span class="filter-link-count" dir="ltr">(431)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-query">big query <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-and-recurring-revenue">Billing and Recurring Revenue <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-software">billing software <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain">blockchain <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain-distributed-ledger-dlt-erp-scm-supply-c">blockchain, distributed ledger, DLT, ERP, SCM, sup <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-international">BOARD International <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-of-directors">board of directors <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bots">bots <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/box">box <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bribery">bribery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budget">budget <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting">Budgeting <span class="filter-link-count" dir="ltr">(74)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-and-planning">budgeting and planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-software">budgeting software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business">Business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-activity-monitoring">business activity monitoring <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics <span class="filter-link-count" dir="ltr">(663)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-applications">Business Applications <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration <span class="filter-link-count" dir="ltr">(361)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-continuity">Business Continuity <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-digital-commerce">business digital commerce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-innovation">business innovation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence <span class="filter-link-count" dir="ltr">(666)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-3">business intelligence <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-2">business intelligence <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-business-analytics-cloud-clo">Business Intelligence, Business Analytics, Cloud, <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-mobility">Business Mobility <span class="filter-link-count" dir="ltr">(160)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-model">business model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects">Business Objects <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects-predictive-analytics">Business Objects predictive analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance">Business Performance <span class="filter-link-count" dir="ltr">(739)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM) <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-plan">business plan <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-planning">Business Planning <span class="filter-link-count" dir="ltr">(95)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process">business process <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-execution">business process execution <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-management">Business Process Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-monitoring">business process monitoring <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-outsourcing">business process outsourcing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-suite">Business Suite <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology">Business Technology <span class="filter-link-count" dir="ltr">(40)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology-innovation">Business Technology Innovation <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-value">business value <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calabrio">Calabrio <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center">Call Center <span class="filter-link-count" dir="ltr">(301)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center-analytics">call center analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-copy">Call Copy <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-routing">Call Routing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callidus-software">Callidus Software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calliduscloud">CallidusCloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callminer">Callminer <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calltower">CallTower <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cambridge-semantics">Cambridge Semantics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/camelon-software">Camelon Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-engagement">candidate engagement <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-experience">Candidate Experience <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capacity-utilization">capacity utilization <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-adequacy">capital adequacy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-budget">capital budget <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-markets">capital markets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-spending">capital spending <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cash-management">cash management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ccaas">CCaaS <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdh3">CDH3 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdp">CDP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/celergo-hcm">Celergo HCM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cem">CEM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo">CEO <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo-cfo-financial-performance-management-forecasti">CEO, CFO, Financial Performance Management, Foreca <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cep">CEP <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceridian">Ceridian <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cfo">CFO <span class="filter-link-count" dir="ltr">(164)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/challenge">challenge <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channel">channel <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channelinsight">ChannelInsight <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chargebacks">chargebacks <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chart-of-accounts">chart of accounts <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatbots">Chatbots <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatter">Chatter <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chief-risk-officer">Chief Risk Officer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chro">CHRO <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ci-cd">CI/CD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cicero">Cicero <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cincom">Cincom <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio">CIO <span class="filter-link-count" dir="ltr">(112)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio-callenges">cio callenges <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cirro">Cirro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cisco">Cisco <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ciso">CISO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarabridge">Clarabridge <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarity-systems">Clarity Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clickfox">Clickfox <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/close">close <span class="filter-link-count" dir="ltr">(43)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closed-loop">closed loop <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closing">closing <span class="filter-link-count" dir="ltr">(35)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud">Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-analytics">cloud analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-business-intelligence">cloud business intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing <span class="filter-link-count" dir="ltr">(863)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-erp">cloud ERP <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud9-analytics">Cloud9 Analytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudera">Cloudera <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudops">CloudOps <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cmo">CMO <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coaching">coaching <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coda">CODA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognitive-computing">Cognitive Computing <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos">Cognos <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-analytics">cognos analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-enterprise">cognos enterprise <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-express">cognos express <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-insight">cognos insight <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration">Collaboration <span class="filter-link-count" dir="ltr">(263)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration-for-business">collaboration for business <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-conversational-computing">Collaborative &amp; Conversational Computing <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-analytics">Collaborative Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-computing">collaborative computing <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commerce">Commerce <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commission">commission <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-model">commodity model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-models">commodity models <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/communications">communications <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compensation">Compensation <span class="filter-link-count" dir="ltr">(64)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/competition">competition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/complex-event-processing">Complex Event Processing <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compliance">compliance <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-document">Composite document <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-software">Composite Software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computer-vision">Computer Vision <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computing">computing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/concur">Concur <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/confirmit">Confirmit <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connectwise">ConnectWise <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connotate">Connotate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-and-close-management">Consolidate and Close Management <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-close-report">Consolidate/Close/Report <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidating">consolidating <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidation">Consolidation <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consulting">Consulting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center">Contact Center <span class="filter-link-count" dir="ltr">(437)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center-analytics">Contact Center Analytics <span class="filter-link-count" dir="ltr">(226)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contactual">Contactual <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/container">container <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/content-management">Content Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency">contingency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency-planning">contingency planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-accounting">Continuous Accounting <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-improvement">continuous improvement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-payroll">Continuous Payroll <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-planning">Continuous Planning <span class="filter-link-count" dir="ltr">(60)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain">continuous supply chain <span class="filter-link-count" dir="ltr">(42)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain-erp">Continuous Supply Chain &amp; ERP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-threat-exposure-management">Continuous Threat Exposure Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract">contract <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract-management">contract management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/control">control <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller">Controller <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller-2">controller <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controls">controls <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-ai">Conversational AI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-computing">Conversational Computing <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-marketing">Conversational Marketing <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coo">COO <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/core-hr">Core HR <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cornerstone-ondemand">Cornerstone OnDemand <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-finance">Corporate Finance <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-governance">Corporate Governance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corvisa-cloud">Corvisa Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cost-management">Cost Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/costing">costing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpaas">CPaaS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpq">CPQ <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/credit">credit <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crisis">crisis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm">CRM <span class="filter-link-count" dir="ltr">(267)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm-customer-service">CRM customer service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cro">CRO <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cryptic">cryptic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crystal-reports">Crystal reports <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctalk-ltd">cTalk Ltd <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctem">CTEM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cto">CTO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/currency">currency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer">Customer <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer &amp; Contact Center <span class="filter-link-count" dir="ltr">(557)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-analytics">Customer Analytics <span class="filter-link-count" dir="ltr">(263)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-communications">Customer Communications <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-management">Customer Data Management <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-platforms">Customer Data Platforms <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-digital-technology">Customer Digital Technology <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-engagement">Customer Engagement <span class="filter-link-count" dir="ltr">(70)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-excellence">Customer Excellence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience <span class="filter-link-count" dir="ltr">(532)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience-management">Customer Experience Management <span class="filter-link-count" dir="ltr">(55)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback">Customer Feedback <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback-management">Customer Feedback Management <span class="filter-link-count" dir="ltr">(123)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-information-management">Customer Information Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-intelligence">Customer Intelligence <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-interaction-technology">Customer Interaction Technology <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-journey-maps">Customer Journey Maps <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-life-cycle">customer life cycle <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-performance">Customer Performance <span class="filter-link-count" dir="ltr">(109)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-relationship-management">Customer Relationship Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service">Customer Service <span class="filter-link-count" dir="ltr">(289)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service-and-support">customer service and support <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cxm">CXM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cybersecurity">Cybersecurity <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboard">dashboard <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboards">Dashboards <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data">Data <span class="filter-link-count" dir="ltr">(305)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-analytics">Data Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-artisan">data artisan <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-blending">data blending <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-catalog">Data catalog <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-democratization">Data Democratization <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-discovery">Data Discovery <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-fabric">data fabric <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-governance">Data Governance <span class="filter-link-count" dir="ltr">(155)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integration">Data Integration <span class="filter-link-count" dir="ltr">(82)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integrity">data integrity <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-intelligence">Data Intelligence <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-lake">Data Lake <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-lakes">data lakes <span class="filter-link-count" dir="ltr">(43)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-management">Data Management <span class="filter-link-count" dir="ltr">(88)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-mart">data mart <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-mining">Data Mining <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-observability">Data Observability <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-operations">data operations <span class="filter-link-count" dir="ltr">(101)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-ops">Data Ops <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-orchestration">Data Orchestration <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-pipelines">Data Pipelines <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-platforms">data platforms <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-preparation">Data Preparation <span class="filter-link-count" dir="ltr">(89)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-products">Data Products <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-quality">Data Quality <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-science">Data Science <span class="filter-link-count" dir="ltr">(61)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-scientist">Data Scientist <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-storage">Data Storage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-virtualization">Data Virtualization <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-virtualization-data-integration-data-lake-big">Data virtualization, data integration, data lake, <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-visualization">Data Visualization <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-viz">data viz <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-warehousing">Data Warehousing <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database">Database <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database-as-a-service">Database as a Service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database-com">database.com <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/datameer">Datameer <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dataops">dataops <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dataprep">DataPrep <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/datawatch">Datawatch <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dayforce">dayforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ddi">DDI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/debt">debt <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision">decision <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-hub">Decision Hub <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-intelligence">Decision Intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-management">Decision Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decusoft">Decusoft <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/deep-learning">Deep Learning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dell">Dell <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dell-boomi">Dell Boomi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-chain">Demand Chain <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-generation">Demand Generation <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-management">demand management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-planning">Demand Planning <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/design">design <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/designed-data">designed data <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/desktop-analytics">Desktop Analytics <span class="filter-link-count" dir="ltr">(124)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/development">development <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/devops-and-platforms">DevOps and Platforms <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/devsecops">DevSecOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/df11">DF11 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dg">DG <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dhcp">DHCP <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-applications">Digital Applications <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-business">Digital Business <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-commerce">Digital Commerce <span class="filter-link-count" dir="ltr">(104)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-communications">Digital Communications <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-experience-platform">Digital Experience Platform <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-finance">digital finance <span class="filter-link-count" dir="ltr">(105)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-innovation-awards">Digital Innovation Awards <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-intelligence">Digital Intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-interviewing">Digital Interviewing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-marketing">Digital Marketing <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-operations">Digital Operations <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-publishing">Digital Publishing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-security">Digital Security <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology <span class="filter-link-count" dir="ltr">(292)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-transformation">Digital transformation <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/direct-data-mapping">Direct Data Mapping <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/disaster-recovery">Disaster Recovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery">Discovery <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-analytics">discovery analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-tools">discovery tools <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/distribution">distribution <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dns">DNS <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/document-management">Document Management <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dodd-frank">Dodd-Frank <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domestic-payroll">Domestic Payroll <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domo">Domo <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dovetail">Dovetail <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dreamforce">Dreamforce <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-analysis">driver analysis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based">driver-based <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based-planning">driver-based planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics">Dynamics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-ax">Dynamics AX <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-gp">Dynamics GP <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-nav-dynamics-sl">Dynamics NAV Dynamics SL <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/e-discovery">e-discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/echopass">Echopass <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eclipse">Eclipse <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/edi">EDI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ediscovery">eDiscovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/editorial">Editorial <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/effectiveness">effectiveness <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eg-solutions">eg Solutions <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/elasticube">elasticube <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eloqua">Eloqua <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/embedded-analytics">embedded analytics <span class="filter-link-count" dir="ltr">(95)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/emc">EMC <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-engagement">Employee Engagement <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-experience">employee experience <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-onboarding">Employee Onboarding <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-productivity">Employee Productivity <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/empower">Empower <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/end-to-end">end-to-end <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/endeca">endeca <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enghouse-interactive">Enghouse interactive <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enkata">Enkata <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-applications">Enterprise Applications <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-data-strategy">Enterprise Data Strategy <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-messaging-internet-of-things-iot-middle">Enterprise messaging, Internet of Things, IoT, mid <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-profitability-management">enterprise profitability management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning <span class="filter-link-count" dir="ltr">(72)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-risk-management">enterprise risk management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-software">Enterprise Software <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-tax">Enterprise Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterworks">Enterworks <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environment-management">Environment Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environmental">Environmental <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/envision">Envision <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epicor">Epicor <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epiphany">Epiphany <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equifax">Equifax <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equity-research">equity research <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erm">ERM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp">ERP <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(150)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/error">error <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esg">ESG <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esri">ESRI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/essbase">Essbase <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ethority">eThority <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-data">Event Data <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-discovery">Event discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream">Event Stream <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream-processing">Event Stream Processing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-streams">Event Streams <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exacttarget">ExactTarget <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exadata">exadata <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exalytics">Exalytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excel">Excel <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excentive">Excentive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/executive">executive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense">expense <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense-management">expense management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/experience-management">Experience Management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploration">Exploration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploratory-analytics">exploratory analytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/explorium">Explorium <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-close">extended close <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-reality">extended reality <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/external-data-platform">External Data Platform <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exterro">Exterro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/f-type">F-Type <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fasb">FASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fast-close">Fast close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/feedback">Feedback <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fei">FEI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ferf-ceo">FERF CEO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/field-service">Field Service <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance">finance <span class="filter-link-count" dir="ltr">(53)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-analytics">Finance Analytics <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-cloud">finance cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-financial-applications-financial-close">Finance Financial Applications Financial Close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-performance-management">Finance Performance Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-transformation">finance transformation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial">financial <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-analytics">financial analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-applications">Financial Applications <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-close">Financial Close <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-governance">Financial Governance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-management">Financial Management <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-model">financial model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance <span class="filter-link-count" dir="ltr">(561)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-2">financial performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management <span class="filter-link-count" dir="ltr">(237)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM) <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-planning">financial planning <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-regulation">financial regulation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-reporting">financial reporting <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-risk-management">financial risk management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-services">Financial Services <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-software">financial software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-standards">financial standards <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-statement">financial statement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-systems">financial systems <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce">FinancialForce <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce-com">FinancialForce.com <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financials">financials <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/five9">Five9 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/flow">flow <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fms">FMS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/for-example-genesys">for example Genesys <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecast">Forecast <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecasting">forecasting <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpa">FP&amp;A <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpm">FPM <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fraud">Fraud <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fuel50">Fuel50 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fusion-applications">Fusion Applications <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gaap">GAAP <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gamifiacation">Gamifiacation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gartner">Gartner <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genai">GenAI <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/generative-ai">Generative AI <span class="filter-link-count" dir="ltr">(37)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genesys">Genesys <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/geographic-information-systems">Geographic Information Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gis">GIS <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/global-payroll">Global Payroll <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/globoforce">Globoforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/golden-records">Golden Records. <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gooddata">Gooddata <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/google">Google <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance">Governance <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk">Governance &amp; Risk <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-and-compliance">Governance Risk and Compliance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC) <span class="filter-link-count" dir="ltr">(143)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc">GRC <span class="filter-link-count" dir="ltr">(55)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc-governance-risk-compliance-risk-management-wat">GRC, governance, risk, compliance, risk management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/green">Green <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/greenplum">Greenplum <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gui">GUI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hadoop">Hadoop <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hana">HANA <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/harvard-business-review">Harvard Business Review <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hawq">HAWQ <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm">HCM <span class="filter-link-count" dir="ltr">(57)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-analytics">HCM Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-systems">HCM Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-hr-hrms-workforce-management-learning-manageme">HCM, HR, HRMS, Workforce Management, Learning Mana <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdfs">HDFS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdinsights">HDinsights <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdp">HDP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/headcount-planning">headcount planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-compliance">Healthcare Compliance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-reform">Healthcare Reform <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/heiler">Heiler <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hewlett-packard">Hewlett Packard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hirevue">HireVue <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hiring">Hiring <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive">Hive <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive9-marketing-performance-management">Hive9 Marketing Performance Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hortonworks">Hortonworks <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hospitality">Hospitality <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/host-analytics">Host Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp">HP <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-neoview">HP Neoview <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-touchpad">HP Touchpad <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr">HR <span class="filter-link-count" dir="ltr">(56)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-analytics">HR Analytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-management">HR Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-managementhrms">HR Management(HRMS) <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-research">HR research <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-tech">HR Tech <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology">HR technology <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology-conference">HR Technology Conference <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrpayroll">HR/Payroll <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hris">HRIS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrms">HRMS <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/html5">HTML5 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hubspot">HubSpot <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital">Human Capital <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-analytics">Human Capital Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-management">Human Capital Management <span class="filter-link-count" dir="ltr">(308)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-concepts">Human Concepts <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-resources-management">Human Resources Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hunite">Hunite <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybrid-cloud-platforms">Hybrid Cloud Platforms <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybris">Hybris <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hyperion">Hyperion <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/i9">I9 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iac">IaC <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iasb">IASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm">IBM <span class="filter-link-count" dir="ltr">(73)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-business-analytics">IBM Business Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-db2">IBM DB2 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-predictive-customer-intelligence">IBM Predictive Customer Intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-spss">IBM SPSS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-watson">IBM Watson <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibp">IBP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs">IFRS <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs16">IFRS16 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/impala">Impala <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory">In-memory <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory-computing">In-Memory Computing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inclusion">Inclusion <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/incontact">InContact <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/industry-analyst">Industry Analyst <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inetsoft">InetSoft <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/influencers">Influencers <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infodiscovery">InfoDiscovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infomgt-location">InfoMgt; Location <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infopia">InfoPia <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor">Infor <span class="filter-link-count" dir="ltr">(31)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor-birst">Infor Birst <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica">Informatica <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-cloud">Informatica Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-hparser">Informatica HParser <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-world">Informatica World <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatics">Informatics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information">Information <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-applications">Information Applications <span class="filter-link-count" dir="ltr">(222)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-availability">Information Availability <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builder-iway">Information Builder iway <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders">Information Builders <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders-summit-2019">Information Builders Summit 2019 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-discovery">Information Discovery <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-life-cycle-management">Information Life Cycle Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management">Information Management <span class="filter-link-count" dir="ltr">(381)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management-im">Information Management (IM) <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-optimization">Information Optimization <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-platform">Information Platform <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-technology">Information Technology <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infosphere">InfoSphere <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-management">Initiatives Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-planning">Initiatives Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inkling">inkling <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/innovation-awards">Innovation Awards <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/insights">Insights <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intacct">Intacct <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/integrated-business-planning">Integrated Business Planning <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-automation">Intelligent Automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-cx">Intelligent CX <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-marketing">intelligent marketing <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-memory">Intelligent Memory <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-sales">intelligent sales <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-self-service">Intelligent Self-Service <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactions">Interactions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence">Interactive Intelligence <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence-jacada">Interactive Intelligence Jacada <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internal-audit">Internal Audit <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/international-finance">International Finance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-everything">Internet of Everything <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-things">Internet of Things <span class="filter-link-count" dir="ltr">(74)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intradiem">Intradiem <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intuit-quicken">Intuit Quicken <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-management">inventory management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-optimization">Inventory Optimization <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot">IOT <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-and-edge-computing">IoT and Edge Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-operationalintelligence-real-time">IOT, OperationalIntelligence, Real-time <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ipam">IPAM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it">IT <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics">IT Analytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics-performance">IT Analytics &amp; Performance <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-controls">IT controls <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-cost">IT cost <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-governance">IT governance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance">IT Performance <span class="filter-link-count" dir="ltr">(178)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM) <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-research">IT Research <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-risk-management">IT Risk Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-service-management">IT Service Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itil">ITIL <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itops">ITOps <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itsm">ITSM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jacada">Jacada <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jaspersoft">Jaspersoft <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jd-edwards">JD Edwards <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jda-software">JDA Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jibe">Jibe <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobscience">Jobscience <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobvite">JobVite <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/johnson-controls-panoptix">Johnson Controls Panoptix <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jonova">Jonova <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/journalism">Journalism <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/json">JSON <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kalido">Kalido <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kana">Kana <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapow">Kapow <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapplets">Kapplets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/karmasphere">Karmasphere <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenandy">Kenandy <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenexa">Kenexa <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indicators">Key Performance Indicators <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indictors">Key Performance Indictors <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kinaxis">Kinaxis <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knoahsoft">KnoahSoft <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knopahsoft">KnopahSoft <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowlagent">Knowlagent <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowledge-management">Knowledge Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kofax">Kofax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kognitio">Kognitio <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kpi">KPI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kri">KRI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kronos">Kronos <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kxen">KXEN <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba">Kyriba <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba-financial-performance-management">Kyriba Financial Performance Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lagan">Lagan <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lan">LAN <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lasr">LASR <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson">Lawson <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson-software">Lawson Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning">Learning <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management">Learning Management <span class="filter-link-count" dir="ltr">(66)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management-system">Learning Management System <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-accounting">Lease Accounting <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-and-tax-accounting">lease and tax accounting <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-management">Lease Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leasing">leasing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leonardo">Leonardo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/linux">Linux <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/liveops">LiveOps <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lms">LMS <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/local-ly">Local.ly <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-analytics">Location Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-intelligence">Location Intelligence <span class="filter-link-count" dir="ltr">(90)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logi-analytics">Logi Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logitech">Logitech <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logixml">LogiXML <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/longview">LongView <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/looker">looker <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lucent">Lucent <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lumira">Lumira <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lxp">LXP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-conversational-computing">Machine Conversational Computing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-data">Machine data <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-and-cognitive-computing">Machine Learning and Cognitive Computing <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-digital-technology">Machine Learning Digital Technology <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-operations">Machine Learning Operations <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/management">Management <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manticore-technology">Manticore Technology <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manufacturing">Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapr">MapR <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapreduce">MapReduce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-agenda">Market Agenda <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-research">Market Research <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing">Marketing <span class="filter-link-count" dir="ltr">(102)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-automation">Marketing Automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-performance-management">Marketing Performance Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-planning">Marketing Planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-sales">marketing sales <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketo">Marketo <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/markettools">MarketTools <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marklogic">MarkLogic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/master-data-management">Master Data Management <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maxager">Maxager <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maximo">Maximo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdm">MDM <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdx">MDX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meg-whitman">Meg Whitman <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/merced-systems">Merced Systems <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mercer">Mercer <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meridian-learning-learning-management-systems-lms-">Meridian, Learning, Learning Management Systems, L <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/metrics">Metrics <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft">Microsoft <span class="filter-link-count" dir="ltr">(37)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-azure">Microsoft Azure <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-excel">Microsoft Excel <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-office">Microsoft Office <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-powerpoint">Microsoft Powerpoint <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-windows-phone">Microsoft Windows Phone <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-linkedin-cmo-sales">Microsoft, LinkedIn, CMO, Sales <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microstrategy">MicroStrategy <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/middleware">Middleware <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/migration">Migration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mlops">MLOps <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile">Mobile <span class="filter-link-count" dir="ltr">(118)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-analytics">Mobile Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-applications">Mobile Applications <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-apps">Mobile Apps <span class="filter-link-count" dir="ltr">(42)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-bi-analytics-business-intelligence">Mobile BI, Analytics, Business Intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-business-intelligence">Mobile Business Intelligence <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-computing">mobile computing <span class="filter-link-count" dir="ltr">(31)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-intelligence">Mobile Intelligence <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing">mobile marketing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-digital-commerce">Mobile Marketing Digital Commerce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-technology">Mobile Technology <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-location-communication">Mobile, Marketing Location Communication <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobility">Mobility <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-building-and-large-language-models">Model Building and Large Language Models <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-n">Model N <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-training">Model Training <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/modeling">Modeling <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/monarch">Monarch <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mpp">MPP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mro">MRO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mulesoft">Mulesoft <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/multi-cloud">Multi-Cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/na14">NA14 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/narrative-science">Narrative Science <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language">Natural Language <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-generation">Natural Language Generation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing <span class="filter-link-count" dir="ltr">(85)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/navetti">Navetti <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nec">NEC <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netapp">NetApp <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netbase">NetBase <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netezza">Netezza <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netops">NetOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite">NetSuite <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-openai">NetSuite OpenAi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-tribehr-hcm-hr-hrms-customer-experience-z">NetSuite, TribeHR, HCM, HR, HRMS, Customer Experie <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/networking">Networking <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/news">News <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/newvoicemedia">NewVoicemedia <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexidia">Nexidia <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexus-7">Nexus 7 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexxphase">Nexxphase <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nice-systems">NICE Systems <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nist">NIST <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nlp">NLP <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/noble-systems">Noble Systems <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nokia">Nokia <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nomis-solutions">Nomis Solutions <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nosql">NoSQL <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nps">NPS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nuview-systems">NuView Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obamacare">Obamacare <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obiee">OBIEE <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obifs">OBIFS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/object-storage">Object storage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/observability">Observability <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance <span class="filter-link-count" dir="ltr">(504)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-revenue">Office of Revenue <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-sales">Office of Sales <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/olap">OLAP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel">Omnichannel <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel-commerce-digital-kdigital">Omnichannel, Commerce, Digital kDigital <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/on24">On24 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onboarding">Onboarding <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onvisource">OnviSource <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-ccaas">Open CCaaS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-pages">Open Pages <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-source-software">Open Source Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-world">Open World <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openconnect">OpenConnect <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openpages">OpenPages <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openspan">OpenSpan <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opentext">OpenText <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openworld">OpenWorld <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opera-solutions">Opera Solutions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-data-platforms">operational data platforms <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence <span class="filter-link-count" dir="ltr">(180)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-management">Operational Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance <span class="filter-link-count" dir="ltr">(696)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM) <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-planning">Operational Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations">Operations <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations-supply-chain">Operations &amp; Supply Chain <span class="filter-link-count" dir="ltr">(90)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle">Oracle <span class="filter-link-count" dir="ltr">(78)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-cloud">Oracle Cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-fusion-hcm">Oracle Fusion HCM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orcaeyes">OrcaEyes <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orchestration">Orchestration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-management">Order Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-to-cash">Order-to-Cash <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overall-operational-leadership">Overall Operational Leadership <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oversight-systems">Oversight Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overtone">Overtone <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paas">PaaS <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/panopticon">Panopticon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paraccel">Paraccel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pardot">Pardot <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-experience">Partner Experience <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-management">partner management <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/patersons">Patersons <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paxata">Paxata <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-equity">Pay Equity <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-for-performance">Pay for Performance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-management">Payroll Management <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-optimization">Payroll Optimization <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pdi">PDI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pentaho">Pentaho <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-analytics">People Analytics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-cloud">People Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplefluent">Peoplefluent <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplesoft">PeopleSoft <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance">Performance <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-analytics">Performance Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-management">Performance Management <span class="filter-link-count" dir="ltr">(89)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/perillon">Perillon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/personalization">Personalization <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pervasive">Pervasive <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim">PIM <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim-product-information-management-sales-marketing">PIM, Product Information Management, Sales, Market <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pipkins">Pipkins <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pitney-bowes">Pitney Bowes <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotal-hd">Pivotal HD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotlink">PivotLink <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planmill">PlanMill <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planning">Planning <span class="filter-link-count" dir="ltr">(88)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planview">Planview <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plateau">Plateau <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platfora">Platfora <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platform-as-a-service">Platform as a service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/playbook">Playbook <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plex">Plex <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plunk">Plunk <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portfolio-management">Portfolio Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portrait-software">Portrait Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/potus-department-of-labor-flsa-part-541-overtime-r">POTUS, Department of Labor, FLSA, Part 541, Overti <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/powercenter">PowerCenter <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive">Predictive <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-analytics">Predictive Analytics <span class="filter-link-count" dir="ltr">(203)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-hcm">Predictive HCM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-planning">Predictive Planning <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predixion">Predixion <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management <span class="filter-link-count" dir="ltr">(70)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-optimization">Price Optimization <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-and-promotion-management">Pricing and Promotion Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-management">pricing management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pro">PRO <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-management">process management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-mining">Process Mining <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procure-to-pay">Procure-to-Pay <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procurement">procurement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-experience-management">product experience management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-information-management">Product Information Management <span class="filter-link-count" dir="ltr">(90)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services">Professional Services <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services-automation">Professional Services Automation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profit-velocity">Profit Velocity <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability">Profitability <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability-management">profitability management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-management">Project Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-planning">Project Planning <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-portfolio-management">Project Portfolio Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projecthelp">ProjectHelp <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projectops">ProjectOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projector">Projector <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/promptbook">Promptbook <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/property-technology">Property Technology <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros">PROS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros-pricing">PROS Pricing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/psa">PSA <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/publishing">Publishing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing">purchasing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pv-accelerator">PV Accelerator <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pxm">PXM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qad">QAD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik">Qlik <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qlik-sense">Qlik Qlik Sense <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qonnections">Qlik Qonnections <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-analytics-qlik-sense-qlik-business-intelligen">Qlik, Analytics, Qlik Sense, Qlik, Business intell <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qliktech">Qliktech <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlikview">QlikView <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qualtrics">Qualtrics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quantrix">Quantrix <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quinterian">Quinterian <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quotas">Quotas <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qvidian">Qvidian <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/r">R <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ransomware">Ransomware <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapide">Rapide <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapidminer">Rapidminer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rdbms">RDBMS <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-estate">real estate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-time">Real-time <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reconciliation">Reconciliation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recovery">Recovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recruiting">Recruiting <span class="filter-link-count" dir="ltr">(41)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recurring-revenue">Recurring Revenue <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/report">report <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting">Reporting <span class="filter-link-count" dir="ltr">(78)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting-xbrl-ixbrl-document-management">Reporting, XBRL, iXBRL, document management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/research">Research <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/resilience">Resilience <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/responsetek">ResponseTek <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/retail-analytics">Retail Analytics <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue">Revenue <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-and-lease-accounting">revenue and lease accounting <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-management">Revenue Management <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance-management">Revenue Performance Management <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-recognition">revenue recognition <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-lease-and-tax-accounting">Revenue, Lease and Tax Accounting <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution">Revolution <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution-analtyics">Revolution Analtyics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rightnow">RightNow <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rim">RIM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk">Risk <span class="filter-link-count" dir="ltr">(37)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-compliance-grc">Risk &amp; Compliance (GRC) <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-analytics">Risk Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/riversand">Riversand <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roambi">Roambi <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-automation">robotic automation <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-finance">robotic finance <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-process-automation">Robotic Process Automation <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roi">ROI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rpa">RPA <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rypple">Rypple <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sop">S&amp;OP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saas">SaaS <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sab-miller">SAB Miller <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saba">Saba <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage">Sage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage-software">Sage Software <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales">Sales <span class="filter-link-count" dir="ltr">(169)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-cloud">Sales Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-coaching">Sales Coaching <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-commission">Sales Commission <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-compensation">Sales Compensation <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-effectiveness">Sales Effectiveness <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement">sales enablement <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement-and-execution">Sales Enablement and Execution <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-engagement">Sales Engagement <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-force-automation">Sales Force Automation <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-forecasting">Sales Forecasting <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-operations">Sales Operations <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance <span class="filter-link-count" dir="ltr">(446)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(77)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM) <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning">Sales Planning <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning-and-analytics">Sales Planning and Analytics <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-tax">Sales Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-marketing-sales-performance-management-marke">Sales, Marketing, Sales Performance Management, Ma <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-sfa-spm-sales-performance-management-sales-c">Sales, SFA, SPM, Sales Performance Management, Sal <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salescloud">SalesCloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salesforce-com">Salesforce.com <span class="filter-link-count" dir="ltr">(58)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap">SAP <span class="filter-link-count" dir="ltr">(76)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-epm">SAP EPM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-hana">SAP HANA <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-insider">SAP insider <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-lumira">SAP Lumira <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-netweaver">SAP NetWeaver <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-predictive-analytics">SAP predictive analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-teched">SAP TechEd <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sapphire">SAPPHIRE <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sarbanes-oxley">Sarbanes Oxley <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas">SAS <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas-institute">SAS institute <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sasb">SASB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sase">SASE <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/savi">Savi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm">SCM <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm-demand-planning">SCM Demand Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scout-rfp">Scout RFP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scribe-software">Scribe Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/search">Search <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec">SEC <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec-software">SEC Software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secfinops">SecFinOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secops">SecOps <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security">Security <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security-posture">Security Posture <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sedar">SEDAR <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/self-service">Self-service <span class="filter-link-count" dir="ltr">(41)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/semantic-model">semantic model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-supply-chain">Service &amp; Supply Chain <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-cloud">Service Cloud <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/servigistics">Servigistics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfa">SFA <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfdc">SFDC <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sharepoint">SharePoint <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/shoretel">ShoreTel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/siemens-enterprise-communications">Siemens Enterprise Communications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/signal-demand">Signal Demand <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/silverpop">SilverPop <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/simba">Simba <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-financial-close">Smart Financial Close <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-manufacturing">Smart Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-phones">Smart Phones <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-watches">Smart Watches <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-analytics">Smarter Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-workforce">Smarter Workforce <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smb">SMB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snaplogic">SnapLogic <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snowfly">Snowfly <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soa">SOA <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soc">SOC <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social">Social <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-business">Social Business <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-collaboration">Social Collaboration <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-crm">Social CRM <span class="filter-link-count" dir="ltr">(128)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-dynamx">Social Dynamx <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media">Social Media <span class="filter-link-count" dir="ltr">(365)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-analytics">Social Media Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-intelligence">Social Media Intelligence <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-recognition">Social Recognition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/socialtext">SocialText <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sococare">SoCoCare <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/softscape">Softscape <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software">Software <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software-as-a-service">Software as a Service <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sourcing">sourcing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sovereign-cloud">Sovereign Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sox">SOX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spago-solutions">Spago Solutions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spatial-data-quality">Spatial Data Quality <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/speech-analytics">Speech Analytics <span class="filter-link-count" dir="ltr">(177)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/splunk">Splunk <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spm">SPM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spotfire">Spotfire <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spreadsheets">Spreadsheets <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spss">SPSS <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sql-h">SQL-H <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sqlstream">SQLstream <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/star-analytics">Star Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/statistics">Statistics <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stibo-systems">Stibo Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stratahadoop">Strata+Hadoop <span class="filter-link-count" dir="ltr">(56)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-analytics">Streaming Analytics <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data">Streaming Data <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data-events">Streaming Data &amp; Events <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscriber-experience">Subscriber Experience <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-billing">Subscription Billing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(68)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-recurring-revenue-zuora">Subscription, Recurring Revenue, Zuora <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/successfactors">SuccessFactors <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumo-logic">Sumo Logic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal">SumTotal <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal-systems">SumTotal Systems <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sungard">Sungard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sunsystems">Sunsystems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supplier-relationship-management">supplier relationship management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain">Supply Chain <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-management">supply chain management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance <span class="filter-link-count" dir="ltr">(253)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-planning">Supply Chain Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surface">Surface <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surveys">Surveys <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability">Sustainability <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-and-esg">Sustainability and ESG <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-management">Sustainability Management <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/swordciboodle">SwordCiboodle <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase">Sybase <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-iq">Sybase IQ <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-mobile-industry">Sybase. Mobile Industry <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/syncsort">Syncsort <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/synygy">Synygy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau">Tableau <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau-software">Tableau Software <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tablets">Tablets <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tagetik">Tagetik <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talemetry">Talemetry <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talend">Talend <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-acquisition">Talent Acquisition <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-generation">Talent Generation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-management">Talent Management <span class="filter-link-count" dir="ltr">(133)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/taleo">Taleo <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talx">TALX <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tamr">Tamr <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tanner-labs">Tanner Labs <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax">Tax <span class="filter-link-count" dir="ltr">(35)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-compliance">tax compliance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-department">tax department <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-planning">tax planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-software">Tax Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-datawarehouse">Tax-Datawarehouse <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-tax-provision-transfer-pricing">tax; tax provision; transfer pricing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tcm">TCM <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology">Technology <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation">Technology Innovation <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation-award">Technology Innovation Award <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-spending">Technology Spending <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-vendors">Technology Vendors <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/telephony">Telephony <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata">Teradata <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata-aster">Teradata Aster <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/text-analytics">Text Analytics <span class="filter-link-count" dir="ltr">(182)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tez">Tez <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/thomson-reuters-multinational">Thomson-Reuters multinational <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-landscape">Threat Landscape <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-management">Threat Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tibco">Tibco <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tidemark">Tidemark <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/time-attendance">Time &amp; Attendance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm">TM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm1">TM1 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/topic">Topic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-compensation-management">Total Compensation Management <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-rewards-management">total rewards management <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson">Towers Watson <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson-talent-management">Towers Watson Talent Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/training">Training <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transcom">Transcom <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transera">Transera <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/treasury">Treasury <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tribehr">TribeHR <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/trifacta">Trifacta <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/twitter">Twitter <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ucaas">UCaaS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uda">UDA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ui">UI <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ukg">UKG <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate">Ultimate <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate-software">Ultimate Software <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unanet-technologies">Unanet Technologies <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uncategorized">Uncategorized <span class="filter-link-count" dir="ltr">(103)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unica">Unica <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unicorns">Unicorns <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unified-communications">Unified Communications <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unit4">Unit4 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/upstream-works">Upstream Works <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap">US-GAAP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap-accounting">US-GAAP accounting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/usability">Usability <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/use-cases">Use Cases <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ux">UX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-index">Value Index <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-added-tax">Value-Added Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vantage-platform">Vantage platform <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/varicent">Varicent <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vat">VAT <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo">Vendavo <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo-price-pricing-optimization-revenue-custome">Vendavo, price, pricing, optimization, revenue, cu <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendor-management-systems">Vendor Management Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendors">Vendor(s) <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verint">Verint <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verizon">Verizon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertex">Vertex <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertical-solutions">Vertical Solutions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vibe">Vibe <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-audit">virtual audit <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-close">virtual close <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visi">Visi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vistaar-technologies">Vistaar Technologies <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visual-insight">Visual Insight <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visualization">Visualization <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vitria">Vitria <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vivisimo">Vivisimo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vmware">VMWare <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom">Vocalcom <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom-and-zeacom">Vocalcom and Zeacom <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-analytics">Voice Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-automation">voice automation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer <span class="filter-link-count" dir="ltr">(260)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer-interactive-intelligence">Voice of the Customer Interactive Intelligence <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/volly">Volly <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vovici">Vovici <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vpi">VPI <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wall-street-journal">Wall Street Journal <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wan">WAN <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/warehouse-management">warehouse management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/watson">Watson <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wearable-computing">Wearable Computing <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/webon">Webon <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wellness">Wellness <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wfm">WFM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-and-resource-management">Work and Resource Management <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-experience-management">work experience management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-management">Work Management <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday">Workday <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday-collaboration">Workday Collaboration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-analytics">Workforce Analytics <span class="filter-link-count" dir="ltr">(57)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-force-optimization">Workforce Force Optimization <span class="filter-link-count" dir="ltr">(44)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-management">Workforce Management <span class="filter-link-count" dir="ltr">(169)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-optimization">Workforce Optimization <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance <span class="filter-link-count" dir="ltr">(387)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance-management">Workforce Performance Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-planning">Workforce Planning <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-solutions">Workforce Solutions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/working-capital">Working Capital <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workplace">Workplace <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xactly">Xactly <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xbrl">XBRL <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xml">XML <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/yellowfin">Yellowfin <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zao">Zao <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zeacom">Zeacom <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zilliant">Zilliant <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zoomdata">Zoomdata <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zuora">Zuora <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zyme-solutions">Zyme Solutions <span class="filter-link-count" dir="ltr">(3)</span></a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> </span> <br><br> <h3 style="color: var(--light_blue);padding-top:40px;">Analyst Perspectives&nbsp;Archive</h3> <p><a class="btn-secondary" href="https://blog.isg-research.net/all">See All</a></p> <!-- End partial --> <!-- <br><br><br><br> <div 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src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en-us'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The Digital Technology Market Agenda for 2022: Innovation for Business Resilience", "mainEntityOfPage": "https://blog.isg-research.net/the-digital-technology-market-agenda-for-2022-innovation-for-business-resilience", "datePublished": "31/01/2022", "dateModified": "31/01/2022", "articleBody": "I’m proud to share Ventana Research’s 2022 Market Agenda for Digital Technology. Our focus in this agenda is to deliver expertise to help organizations prioritize technology investments that increase workforce effectiveness and organizational agility, ensuring ongoing operations during any type of disruption. Digital technology is a business necessity, as demonstrated throughout 2020 and 2021, that enables the organizational agility needed to operate efficiently during market disruptions. Many organizations were unprepared for the dramatic challenges brought about by the pandemic, proving that business continuity efforts were not up to par for managing continued operations during a major disruption. The lesson learned is that, even though significant digital transformation efforts have occurred over the last five-plus years, it is necessary to refine these efforts, ensuring business continuity through an effective digital strategy that can sustain any “black swan” event. Our 2022 market agenda focuses on critical areas of digital technology, using insights and best practices to help organizations ensure optimal outcomes. For 2022, we continue to track computing as a focus, since the complexities in managing applications and systems across the computing environment have introduced new challenges. In addition, the convergence of collaborative and conversational technologies supports a new generation of digital technology for enterprises. We assert that through 2024, two-thirds of organizations will realize that the digital technology used for operating virtually for business continuity is ineffective in supporting organizational resilience. Digital technology helps organizations gain intelligence and launch automation that ensures ongoing levels of effectiveness for the overall business and within specific processes. Our Digital Technology expertise includes nine focus areas: Analytics and Data; Artificial Intelligence and Machine Learning; Blockchain; Cloud Computing; Collaborative and Conversational Computing; the Internet of Things; Mobile Computing; Robotic Automation; and Extended Reality. Analytics and Data Today, every aspect of business relies on analytics and data. Organizations use analytics to apply data science and processing to all types of data, generating information and insights necessary to improve outcomes. Our agenda reflects the technology required to achieve this objective and provide data integration - the preparation and processing of data for analytic and operational use. We will also focus on business intelligence-based processes that generate visualization along with important insights across lines of business and IT. For 2022, we will further explore the need to embed analytics and ensure collaboration and availability across mobile technology. Also, high on our list is natural language generation from data and analytics as well as the process for simplifying data access and presentation through human and machine-level interactions. Our Benchmark Research and Value Index will identify best practices and assess and rate technology vendors’ potential to help ensure the right technology is being used to provide effective organizational agility. Artificial Intelligence and Machine Learning AI and ML enable the processing of data much the way humans do, providing a context to refine how organizations operate in any activity. Our agenda reflects our work to assess organizations’ use of AI and ML through market research designed to help guide technology and processes necessary for ethical operations. I assert that through 2024, one-half of organizations will realize their AI competencies and skills are insufficient and will require new investments to avoid decaying their performance and competitiveness. We will also examine the impact of ML- and AI-guided actions and tasks. Anyone can participate in our Dynamic Insights market research on ML that focuses on best practices in the successful deployment of AI and ML. Blockchain A shared database of assets stored in multiple locations of an inter-enterprise network can pose challenges to processing and utilizing the data for a range of digital requirements in operations and analytics. Understanding blockchain-distributed ledger technology is essential to help organizations more effectively operate across systems. Our market agenda is designed to assess the value of technologies that interconnect and secure data across systems and organizations to enable both secure and efficient processing. Our examination of blockchain processing across finance and the supply chain continues to help organizations optimize transactions. The effective application of data governance using enterprise-class integration methods and technologies is necessary to maintain data quality standards. We assert that by 2024, one-third of organizations will adopt blockchain for secure distributed computing across business processes to realize efficient and effective governance of digital business. We will continue our market research on blockchain technology to determine how the technology is currently being used. In particular, we will determine how organizations are effectively using blockchain technology to address gaps and opportunities in business processes and optimize operations across the enterprise and extended network of constituents. Cloud Computing Organizations continue to migrate toward and adopt computing technology operating outside of the traditional data center or internally managed servers. Our focus on cloud computing is intended to assess and guide organizations on the use of applications and systems functioning across private and public technology environments. By 2024, one-fifth of organizations will consolidate public cloud computing platforms to a single provider to redirect resource costs and efforts from infrastructure to value derived from them. Unlike decades past, today’s challenge is managing the operation of applications and systems across non-corporate-owned environments that may require enhanced governance of service-level agreements necessary for reliability and security. With potentially dozens of providers, an organization may find it necessary to integrate and adapt applications to broader enterprise-level requirements to achieve workflow and efficiency as well as further customize for competitive differentiation. Our research will examine how the portfolio of digital technologies in this area of expertise operate across cloud computing as well as the applications that are part of the entire enterprise. Collaborative and Conversational Computing Our market agenda in organization-wide collaboration and conversation involves technology-mediated digital engagement using natural language, across the workforce and beyond. This focused digital computing uses unified communication to enable interactions through text, video and voice to adapt to how people work. The use of mobile technology plays a key role in enabling real-time interactions that expedite agility and responsiveness. We assert that by 2025, one-quarter of organizations will have deployed conversational experiences from mobile and desktop environments to their work experiences with technology designed to increase productivity. Real-time and recorded video deliver a human connection for collaboration, connecting any number of parties to explore an issue or opportunity. The advancement of intelligent virtual agents that are infused with AI and ML have introduced new opportunities for extending the potential of the workforce and ensure they maximize high-value skills. Our market research will continue to evaluate and guide organizations’ needs, plans and attitudes on collaborative and conversational computing technology to ensure effective interactions between people and machines. The Internet of Things Innovative organizations are embracing a new, intelligent approach toward the efficiency of automation as well as the broader digital business opportunity that comes from the use of data in motion. The internet of things spans computing that crosses devices and sensors to transmit data through events and messages, enabling services and unlocking new computing and monetization opportunities. Through 2024, one-half of organizations using IoT technology will rely on real-time events and messages that stream to cloud-based data warehouses or data lake environments to increase operational insights. Event and messaging technologies that broadcast and stream are now making it possible to more continuously operate these technologies to support a broader agenda - from sustainability to business continuity objectives and business processes. Using machine and sensor data delivered in real time by IoT devices makes it possible to monitor and adjust both machine and workforce operations and intelligently respond to situations that require action. Our continuous Benchmark Research on IoT identifies and reports on trends and best practices in using the technology for any organizational purpose. Mobile Computing The simplification of mobile technology has not translated to innovation or advancement in operational software, leading to dissatisfaction from organizations with high levels of expectation. Our focus on mobile computing examines organizational use of smartphones, tablets and wearables to connect workers to applications and information. We also explore the disconnect between the expected levels of digital business and responsiveness from these devices. In many cases, our research to date has found that user experiences via mobile devices have not facilitated the engagement found in consumer applications. We assert that by 2024, two-thirds of organizations will conclude that mobile business applications are ineffective for the workforce, requiring replacement to gain business effectiveness. Our agenda will help organizations root out and eliminate vendors whose products lack mobile technology functionality offering ease of access and interaction for the worker and manager. Our continuous market research on the use of mobile computing technology - as well as organizations’ needs and attitudes - will bring best practices and guidance for making smarter decisions regarding vendor offerings. Robotic Automation For many organizations, the disparate operation of applications that support processes must be augmented to enable automation - and hopefully intelligence - for increased efficiency in digital business. Our focus on robotic automation will assess the technology that orchestrates the workflow of messages and transactions supporting activities and tasks, but also needs to balance the workload of resources across the organization. My colleague, Mark Smith, asserts that by 2025, over two-thirds of organizations will standardize to a single digital platform for intelligent workflow management and will deploy RPA (Robotic Process Automation) to eliminate redundant manual work. Advancements in robotic process automation have evolved to facilitate next-level operational effectiveness in business and IT processes. Our goal is to help organizations prioritize the technology and vendors supporting people and systems that operate across cloud-computing environments. Our continuous market research will examine how automation and intelligence are best instrumented to meet both front- and back-office requirements for workflow and workloads across the enterprise. Extended Reality Advancements in extended reality (XR) continue to exploit dedicated technology in mobile computing, including wearables, to operate in a virtualized environment. This can increase efficiency, addressing the gamut of exploration and improvements. Our XR expertise focuses on technology that operates individually and combines augmented, mixed and virtual environments for better experiences. We assert that through 2024, one-third of organizations will adopt XR technologies that can augment and virtualize customer and product experiences for effective work engagement. As organizations study methods to service physical assets from remote locations and devices, the opportunity for digital innovation will come from suppliers and organizations working toward a common resolution. Our continuous market research will identify the rapidly evolving best practices in the use of XR across marketing, sales and service that enable efficient operations and engagement with customers and the supply chain. Improving the digital experience across the workforce as well as for customers, partners and the overall supply chain has become a business imperative for 2022. Enhancements to the digital workflows of processes and activities can improve organizational readiness to support the objectives and intentions of everyone in the workforce. Optimizing your path forward in 2022 will require a heightened sense of the purpose and operation of digital technology as well as an understanding of expected outcomes for enabling business continuity and performance. Establishing a priority focus for digital technology investments will ensure appropriate rewards for the time and resources dedicated to this necessity. Subscribe to our Ventana Research community at no cost to stay current on our 2022 research efforts. Explore our digital technology expertise and focus areas for more on the detailed agenda and continuously updated 90-day calendar as well as expanded research facts and best practices. Regards, David Menninger", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_DM_The%20Digital%20Technology%20Market%20Agenda%20for%202022-Innovation%20for%20Business%20Resilience.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "David Menninger", "url": "https://blog.isg-research.net/author/david-menninger", "sameAs": "http://www.linkedin.com/in/davidmenninger" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The 2022 Value Index for Agent Management Classifies and Rates Vendors", "mainEntityOfPage": "https://blog.isg-research.net/the-2022-value-index-for-agent-management-classifies-and-rates-vendors", "datePublished": "31/01/2022", "dateModified": "31/01/2022", "articleBody": "Ventana Research is sharing insights gleaned from our latest Value Index research, an assessment of how well vendors’ offerings meet buyers’ requirements. The Ventana Research Value Index: Agent Management 2022 is the distillation of a year of market and product research by Ventana Research. Drawing on our Benchmark Research, we apply a structured methodology built on evaluation categories that reflect the real-world criteria incorporated in a request for proposal to customer experience vendors supporting the spectrum of Agent Management. Using this methodology, we evaluated vendor submissions in seven categories: five relevant to the product experience ﹘ adaptability, capability, manageability, reliability and usability ﹘ and two related to the customer experience ﹘ TCO/ROI and vendor validation. This research-based index evaluates the full business and information technology value of Agent Management software offerings. I encourage you to learn more about our Value Index and its effectiveness as a vendor selection and RFI/RFP tool. This Value Index research evaluates the following vendors that offer products for Agent Management as we define it: 8x8, Alvaria, Avaya, Calabrio, Cisco, Content Guru, Elevēo, Enghouse Interactive, Five9, Genesys, Lifesize, Mitel, NICE, Playvox, RingCentral, Salesforce, Talkdesk and Verint. Six of these 18 suppliers responded positively to our requests for information and provided completed questionnaires and demonstrations to aid our analysis of their Agent Management products. Along with briefings and information where provided, publicly available online material was also used for the analysis as of November 1, 2021. The following vendors declined to participate or did not respond to our invitation: 8x8, Cisco, Enghouse Interactive, Lifesize, Mitel and RingCentral. To organizations considering products from these vendors, we recommend extra scrutiny as part of any software assessment because they did not make their technology available for the Value Index evaluation process. Unlike many IT analyst firms that rank vendors from an IT-only perspective or focus on a specific type of Agent Management, Ventana Research has designed the Value Index to provide a balanced perspective, rooted in an understanding of business drivers and needs. This approach not only reduces cost and time but also minimizes the risk of making a decision that is bad for the business. Using the Value Index will enable your organization to achieve levels of efficiency and effectiveness needed to optimize Agent Management. We urge organizations to do a thorough job of evaluating Agent Management products in this Value Index which offers results of our in-depth analysis of these vendors and also acts as an evaluation methodology. The Value Index can be used to evaluate existing suppliers, plus it provides evaluation criteria for new projects. Using it can shorten the cycle time for an RFP. The Value Index for Agent Management in 2022 finds NICE first on the list, followed by Verint and Avaya. Companies that rated in the top three of any category ﹘ including the product and customer experience dimensions ﹘ earn the designation Value Index Leader. The Value Index Leaders in Product Experience are: NICE Verint Genesys Leaders in Customer Experience are: NICE Avaya Genesys Value Index Leaders across any of the seven categories are: NICE, which has achieved this rating in seven of the seven categories. Verint, in four categories. Calabrio and Talkdesk, in three categories. Avaya and Genesys, in two categories. The overall performance chart provides a visual representation of how vendors rate across product and customer experience. Vendors with products scoring higher in a weighted rating of the five product experience categories place farther to the right. The combination of ratings for the two customer experience categories determines their placement on the vertical axis. As a result, vendors that place closer to the upper-right are “exemplary” and rated higher than those closer to the lower-left and identified as vendors of “merit.” Vendors that excelled at customer experience over product experience have an “assurance” rating, and those excelling instead in product experience have an “innovative” rating. Note that close vendor scores should not be taken to imply that the packages evaluated are functionally identical or equally well-suited for use by every organization or process. Although there is a high degree of commonality in how organizations handle Agent Management, there are many idiosyncrasies and differences that can make one vendor’s offering a better fit than another. The technology underlying Agent Management has advanced considerably in recent years. There is a shift underway from traditional agent management tools toward a more modern package: intelligent virtual assistants (IVAs); agent-assist or guidance driven by artificial intelligence (AI); and automation via workflows that streamlines processes and provides connections to back-office functions. Then, there are improved “agent management” applications that are further outside the standard definition but that affect agents and supervisors just the same: knowledge management; desktop integrations; gamification; and customer collaboration tools like co-browsing and bot-assisted chat. We assessed these new tools in conjunction with standard workforce management, call recording, quality and performance management systems. While not every component or tool will make sense in every deployment, we believe that a variety of options to suit a wider spectrum of use cases is important. We also believe that the pandemic has changed some of the underlying criteria buyers use to assess their software purchases. Features, functions and vendor assessments are not the only deciding factors. For example, an organization may face budget constraints such that the TCO evaluation can tip the scale to one vendor or another. This is where the Value Index methodology and appropriate weighting can be applied to determine the best fit of vendors and products to an organization’s specific needs. Our firm has made every effort to encompass in this Value Index the overall product and customer experience from our Agent Management blueprint, which we believe reflects what a well-crafted RFP should contain. Even so, there may be additional areas that affect which vendor and products best fit an organization’s particular requirements. Therefore, while this research is complete as it stands, utilizing it in your own organizational context is critical to ensure that products deliver the highest level of support for your projects. You can find more details on our website as well as in the Value Index Market Report. Regards, Keith Dawson", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_KD_The%202022%20Value%20Index%20for%20Agent%20Management%20Classifies%20and%20Rates%20Vendors.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Keith Dawson", "url": "https://blog.isg-research.net/author/keith-dawson", "sameAs": "www.linkedin.com/in/keith-dawson-b17b71" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Digital Business Market Agenda for 2022: Resilience and Readiness", "mainEntityOfPage": "https://blog.isg-research.net/digital-business-market-agenda-for-2022-resilience-and-readiness", "datePublished": "28/01/2022", "dateModified": "28/01/2022", "articleBody": "With the announcement of Ventana Research’s 2022 Market Agenda, our expertise in Digital Business continues to advance the market need for effective investments into technology, and I will outline here the key areas of focus to provide insights to organizations that can increase their organizational resilience and workforce readiness. We are proud to provide expertise on ensuring technological effectiveness through our market research and experience in providing guidance on trends and best practices. Digital business helps organizations ensure digital technology investments are effective, supporting the agility required for continued, successful operations every day of the year. Achieving the level of refinement to ensure business continuity requires a digital strategy that can sustain any market disruption. And for many organizations, the digital transformation intended to provide guidance on the strategy and effectiveness of applications and systems operating across private and public technology environments has had its challenges. The decades-long effort to continuously introduce technology that transforms the way organizations operate has had success but also failed to ensure readiness to operate under duress and ensure business continuity. “Virtual Business” was challenged in many dimensions in 2021, from the satisfaction and retention of the workforce to ensuring that processes could be digitally enhanced across the organization. Operating and living through “black swan” events - like the pandemic - has proven to be challenging to sustain through these abnormal conditions and duress. Unfortunately for many organizations, the result has been problematic with increased staff turnover and difficulty finding talent and replacements that meet existing compensation guidelines. This significant disruption has impacted organizations and while the virtual workplace for part of the workforce has continued, the uncertainty in its continuation by management without effective communications has left many with the belief that maybe there are other places to potentially work. This lack of communication and readiness highlights the need for a more refined strategy in 2022, ensuring an environment where the business and technology dimensions of an organization’s digital strategy are aligned. For 2022, we will continue to advance the necessity to ensure an effective digital business environment where business and technology leaders will need to continue their investment of resources and budget to address the need for continuous improvement. We assert that through 2024, after concerted investment into digital transformation, one-half of organizations will require a new digital business and technology agenda for organizational resilience. It is time for a concerted transformational effort to perfect the digital effectiveness of your organization, where technology links the business priorities and key objectives of the organizational readiness and workforce resilience. Our Digital Business expertise includes nine areas of focus: Business Continuity, Digital Communications, Digital Payments, Digital Security, Experience Management, Governance and Risk, Performance Management, Sustainability Management and Work Management. Business Continuity Business continuity and required planning help organizations define a strategy to successfully weather any market disruption. The practical reality is that most organizations lack the level of rigor necessary to ensure ongoing operations across every line of business - not just the IT operation. And this has created challenges where, by 2024, one-third of organizations will embrace business continuity planning to align digital technology investments to meet the demand of a virtualized customer, product and workforce environment. For 2022, we will explore the processes that organizations are taking to ensure the resilience of their digital strategies, including the portfolio of applications and technology in use and the fundamentals for evaluating existing and future investments. Our market research will identify best practices and assess and rate vendors’ potential to help ensure the right technology is deployed. Our dedicated focus of expertise ensures insights and guidance about the aspects of digital technology necessary to sustain business operations. Digital Communications Digital communications enable the organization and workforce to efficiently interact and collaborate with its customers, partners and suppliers in a secure manner. Our agenda reflects our work to assess technology and guide organizations’ use of a range of communication methods - from unified communication and videoconferencing to communication platforms as a service - that are converging into what we call digital communications. Unfortunately, by 2025, two-thirds of organizations will realize that enterprise-wide digital communications do not satisfy workforce expectations, resulting in decreased productivity and worker engagement. The rapid adoption across the enterprise of a wide range of technologies supporting communication and collaboration have created disruptions that require a unified approach for organizational readiness. We will examine the impact of using analytics with artificial intelligence and machine learning (AI/ML) to identify enhanced methods of effective communication. We will also consider the intersection of digital communication with other applications and tools needed for collaboration and operations. Whether worker, manager or others that need to interact, enhanced technology must facilitate an engaging work experience. Our market research is designed to produce best practices and insights on technology that helps organizations evaluate and prioritize digital communication options. Digital Payments Organizations are improving how to make it easier to conduct business with them, and payments of any manner are not always designed for efficiency between the parties involved and legacy investments from prior management in finance and technology have hampered their effectiveness. To be effective, organizations should make Digital Payments as efficient as possible. As the transfer of goods, services for their financial value in exchange for something similar in return that is agreed upon the parties involved is at the essence of what business is all about. The evolution of digital payments has been occurring over multiple decades, but the majority of organizations have not enabled the use of more recent technology to streamline finance or revenue interactions across every buying and selling channel. This includes the digital currencies and exchanges that are changing the way that monetary interactions have historically been conducted. To optimize the impact of digital payments requires the ability to securely govern the processes and technology investments with customers across all buying and selling channels. This includes the digital identity of the parties, and our assertion is that by 2025, one-third of organizations will establish digital identity technology platforms to streamline the security of digital payment processes. Our market research on digital payments will investigate the processes and technologies that can transform organizations’ ability to operate in the most expedited and secure manner possible. Digital Security An effective digital security strategy is essential to comprehensively address what has historically been a bifurcated approach to cyber and information security. These processes need to be embedded and governed across all digital technologies. Our market agenda focuses on the importance of comprehensive digital security as an essential priority to protect the people, processes and assets - including intellectual property - of an organization. Our examination of digital security will explore how dedicated technologies have evolved to ensure proper governance and risk mitigation necessary to operate in distributed organizations with disparate supporting systems, across hybrid-computing environments removed from a once-managed data center. The effective application of best practices can guide the integration and interconnection of these operations, while addressing security risks through technological advancements. Our market research on digital security will examine the lessons learned from 2021 - and earlier - that still plague digital technology across the enterprise, including applications for customers and partners. We will evaluate new methods for human-to-machine and machine-to-machine verification that use identity and presence to best secure people and assets. We assert that through 2024, over two-thirds of organizations will converge their cyber and information security efforts into digital security programs to ensure effective governance and protection of physical and digital assets. Experience Management Digital experiences across every line of business and process should be the focal point for continuous improvement to enable effective and rewarding experiences for the workforce, customers, and products and services. Our focus on experience management is intended to ensure the effectiveness of all processes and technologies used to increase the impact of investments. This focused approach to experiences can enable marketing, sales and supply-chain service agents to distinguish their operations in a differentiated manner. It is ineffective to focus solely on the customer experience as the entire journey and lifecycle. Managing the experience of everyone in the organization - and all constituents supporting this imperative - is key to measuring and improving the economic value of these interactions. We assert that by 2026, over two-thirds of organizations will realize that a lack of focus on the feedback from “Voice of the” programs intended to support customer, product and workforce hinder digital effectiveness. The necessity of experiences to guide the people and process engagement design elements - as well as the digital and technological components - are essential for the corporate brand as well as the human connection. Our market research will guide organizations’ needs, plans and attitudes on experiences for enterprise-focused, as well as specific business-focused, areas of expertise. Governance and Risk For organizations to be effective in what has historically been called governance, risk and compliance (GRC), it is critical to examine the proper placement of these practices relative to finance, operations and IT processes. Effective governance requires the knowledge of a group of professionals, and potentially a center of excellence, to ensure organization-wide best practices and compliance with policies and regulatory guidelines across geographic and statutory requirements. Significant advancements in digital technology provide an opportunity to identify and invest in new methods that enable streamlined governance and risk mitigation throughout the organization. One area of improvement is in the use of analytics where, in 2025, the lack of risk metrics used in decision-making processes by two-thirds of organizations will contribute to declined performance and lack of organizational readiness. Instrumenting workflow and policy-focused technology can help ensure tasks and activities are handled according to corporate and regulatory guidelines. Our market research will provide guidance on the essential technologies required to ensure that digital business is focused on the impact and value from operations, while minimizing the cost and time required to address the governance and risk requirements. Performance Management Performance management is the process of efficiently linking an organization’s strategies and tactics with operations for desired outcomes. This fundamental approach to managing to objectives and key results has experienced a new resurgence. We assert that through 2025, one-third of organizations will determine the lack of performance management within business units has led to sub-optimization that does not contribute to overall improvement. The complexities of digital business are creating new challenges for organizations’ ability to ensure alignment to the desired outcomes and performance within the time periods desired. This can be accomplished with dedicated applications designed for performance management across the workforce, supporting organizational goals for aligning work to the objectives of the organization. Advancements in digital technology - from analytics to AI and ML - have accelerated the potential to gather intelligence to guide performance management processes that can detect variances and issues impacting overall outcomes. Our market research will help organizations identify the best methodologies and processes in applications that adapt to the requirements for performance management. Combined with other advancing digital technologies like collaborative and conversational computing and mobile technology expectations, these applications can deliver the desired experience. Sustainability Management Sustainability management centers on promoting a balance in the mission of profitability and efficiency with the need to protect the environment. Success requires that leaders address the objectives for sustainability through planning and analytics, using dedicated applications that can best identify areas for change. By 2025, one-quarter of organizations will not be able to achieve sustainability management objectives without the need for environmental social governance (ESG) applications required to sustain continuous improvement. The span of sustainability management is not only limited to the direct activities and operations of an organization but also includes those of the extended supply chain - the activities of anyone associated with the initiative. The science behind analytics and data to calculate the organization’s carbon footprint, for example, requires incorporating competencies, skills and knowledge from the industry into the organization. For many organizations, the disparate activity to market the corporate sustainability efforts does not necessarily translate to the processes and technology that support the initiative. The importance of a dedicated team that works collaboratively across the organization to address change must be managed through an effective portfolio and work management to ensure that progress is made over time. Our continuous market research will examine best practices and the technological impact of sustainability management. Our expertise will help organizations prioritize technology and vendors to focus on the necessary sustainability processes that can ensure adequate progress. Work Management Work management is the integration of tools and methods that enable workers to conduct tasks and activities to a desired and timely outcome in an efficient manner. It is not simply about being productive - it encompasses the experience of how work is done digitally to meet business objectives. While this might seem obvious, most of the software organizations currently use was not designed around the experience of using it but rather focuses on the utility of what it accomplishes. This emphasis on productivity can have the unintended consequence of negatively impacting the effectiveness of the software. We assert that by 2025, one-half of organizations will deem existing project-management approaches ineffective to enable workforce resilience and providing business continuity. As organizations look to engage the workforce in the structured work of projects and unstructured guidance on tasks, the juncture of these is where the opportunity lies to simplify work and guide it to expected outcomes. This concept applies to work conducted in customer-facing areas across sales and service; marketing and operations that support front-office activities; or IT, manufacturing and supply-chain activities that are more structured and require a heightened sense of detail and governance. Our continuous market research will identify the rapidly evolving best practices in the use of task and program management, blended with collaborative computing, to provide an engaging work experience across the entire organization. Every organization, no matter the industry or size, is a digital business capable of improving areas that impact organizational agility and support the needs of the workforce. While it is essential to place a priority on the digital experience, the fundamentals lie in the focus of the business and applications that enable an organization to balance priorities holistically to ensure the readiness and resilience of the organization. Once an organization establishes priorities for how it will focus its digital business investments, the path forward will become clear. Desired outcomes will be achieved with effective preparation and strategy to the organizational readiness and workforce resilience required. To ensure your path for 2022 and beyond is on course with the right digital priorities, use this expertise and these focus areas as a filter for your own organizational efforts. Subscribe to our Ventana Research community at no cost to stay up to date on our 2022 research efforts. Check out our Digital Business expertise and focus areas for the detailed agenda and continuously updated 90-day calendar as well as more research facts and best practices. Regards, Mark Smith", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_MS_Digital%20Business%20Market%20Agenda%20for%202022_Resilience%20and%20Readiness.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Ransomware Disaster for UKG &amp; Customers: Business Continuity Required", "mainEntityOfPage": "https://blog.isg-research.net/ransomware-disaster-for-ukg-customers-business-continuity-required", "datePublished": "27/01/2022", "dateModified": "27/01/2022", "articleBody": "The necessity of business continuity came to a reality with the pandemic in early 2020, with the requirement to avoid the risk of interruption to the fundamentals of an organization. I outlined this challenge in my perspective, “The Business Continuity Imperative: The Workforce Experience and Human Capital Management in 2020 and Beyond.” Ensuring that software in cloud computing environments is continuously available should be a business continuity priority for your organization. In fact, your own chief information, risk and operations officers should ensure your organization has the level of reliability that you expect and pay for from your software as a service provider. And does your provider perform the level of investment and protection that you would expect to protect your organization? Do you ensure the level of preparation in business continuity has been done, and do you have a disaster recovery program you can institute in a moment’s notice? Can you operate your business if critical software is not available for more than a day, week, month or longer? Unfortunately, our assertion is that by 2025, after decades of digital transformation efforts, two-thirds of organizations will not resource business continuity as an investment priority to reduce operational risk in black swan events. Recent times have demonstrated that when an organization loses access to a cloud-based application provided by a vendor, the unplanned, worst-case scenario becomes a reality. An unfortunate ransomware incident happened on December 11, 2021, when UKG lost the ability to provide hosted applications for its customers, including UKG Workforce Central and UKG Telestaff. This episode included support for banking and healthcare organizations that serviced thousands of customers. UKG — having no access to its software or backups — had the unfortunate task of telling customers it would be a while before the use of the software and underlying data for which it was operating could be restored. The financial impact for these organizations — that couldn’t perform labor scheduling, manage time worked and provide payroll services for its workforce — is estimated to be in the millions. The details of the incident will become clear over time as well as whether the privacy and security of worker data was impacted. The result was disastrous to UKG and its customers, and was a significant wake-up call to our industry. For an organization the size of UKG — with over $3 billion in revenue, according to its year-end results — to have such a breach of trust and business continuity for its customers was unimaginable. And the size of such is probably the largest in the cloud-based applications market in known history. In my opinion, it is doubtful that UKG made the level of investment to prevent such an incident and performed the level of rigor in its own disaster recovery and business continuity planning. Regardless whether customers were operating legacy versions of the software, UKG had an obligation to prevent such an incident from happening. And every organization has a responsibility to insulate itself from its vendor if that vendor is no longer able to provide its services. But our prediction, unfortunately, is happening, as by 2024, one-third of organizations will embrace business continuity planning to align digital technology investments to meet the demand of a virtualized customer, product and workforce environment. UKG, on their part, has in recent months hired a new chief products officer and a new chief information security officer — signs that changes are underway to further adapt to its growthh and size. It is clear that the recovery from this episode is still underway into January and expected to be into February, and will continue to wreak havoc in all aspects of its operations as well as customer confidence in its efforts. How UKG operates in a public manner moving forward will define its own destiny. There are many areas where UKG could dramatically improve its communications to establish trust within the industry that it is changing how it operates. For example, UKG secures its trust site on its operations behind a community login, not making it publicly available like many other vendors. You are not able to find publicly available information in regards to the digital security of its operations on its website, nor what UKG is doing to help ensure a similar attack does not happen again. UKG has invested significantly in its continued acquisitions of software and service organizations, including Everything Benefits, Great Place to Work and others, but should reexamine those priorities moving forward compared to the protection of its own operations and software it provides to its customers. The level of investment and prioritization to its reliable operations and digital security will need to be visible publicly to ensure confidence and trust in the UKG brand can be rebuilt. Maybe the rest of the UKG acquisitive growth needs to take a back seat to its number one focus in providing business continuity to its customers. Every company a software provider acquires has its own challenges in how it handled its operations and digital security, which creates more risk and liability for existing customers who may not have the knowledge of what an acquiring company like UKG is doing to manage its operations. Even UKG’s fantastic efforts to help in the industry with pay equity challenges or social responsibility efforts to give back — which were recognized by our firm with a recent Digital Leadership Award — will not bridge the trust gap. If a disaster like a ransomware incident can happen to UKG, it can probably happen to any cloud-based provider. The question for your organization is whether you are prepared. Have you conducted business continuity planning to survive such an incident, and do you have your own copies of the data from your system that could be used to reactivate the same or similar service with another provider? Organizations evaluating UKG for HCM and workforce management will have to take a deeper look at its digital security covering cyber and information security processes and determine whether UKG is truly prepared for the level of disaster recovery that would prevent uninterrupted operations. This does not exclude the need to perform a similar level of scrutiny of other vendors you are using in HCM or in any area of your business — from enterprise resource planning, supply chain or customer experience. Our recent 2022 Value Index on Workforce Management revealed that UKG’s separate and updated product line, UKG Workforce Dimensions was classified as Exemplary Vendor and a Value Index Leader. This does not exclude the need for every organization to examine business continuity for services UKG provides. Your organization and leadership should make business continuity a higher priority, as evidenced by the thousands of unprepared organizations impacted by the UKG ransomware incident. Take heed for the unknown — but potential reality — of a cloud-based outage and better prepare your organization to ensure the resilience of your business processes. Regards, Mark Smith", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_MS_Ransomware%20Disaster%20for%20UKG%20&%20Customers-Business%20Continuity%20Required.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The Necessity of Revenue Performance Management", "mainEntityOfPage": "https://blog.isg-research.net/the-necessity-of-revenue-performance-management", "datePublished": "27/01/2022", "dateModified": "27/01/2022", "articleBody": "Ventana Research was the first market research firm to focus on the emerging area of sales performance management (SPM), which we define as a coordinated set of sales-related activities, processes and systems that enable organization. Over the past decade, SPM has become more science than art. Properly managing a sales organization requires effective planning, which in turn requires key performance and sales indicators built on a foundation of relevant metrics. But this is changing. As more organizations embrace the subscription business model and engage with additional selling channels over and above direct sales, the concept of the primacy of new sales is transforming to a more holistic view of revenue. The sales department in many organizations is being superseded by the overall revenue-focused part of the organization, a super-set of traditional sales functions that includes not only gaining new customers, but also an increased focus on existing customer retention as well as expansion and cross sell aimed at/to existing customers. In addition, as organizations embrace additional sales channels, whether through more typical indirect sales through partners or via new digital selling channels like commerce, true revenue management will require an enhanced degree of alignment and coordination across different teams within the organizations. The economics of multichannel selling and newer business models require the need to expand focus and resources beyond new business. This will impact not just sales teams but also marketing, partner management and customer service. This is referred to as Revenue Management. To achieve these aims, leadership and planning will be key. Any time an organization transitions to a new process, there will be resistance, missteps and potential disruption. A key step that needs to be taken is both a change in the approach of strategic leadership and in the planning, monitoring and real time adjustments via operation teams. As long as there is a shared common purpose and alignment, and standard ways to set targets and measure achievement, it does not really matter as to whether these are separate teams or unified under what is often referred to as Revenue Operations. Delivering this is no easy task. Revenue organizations must manage toward performance demands and ensure consistent results every quarter and month in and month out. However, many revenue leaders struggle to implement processes that support overall strategy and growth, and efforts to optimize both sales talent and selling experience frequently fall short. The next generation of revenue and sales leaders are embracing the need to focus on creating processes to generate and project predictable revenues. Revenue Performance Management (RPM) is a coordinated set of revenue-generating and related activities, processes and systems that enable organizations to plan, execute, monitor and adjust in real time to achieve customer, product and revenue targets. Our research finds that organizations that make smart investments in resources and applications have more effective revenue organizations and more predictable revenue flows. These are also the organizations that understand that misplaced expectations around sales force automation and CRM systems have led to an overdependency on reports and dashboards that summarize past performance and, in the absence of dedicated applications, a reliance on spreadsheets to plan for the future. The modern organization requirements for an RPM approach supported by technology needs not only to address compensation, quotas, territories, and accounts, but also to plan the resources needed by the organization to achieve the expected performance. Also needed are pipeline analytics, coaching and guidance, revenue forecasting and performance metrics to support an effective feedback loop that allows for continuous planning adjustments in response to actual market conditions and target attainment. This broadened approach to planning and execution makes it possible to embrace a more strategic approach to recruiting talent, ensuring effective on-boarding and achieving targets. As part of this new imperative, applications supporting RPM also help organizations broaden the scope to all those who are involved with revenue-generating activities including marketing and customer service and success, as well as account management, partner management and business development. In an effort to gain an edge in selling and customer retention, more organizations are looking to make use of intelligent applications that incorporate artificial intelligence and machine learning (AI/ML); for example, those that use performance metrics to provide guidance on planning, forecasting and “next best action.” Organizations must address their lack of analytics-based benchmarks using external as well as internal data to guide planning and execution. They also must provide effective collaborative tools to connect team members so they can immediately address critical performance issues and resolve questions. And in the evolving social climate of the workplace, business, HR and sales leaders must ensure equitable revenue compensation plans and deliver on the promise of a more diverse and inclusive workforce. Our Benchmark Research into the area of Revenue Performance Management (RPM) is designed to elicit changing trends in how technology is being deployed to drive execution, predictability and transparency. You are welcome to participate in this research and learn more about our methodology and large body of research on sales and revenue including Digital Commerce, Price and Revenue Management, Sales Enablement, Sales Performance Management, Subscription Management and Partner Management. Regards, Stephen Hurrell", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_SH_The%20Necessity%20of%20Revenue%20Performance%20Management.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Stephen Hurrell", "url": "https://blog.isg-research.net/author/stephen-hurrell", "sameAs": "https://www.linkedin.com/in/stephenhurrell" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Inkling Advances Digital Learning for Operational Effectiveness", "mainEntityOfPage": "https://blog.isg-research.net/inkling-advances-digital-learning-for-operational-effectiveness", "datePublished": "26/01/2022", "dateModified": "26/01/2022", "articleBody": "The necessity of learning is essential for every organization to realize the full potential of the workforce. But many organizations treat learning like training or academic instruction to ensure policy or compliance to a minimum level of work performance, instead of continuing career education and improving skills in the operational workflow. The context for where and how workers work is critical to ensure that on-the-job learning is possible. While traditional learning management systems (LMS) have advanced the authoring and curriculum for formalized training in a digital learning environment, the need to adapt learning to the operational requirements is essential for every organization. This context provides the opportunity for continuous skills development, which is essential to building organizational readiness and workforce resilience critical for everyday operations and business continuity. We assert that by 2024, learning management systems and learning experience platforms with embedded skill and job ontologies that recommend optimal learning paths will guide one-half of organizations to elevate employee engagement, retention and productivity. Inkling, a learning experience software provider, offers a digital learning platform that supports a range of applications for authoring, knowledge, tracking and course development. Inkling operates at the intersection of our Digital Business and Human Capital Management expertise coverage, as its role applies to the entire organization. In 2021, Inkling made significant advancements on its platform to support digital learning experiences. At its annual Illuminate conference, Inkling provided insights to its products and direction, the foundation of which I believe is critical in its Learning Pathways, that helps organizations advance the potential of its workforce. To support the ecosystem of other applications that organizations use, Inkling Connect provides an integration framework to link a range of HCM, consumer experience systems, portals, LMS and other applications — including providers like Edcast, Workday and Cornerstone — through its application programming interface. Inkling has made the digital experience in learning simpler through its side-by-side view that works in line with existing applications that are used as part of the job. Inkling has adopted conversational computing through voice control of its application, and geofencing to manage when learning occurs. Inkling Habitat provides the authoring support to ensure a gratifying learning experience through accessibility and content experiences like smart pages and use of its InkForms!, which has continually improved its application and usability. Let me highlight some key advancements that demonstrate Inkling’s commitment to effective learning experiences: Adding a consent form to ensure acknowledgement from the worker on the course they are taking and its relevance. Gaining feedback from workers within the context of digital learning. Including global support and localization of languages, including regionalization support for Canadian French and continental Portuguese, as well as right-to-left languages like Hebrew and in countries in the Asia Pacific region. Sequencing support and automated assignment based on roles. Reporting to ensure managers have the context of how a team is achieving skills improvement. Gamification to help make digital learning fun but also competitive across teams of workers. Enabling use cases for replaying learning that occurred on a specific date for any individual through Inkling Replay to ensure any issues can be investigated. What makes Inkling unique is the ability to merge formalized operational learning with its focus on the roles of learners, managers, authors and administrators to support a blended digital learning experience. This essential need for every organization is critical to engage the needs of the workforce, whether for customer-facing agents in selling and servicing that is physically conducted at locations, or virtually through digital engagement like that in contact centers as well as the service and supply chain. We assert that by 2024, one-half of organizations will expect their LMS/LXP to support “operational learning in the flow of work” or learning needed immediately to perform a current task. Organizations that are concerned about operational effectiveness and see the critical importance of investing in and improving digital learning experiences should evaluate Inkling. Inkling has invested in digital learning experiences that our firm has previously framed as essential for organizational readiness. For its part, Inkling should further expand how it supports specific industry and line-of-business areas where specific applications are used on the job and where skills development happens. I am excited about the announcement on Inkling Labs and its dedicated effort to innovate and work with customers to collaboratively design and improve its efforts. Inkling’s continued growth with brand-name customers validates its efforts, demonstrates relevance and highlights how organizations can independently provide digital learning experiences and maximize existing LMS investments. The potential for your organization in digital learning experiences is significant, and one that should be part of your digital business strategy and technological investments. Regards, Mark Smith", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_MS_Inkling%20Advances%20Digital%20Learning%20for%20Operational%20Effectiveness.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Shifts in Agent Management Software Benefit Agent Experiences", "mainEntityOfPage": "https://blog.isg-research.net/shifts-in-agent-management-software-benefit-agent-experiences", "datePublished": "26/01/2022", "dateModified": "26/01/2022", "articleBody": "The 2022 Ventana Research Value Index for agent management software is published, offering interesting observations about how the market is advancing to provide more sophistication to agents and the management of them. The market is now characterized by applications integrated into multifunction suites, a significant change accelerated by the pandemic in the short term and vendor consolidation over a longer period. The core applications — workforce management scheduling, call recording and evaluations, and performance management — are largely commoditized. This has opened the door to systems for ensuring agent access to real-time knowledge, peer collaboration and other, more advanced systems. The pandemic created the circumstances for a complete reassessment of the applications and processes used in contact centers to manage agents and for them to operate and be effective. In short order, an entire industry’s fundamental assumptions about technology and best practices were called into question by the need to remove workers from crowded centers into home environments. The vendor community responded quickly with a variety of new, or newly emphasized, ideas for how organizations should react. As a result, there has been a fundamental change in the set of applications now associated with agent management. And although some of the changes are directly attributable to the urgency of the pandemic, the underlying trends propelling them were already discernable before Covid. Agent management is a broad area that contains multiple software applications with separate but related purposes. There are multiple terms used to describe it in the industry: agent performance optimization, workforce optimization and workforce engagement management. These are all descriptors of the components but not the entirety of agent management. Ventana Research believes that recent social and technological advances have radically changed the contents of the agent management software portfolio, and that some vendors are moving faster than others to recognize and implement the shift. Agent management is critical for two reasons. First, agents represent the single largest ongoing cost for contact centers, which have been plagued by high turnover for so long that it is generally considered an unsolvable cost of doing business. Second, agents are the direct point of contact with customers, meaning that poor performance directly affects customer satisfaction, loyalty and ultimately revenue. Better trained and equipped agents provide faster and more accurate interactions. Traditional workforce optimization applications had two dominant components: workforce management software, which is focused on forecasting interaction volumes and scheduling the proper number of agents to meet that volume, and quality management, focusing on recording or capturing interactions and evaluating agent performance and adherence to key performance indicators. Those buckets contain multiple applications which, in the distant past, were often sold as separate applications. For most of the past decade, the software has been folded into suites that incorporate the entire spectrum of forecasting, scheduling, monitoring, evaluating and follow-on coaching and training. There is a shift underway from traditional tools towards a more modern portfolio of agent management applications that expand the potential for organizations: intelligent virtual assistants, agent-assistance or guidance driven by artificial intelligence, and automation via workflows that streamline processes and provide connections to back-office functions. Then, there are applications that are further outside the standard definition but that affect agents and supervisors just the same: knowledge management, desktop integrations, gamification, and customer collaboration tools like co-browsing and bot-assisted chat. With the agent pool dispersed from the main location, centers need to provide them with different kinds of collaboration and communication tools so they can work in teams and be adequately coached by supervisors. They need things like video for internal meetings and training. The organizations themselves need process automation systems to ensure that out-of-sight agents follow set procedures and don’t become disconnected from the overall strategy. The pandemic was a dramatic accelerant for trends that were already in play. Chief among them has been the development of AI and machine learning systems. The impact of AI/ML on contact center technology cannot be overstated. It plays a role at every stage of the customer’s journey and touches agents at every phase of their job. It produces better schedules for handling combined voice and digital interactions, provides more accurate answers to customer questions, supplies insights on sales opportunities that agents might overlook, and enables fully automated evaluation of an agent’s entire call history, rather than just a random sample. The other external technology advancement, deeply tied to AI, has been the proliferation of systems for automating processes and workflows behind the scenes. By better tying contact center actions into long-term processes that span multiple departments like sales, marketing and back offices, organizations can base plans on the whole of the customer experience across a lifetime rather than simply focusing on one interaction at a time. When you add applications to a standard toolkit, as is currently happening, vendors and buyers both move at different speeds to upgrade and adopt the new elements. This has created some market confusion about what agent management actually consists of. The modern, extended toolkit includes the core functions — workforce management, quality and interaction recording, and performance management — but extends to knowledge management, collaboration, gamification, process automation and intelligent virtual agents or real-time guidance tools. Vendors have moved in these directions at different rates, as have buyers. No one tries to operate a contact center without the core functions noted above, so nearly all vendors have those capabilities. Some vendors that are new in the market have incomplete offerings at the core, and are racing to implement the basics through partnership, acquisition or rapid development. The immediate need for collaboration favors vendors that combine contact center and unified communications platforms on the theory that UC capabilities — video chat, messaging, ad-hoc team creation — could smooth over the disconnect from working at home. Some vendors that are primarily UC-driven license some or all of their contact center offerings, including the agent management components. In fact, agent management in its original form was considered a specialty of its own, with its own dedicated vendors that contact center infrastructure suppliers would partner with or acquire to obtain those capabilities. Now, there are few independent agent management vendors left, and the functionality of agent management is much more closely tied to the innovations being developed at the platform level of the technology stack, such as AI, data management and workflow design. In our evaluation of vendors that provide agent management, we looked beyond the core, on the theory that basic functionality was both table stakes and solidly mature. No one needs to reinvent call recording or basic scheduling, and the differences between vendor offerings in the core are miniscule. In fact, due to cross-vendor OEMing, many of the core offerings are literally almost the same. For that reason, we examined how agent management technology has changed, and the vendors’ ability and willingness to expand the functionality broadly. We considered how vendors are integrating their agent tools into a deeper web of applications across the enterprise. Also in the mix was how clear each vendor is on its roadmap and technology strategy: where does AI fit, how much investment is going into agent tools and towards which ones, what is the role of analytics and data in evaluating agent and center performance, and in what ways? We examined the way vendors develop agent user experiences, including things like the agent desktop and how agents engage with their work and their organizations. The results of our analysis are reported in our 2022 Ventana Research Value Index for Agent Management. We encourage you to review the results and consider how each of these vendors can support the needs of your organization. Regards, Keith Dawson", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_KD_Shifts%20in%20Agent%20Management%20Software%20Benefit%20Agent%20Experiences.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Keith Dawson", "url": "https://blog.isg-research.net/author/keith-dawson", "sameAs": "www.linkedin.com/in/keith-dawson-b17b71" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Augmented Reality Will Evolutionize Business Computing", "mainEntityOfPage": "https://blog.isg-research.net/augmented-reality-will-evolutionize-business-computing", "datePublished": "25/01/2022", "dateModified": "25/01/2022", "articleBody": "As with many IT innovations, augmented reality (AR), extended reality (XR) and the related topic of spatial computing had been discussed to death long before they became a practical reality. As a user interface, AR is already well understood in terms of its ability to open vast new vistas in entertainment as well as making physical tasks, such as machinery maintenance and warehouse pick-and-pack, far more efficient. In the case of spatial computing, by using glasses to superimpose workflow directions, instructional videos, messages and the like onto the three-dimensional world, individuals can complete tasks faster with little formal training and make fewer errors in the process. So, long before these AR devices, tools and their related UI techniques are adapted to create a new era of immersive business computing, here are some thoughts on this idea. A less explored topic in the field of AR is the potential for fostering a significant improvement in the efficiency of business computing and enhancing the effectiveness and value of business processes. This is not surprising since the topic of how AR can affect ordinary work life hardly quickens the pulse. A new “metaverse,” 3D gaming and whiz-bang eye candy are far more engaging topics compared to, say, using AR in accounts receivable. Because of this, the impact of AR on business execution and performance is seriously underestimated. Weaving AR fully into business software will take time but we assert that by 2027, all major business applications will offer some level of AR functionality to substantially improve efficiency and effectiveness. Until now, a major obstacle to applying AR to business computing has been the lack of a suitable visualization device appropriate for white collar work. Today’s goggles are similar to “luggable computers,” which were remarkable by early standards but too heavy and cumbersome to be practical for wide adoption (the popular Compaq weighed 28 pounds). People remained chained to their desktops until multiple breakthroughs were achieved in a wide range of components (including displays, processors, memory and batteries) that made a laptop feasible and affordable. Further advances in these areas and networks have made even smaller devices used in mobile computing workable, which has had a profound impact on how and where work is performed. The same progression is likely to happen with wearable devices. As a first step, a sleek, powerful and lightweight wearable visualization device from Apple that promises to meet this need is reported to be nearing release. This and similar devices will make a new era of business computing possible because they will expand the current boundaries of UI design to make a richer, more flexible and more personalized experience achievable. A metaverse of business computing is now conceivable, one that molds itself to the individual rather than requiring the individual to adapt to technology-imposed constraints. Today’s graphical user interface (GUI), now practically taken for granted, is one of the pillars of modern business application design, along with event-driven programming and relational and other database technologies that first emerged by the early 1990s. Combined with a shift away from dumb terminals connected to a mainframe, client-server computing enabled the design of a new generation of applications that, compared to earlier software, were more flexible, more efficient in performing tasks, and better aligned with how organizations work. The richer UI and ability to multitask made working with business software faster and easier compared to the text-based UI it replaced. Here, too, improvements in the design and cost of computing hardware were essential to achieving this breakthrough. We are on the verge of a similar, major step forward in GUIs that will transform business computing once again. The use of a wearable device for business computing has the potential to make major improvements in personal productivity and collaborative processes as well as alter how work is performed. The main reason is that the field of vision that is observable with a wearable device is substantially bigger than any existing computing device. In the early 1990s, screen resolution was typically 800 x 600 pixels which meant that, in effect, users were peering through a keyhole into their computing environment. Today, even with high-definition screens, users are looking through a comparative knothole (albeit a large one) compared to what is possible with a wearable device. And in the realm of possibilities, what is easily imagined is a computing environment where a user can move their head side to side and up and down to keep many more windows visible and within easy viewing compared to a physical screen. (A window is a distinct viewing area in a computing system that allows multiple viewing areas as part of a GUI.) The windows contain all types of information that can be displayed today but, crucially, can also display items in 3D, including charts and images because the device can present images stereoscopically. A video chat where “share my screen” is almost infinitely flexible for displaying documents, charts, tables and annotations becomes feasible. New motions and visual syntax developed for navigating the metaverse will likely spill over into immersive business computing. Swiping, pointing, “touching,” “tapping “ and other gestures will evolve to simplify manipulating windows and objects within windows. Natural language processing, already well advanced in today’s computing environments, will be a necessity for navigating and collaborating. As such, for many use cases, a screen and keyboard will not be necessary, meaning that a device size of a smart phone – or even the phone itself – will obviate the need for the laptop or tablet. Road warriors will be able to work in cramped coach seats with a lighter load and without concern that someone is looking at their screen. There is significant potential for technology to radically change business computing user interfaces, but until there are real devices capable of doing what I have described here these ideas will be out of reach. And no matter how sleek, the cost (currently forecast to be about USD 1,000) and limitations of the coming generation of wearable visualization devices will initially constrain the scope of what is practical and therefore hold back adoption. However, the direction of this technology is clear: The business computing metaverse is right around the corner and it will disrupt how tasks and processes are performed. If they have not already, business software vendors will need to begin to study gaming and other AR to rethink how individuals can work in this new environment and best evolve from today’s practices. Vendors will also have to evolve their development efforts and ensure that they have the right software and UI development skills to transform today’s flat computing environment to one that is wider, deeper and richer than anything possible today. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_RK_Augmented%20Reality%20Will%20Evolutionize%20Business%20Computing.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://blog.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "2022 Market Agenda: Digital Business Enables Organizational Resilience", "mainEntityOfPage": "https://blog.isg-research.net/2022-market-agenda-digital-business-enables-organizational-resilience", "datePublished": "24/01/2022", "dateModified": "24/01/2022", "articleBody": "Ventana Research has announced its market agenda for 2022, continuing the tradition of reliability in our efforts to educate and guide the technology market. Our assessments are backed by our expertise and independence, as we do not share our market agenda or our research – including analyst and market perspectives or our Value Index – with any external party until it is published. We review and refine our market agenda throughout the year to ensure we offer the expertise and insights organizations rely on to better assess and navigate the direction of the technology industry. This year’s agenda advances the need to improve organizational resilience and workforce readiness through existing and new technology investments that strengthen business continuity and performance through digital effectiveness. We’ve expanded our focus to include new and refined research topics designed to enhance our traditional portfolio of expertise, available to everyone in our Ventana Research community. We’re advancing digital business, providing a blueprint for organizations to assess and prioritize investments of resources and time. Business continuity, experience management, governance and risk, performance management and sustainability management need to set the tone for successful integration of applications and technology. In addition, the focus on digital communications, digital payments, digital security and work management defines how the workforce should be equipped for a modern and more engaging experience. Lastly is digital transformation, an evolution we’ve witnessed over the past two decades. Organizations need to further refine the integration of digital business and technology to ensure the readiness and responsiveness capable of sustaining any “black swan” event that could disrupt normal operating conditions. Typically, executives focus on incremental improvement rather than substantive changes needed for effective digitalization of the organization and business processes. They lack sufficient time and resources to adapt digital transformation and enable the continuity and resilience required, leaving the organization unprepared for major disruptions such as we experienced during 2020. Our market assertion is that by 2025, two-thirds of organizations’ executive leadership teams will determine that the digital experiences used by their workforce are unacceptable and ascertain their investments are misappropriated. This can lead to the growth of dedicated leadership positions such as chief digital officer and chief innovation officer, working with their chief information officer and operational leadership peers to drive organizational agility and readiness. In addition to these new areas of focus, we’ve made substantive advancements in each business and technology expertise and focus area. Here’s a snapshot of the topics our subject matter experts will explore this year. Analytics: Responding to the necessity for effective analytics and the nature of operating in real-time, our Analytics expertise area — led by senior vice president and research director David Menninger — helps organizations advance business potential. David’s market assertion is that by 2024, one-third of organizations will adopt natural language processing as a component of improving digital experiences for business professionals who desire conversational methods by reading and talking. Wide adoption is gained by first implementing natural language processing to enable the range of interactions with analytics. But operating the organization in real-time requires streaming analytics as data and events flow across networks, and process mining to ensure insights are aligned to the nature of this technology. Traditional use of analytics in business intelligence is still critical, and embedded analytics can help ensure availability where the workforce operates. Most relevant is the application of artificial intelligence and machine learning to assist in the use of analytics in a more intelligent manner, delivering more impactful insights. David’s analyst perspectives provide more detail on our exploration of analytics technologies. Customer Experience: Experiences are a necessity to the engagement and relationship with customers, and our vice president and research director, Keith Dawson, asserts that by 2025, one-half of all customer interactions will be handled entirely by automated systems, with no human in the loop, helping minimize the cost impacts of increasing volume. To support this transition, we have augmented our Customer Experience focus to include Agent Management, Customer Experience Management, Field Service, Contact Center and Voice of the Customer, along with Customer Service and Support. Under pressure from customer expectations, organizations are forced to invest and improve processes, in many cases prioritizing systems that support agents as well as new digital engagement with machine-based virtual agents. As experiences with customers grow in importance, a new generation of platforms and applications are creating a unified approach to support interactions across the customer journey. And field service, traditionally handled within a business unit, is becoming a focal point of effective operations and the overall customer journey. Data: Our Data expertise, led by vice president and research director Matt Aslett, is establishing a focus on the effective impact of data across any requirement of the organization. The fundamentals of Data Management ensure outcomes from processes are optimized through the application of analytics and insights. This effort is facilitated through the use of Data Operations that ensure the science and engineering of data for any purpose. Data Operations is also intertwined with Data Governance to ensure accurate utilization of data. Establishing this commitment requires technology used for Analytic Data Platforms or Operational Data Platforms, and operating in a hybrid computing environment. As Matt asserts, through 2026 — and despite increased demand for hybrid operational and analytic processing — more than three-quarters of data platform use cases will have functional requirements that encourage the use of specialized analytic or operational data platforms. In addition, operating as data flows across the organization requires that Streaming Data and Events technology is architected to meet business requirements. Follow Matt’s analyst perspectives to monitor the evolution of data technology. Human Capital Management: In the expertise of Human Capital Management, we are continuing our dedicated work and market research in the focus areas of Employee Experience, Learning Management, Payroll Management, Total Compensation Management and Workforce Management as well as the optimal use of Talent Management. This year will be a significant year in managing expectations of the organization and the worker. We assert that by 2024, one-third of corporate human resource functions will formalize their “hybrid workplace” operating practices via company-facing advisory and consultative services designed to allow business areas and teams to thrive. Addressing the needs of the individual and their career requires a focus on skill development that can support the advancement of worker potential. Meeting the demand for talent growth ─ from recruiting and hiring to onboarding ─ will require more effective candidate engagement to ensure organizational growth. But once in an organization, worker career development requires continued investment in coaching, mentoring and performance management. For organizations to navigate the path of HCM requires the use of people analytics and workforce planning to help decision-makers and managers and support diversity, equity and inclusion improvement. Key to the success of these initiatives will be an effective set of technological requirements and a structured vendor evaluation process to ensure the human capital management platform and applications meet future requirements of the organization. I am leading this expertise area as we establish a new leader for our HCM efforts. Steve Goldberg is transitioning to an industry consultant, but you can still read his analyst perspectives on the HCM technology landscape. Marketing: There has never been a more challenging time for marketers, who need to be digitally effective at every interaction to gain engagement across every process. Vice president and research director Keith Dawson and I continue to lead the effort to advance the effectiveness of marketing organizations. Our Marketing expertise covers fundamental and advanced techniques in Conversational Marketing; Digital Marketing; Intelligent Marketing, designed for optimal engagement; and Product Information Management, focused on product experiences. We are advancing our work in Digital Experience Platforms, which ensure information and interactions are modernized across processes and systems. Keith asserts that by 2025, one-third of marketing organizations will rationalize technology portfolios towards a unified digital experience platform to streamline operations. Advancing the management of marketing is not easy with the processes and volume of data available, which is why the use of Marketing Performance Management can help with planning analytics that align the resources and budgets to reach the desired objectives. Office of Finance: Improving the resilience of finance processes can help organizations achieve desired outcomes and ensure readiness to respond to market changes. My colleague, Robert Kugel, senior vice president and research director in the Office of Finance expertise area, asserts that 9 in ten executives say their finance organization should be a strategic partner to their company, but by 2025 fewer than one-third will evolve into this role, limiting their company’s performance. Our well-established Office of Finance expertise in Business Planning, Enterprise Resource Planning, Continuous Accounting and Financial Performance Management ─ as well as our work in Revenue, Lease and Tax Accounting ─ provide key insights for finance leaders. Continued coverage for 2022 includes Profitability Management and Digital Finance, with an emphasis on the science of using analytics and modeling to guide profitability. We have established intercompany financial management as a discipline for digitizing accounting and reconciliation processes that intersect costs and activities across the organization and workforce. Operations and Supply Chain: Our Operations and Supply Chain expertise will expand in 2022 to further advance insights into digitization every organization can employ to increase resilience to meet the demand for products and services. This must be established through a Continuous Supply Chain that operates with Enterprise Resource Planning, supported through Continuous Planning to work towards mutual outcomes. At the core of the supply chain is the interconnected aspects of product life cycle management that contribute to Product Information Management for sharing across the enterprise and customers, partners and suppliers. Through 2024, supply/demand chain management in over one-half of organizations will remain inadequate to ensure resilience and business continuity, requiring aggressive digital innovation. A continued investment into Supplier Relationship Management addresses what has placed undue pressure on sourcing, fulfillment, invoice reconciliation and payment terms activities. There is also a need to optimize use of assets with Property Technology, targeting substantial opportunities to improve the tenant, landlord and owner relationship. Office of Revenue: My colleague, Stephen Hurrell, vice president and research director in the Office of Revenue expertise area, examines processes and technology for Revenue Management that support all channels and departments for buying and selling products and services. Stephen asserts by 2024, one-half of chief revenue officers will find their existing sales force automation technology inadequate to optimize territories and accounts to meet the quotas required to achieve maximum revenue potential. Managing the performance across channels and departments that support buyer and seller interactions requires Revenue Performance Management systems. The growth in consumer interactions for goods and services has led to transformation of Digital Commerce technology and platforms to support web and mobile interactions. In many cases, the recurring aspects of digital services has also led to dedicated Subscription Management technology that can manage the experiences of subscribers and subscriptions. Supporting the selling experience requires organizations to invest in Sales Engagement applications to ensure optimal interactions throughout the buyers’ journey. The impact of the revenue potential and resulting customer experience from third-party channels requires Partner Management software to support the indirect channel of revenue and ensure optimal operations and desired outcomes. Our work in 2021 found that organizations remain in transformation to optimize resilience and workforce readiness across all business processes to survive any “black swan” event, like the continuing pandemic. Our belief is that digital business requires technology and innovation necessary to ensure productivity and experiences are working together to deliver on the strategic objectives for every business. At Ventana Research, we guide organizations to digital effectiveness through our subject matter expertise, market research and industry experience with technology to achieve desired outcomes from current and future investments. Enjoy our market agenda for 2022 and the in-depth perspectives that facilitate the knowledge to utilize technology in the most effective manner. Subscribe to our Ventana Research community at no cost and stay up to date on our 2022 research efforts. Check out our market expertise and focus areas, and access educational resources available exclusively to members. Regards, Mark Smith", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_MS_2022%20Market%20Agenda_Digital%20Business%20Enables%20Organizational%20Resilience.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "ThoughtSpot Enables Simpler Analytics with AI and NLP", "mainEntityOfPage": "https://blog.isg-research.net/thoughtspot-enables-simpler-analytics-with-ai-and-nlp", "datePublished": "21/01/2022", "dateModified": "21/01/2022", "articleBody": "Organizations today have huge volumes of data across various cloud and on-premises systems which keep growing by the second. To derive value from this data, organizations must query the data regularly and share insights with relevant teams and departments. Automating this process using natural language processing (NLP) and artificial intelligence and machine learning (AI/ML) enables line-of-business personnel to query the data faster, generate reports themselves without depending on IT, and make quick decisions. Some organizations have started using NLP in self-service analytics to quickly identify patterns and simplify data visualization. Our Analytics and Data Benchmark Research finds that about 81% of organizations expect to use natural language search for analytics to make timely and informed decisions. ThoughtSpot is a cloud data analytics company that offers natural language search, AI and business intelligence capabilities. It enables business personnel to conduct self-service data analysis by using natural language query (NLQ). Its AI/ML can analyze big data from various cloud data warehouses including Amazon Redshift, Snowflake, Google Big Query, Azure Synapse Analytics, Teradata, SAP HANA and Databricks. ThoughtSpot recently raised $100 million in its Series F funding, raising the company valuation to $4.2 billion. The company aims to invest in its cloud analytics platform and to accelerate growth in the cloud ecosystem by strengthening its analytics capabilities. The company also announced integrations and partnerships with leading players like Snowflake, Databricks, Amazon Web Services, Microsoft Azure, Google BigQuery, DataRobot, dbt Labs, Dremio and Starburst, among others. Organizations also need to ensure that processes, applications and data can be integrated across cloud and on-premises systems and are easily accessible. Our research shows that accessing and integrating data is still the most time-consuming part of the data preparation process. Earlier this year, ThoughtSpot acquired Diyotta, a serverless data integration platform, to expand integrations with data platforms, AI/ML services and data applications built by web developers. It also announced the release of ThoughtSpot Data Workspace which enables analytics engineers, analysts and developers to connect to various cloud data platforms, model their data and run live search queries directly on these platforms. ThoughtSpot SpotApps is its integrated scriptable application building functionality with pre-built templates to support third party ISVs including ServiceNow and Snowflake. It also allows personnel to migrate data models and content between different environments, such as development and production. Organizations are moving their IT infrastructures to the cloud, adopting a cloud-native and AI-powered approach to cloud analytics to accelerate time to value, drive growth and enhance scalability. Cloud analytics can rapidly increase the ease, accessibility and capability of performing data analysis on big data sets. And NLP can simplify the data exploration, enabling personnel to find answers themselves. ThoughtSpot SpotIQ is its AI-analytics engine that can generate insights on search results, visualizations or a data set. It claims it can query the data for billions of data points and identify trends, correlations and outliers. SpotIQ works on ThoughtSpot's built-in DataRank ML algorithm and reinforcement learning to find related data and get better with use. Line-of-business personnel can then enhance insights with feedback to ensure relevant machine-discovered insights. ThoughtSpot Everywhere is its low-code embedded analytics platform that allows developers and product leaders to build interactive data applications and incorporate services, including search and AI-driven analytics, directly into applications, products and services. ThoughtSpot Everywhere also offers modeling flexibility via ThoughtSpot Modeling Language (TML). While ThoughtSpot, through its application of NLP, has made it easier for line-of-business individuals to access data, there are some areas for potential improvement. The modeling process could be streamlined to make the setup process easier. In addition, the search constructs could provide more flexibility in the phrasing it supports. I recommend that organizations looking to provide self-service analytics to a broader portion of their workforce should examine the capabilities of ThoughtSpot. Its intelligent query generation using AI and NLP enables non-technical personnel to search across complex schemas more easily. And it can integrate with various cloud platforms to analyze data directly from those systems. Regards, David Menninger", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_DM_ThoughtSpot%20Enables%20Simpler%20Analytics%20with%20AI%20and%20NLP.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "David Menninger", "url": "https://blog.isg-research.net/author/david-menninger", "sameAs": "http://www.linkedin.com/in/davidmenninger" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "AWS Cloud Data Platform Services Expand Workload Placement Options", "mainEntityOfPage": "https://blog.isg-research.net/aws-cloud-data-platform-services-expand-workload-placement-options", "datePublished": "19/01/2022", "dateModified": "19/01/2022", "articleBody": "Few trends have had a bigger impact on the data platforms landscape than the emergence of cloud computing. The adoption of cloud computing infrastructure as an alternative to on-premises datacenters has resulted in significant workloads being migrated to the cloud, displacing traditional server and storage vendors. Almost one-half (49%) of respondents to Ventana Research’s Analytics and Data Benchmark Research currently use cloud computing products for analytics and data, and a further one-quarter plan to do so. In addition to deploying data workloads on cloud infrastructure, many organizations have also adopted cloud data and analytics services offered by the same cloud providers, displacing traditional data platform vendors. Organizations now have greater choice in relation to potential products and providers for data and analytics workloads, but also need to think about integrating services offered by cloud providers with established technology and processes. Having pioneered the concept, Amazon Web Services has arguably benefitted more than most from adoption of cloud computing, and is also in the process of expanding and adjusting its portfolio to alleviate challenges and encourage even greater adoption. What we now know as Amazon Web Services was initially created to support the ecommerce requirements of Amazon.com. The organization officially made its debut in 2006 with the launch of Amazon Simple Storage Service, which was followed later the same year by Amazon Simple Queue Service and Amazon Elastic Compute Cloud. It wasn’t until more than a year later that the fledgling AWS began to expand on this initial portfolio, but the trickle of new launches over subsequent years quickly turned into a flood. AWS today offers more than 200 cloud services from datacenters providing 84 availability zones in 26 regions around the globe. The importance of data in the AWS portfolio is highlighted by the fact that the fourth service launched by the company, in late 2007, was the Amazon SimpleDB database. AWS’s approach to data and analytics could be described as “the more, the better.” Today, AWS has 11 different databases in its cloud databases portfolio, including the Amazon RDS, Amazon Aurora and Amazon Redshift relational databases as well as the Amazon DynamoDB, Amazon DocumentDB, Amazon KeySpaces and Amazon Neptune NoSQL databases. AWS also offers numerous data processing, data management, analytics and machine learning services that fall under its data lakes and analytics portfolio, including the Amazon Athena query service, Amazon Glue for data preparation and loading, Amazon Kinesis for streaming data analytics, and Amazon QuickSight for business intelligence (featured in the 2021 Ventana Research Value Index for Analytics and Data). As a result, organizations could theoretically address the majority of — if not all — data and analytics requirements using only AWS cloud services. In reality, AWS services co-exist with a combination of on-premises software and cloud services delivered by a variety of vendors. For example, more than two-fifths (42%) of those using cloud computing for analytics and data are currently using more than one cloud provider, according to Ventana Research’s Analytics and Data Benchmark Research. As its role as a technology provider becomes increasingly strategic, AWS is responding by expanding its services to increase adoption. This is being done in a variety of ways, but recent announcements at the company’s re:Invent technology event highlighted three key initiatives: lowering barriers to adoption for new workloads, lowering barriers to migration of existing workloads, and increasing maturity of functionality. Cloud services alleviate some of the core challenges of infrastructure provisioning, configuration and management, but users remain responsible for configuring and managing the software that runs on those cloud services. Serverless data processing enables users to enjoy the benefits of data processing without the concern of software provisioning, configuration, maintenance and scaling. At re:Invent, AWS previewed four new serverless data services, launching Amazon Redshift Serverless (data warehousing), Amazon EMR Serverless (big data processing), Amazon MSK Serverless (Apache Kafka messaging and events), and Amazon Kinesis Data Streams On-Demand (streaming data). All four services are designed to lower the barriers to adoption, while delivering pay-per-use consumption. AWS Database Migration Service has a key role to play in lowering barriers to data workload migration by helping customers migrate existing database workloads from on-premises datacenters to the cloud. This is a trend that is set to continue. We assert that through 2025, 7 in ten organizations will migrate on-premises workloads to cloud data platforms, shifting focus to solving business needs rather than maintaining systems. At re:Invent, AWS introduced DMS Fleet Advisor, a new offering that is designed to automate the discovery and inventory of an organization’s database estate, and also enables users to build customized migration plans. DMS Fleet Advisor is available via the new AWS DMS Studio, a console user interface for managing database migrations, including inventory and discovery, schema conversion and data migration. Accelerated adoption is also enabled by helping customers better understand how and when to combine services to address specific use-cases. A prime example is Data Lake House, which details multiple services addressing data storage, data integration, data governance, data processing, streaming data, data warehousing and analytics. An important component of the Data Lake House approach on AWS is AWS Lake Formation, which enables the configuration and management of a data lake on Amazon S3. At re:Invent, AWS announced support for Governed Tables in Lake Formation, which are designed to manage conflicts and errors and provide consistency as data is updated or changed. This is a prime example of the trend we recently described where structured data processing is added to data lakes to turn them into hydroanalytic data platforms. Similarly, AWS also announced the public preview of Amazon Athena ACID transactions, leveraging the Apache Iceberg table format to support the consistent updating and deletion of data in the Amazon Athena interactive query service for analyzing data in S3. AWS is not alone in building out its data infrastructure services. Key cloud rivals Google Cloud and Microsoft Azure also continue to do so, while other existing data providers such as Oracle and Teradata are also operating in AWS as well as other clouds. Enterprises looking to adopt cloud-based data processing and analytics face a disorienting array of data storage, data processing, data management and analytics offerings that need to be examined in the context of adaptability, manageability and reliability as well as functional capabilities. Customer experience throughout the life cycle of engagement with a vendor, and the total cost of ownership and return on investment required to operate a data platform are also critical considerations. There is no doubt that cloud computing will continue to have a significant impact on the data sector in the years to come as future enterprise IT architecture will span multiple cloud providers as well as on-premises datacenters. The question is no longer if data workloads will be deployed in the cloud, but which data workloads will be deployed in the cloud, and when. Organizations need to evaluate potential workload placement options in the context of larger technology and business strategies and have a wide variety of potential providers. Given the depth of its cloud expertise and the breadth of its data services, I recommend that organizations evaluate Amazon Web Services when considering potential data cloud services providers. Regards, Matt Aslett", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_MA_AWS%20Cloud%20Data%20Platform%20Services%20Expand%20Workload%20Placement%20Options.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Matt Aslett", "url": "https://blog.isg-research.net/author/matt-aslett", "sameAs": "https://www.linkedin.com/in/matt-aslett/" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Reltio Connects MDM in the Cloud for Business", "mainEntityOfPage": "https://blog.isg-research.net/reltio-connects-mdm-in-the-cloud-for-business", "datePublished": "11/01/2022", "dateModified": "11/01/2022", "articleBody": "Organizations today are working with multiple applications and systems, including enterprise resource planning (ERP), customer relationship management (CRM), supply chain management (SCM) and other systems, where data can easily become fragmented and siloed. And as the organization increases its data sources and adds more systems and custom applications, it becomes challenging to manage the data consistently and keep data definitions up to date. This increases the need to use master data management (MDM) software that can provide a single source of truth to drive accurate analytics and business operations. MDM software, like most business applications, was initially developed as enterprise software that was installed on-premises. But enterprise applications have been moving to the cloud right along with an organization’s data in general. Our research shows that, already, nearly one-quarter (24%) of organizations have most of their data in the cloud and 86% expect the majority of their data to be there eventually. Reltio has been working for more than a decade to bring master data management capabilities to the cloud. Reltio Connected Data Platform is its cloud data-management platform that can manage big data in real time for operational, analytical and data science use cases. Reltio claims the platform can support billions of customer profiles with thousands of attributes, relationships, transactions and interactions from hundreds of data sources. It uses machine learning (ML) to discover data insights and improve data quality. The built-in workflow management system also helps simplify compliance the compliance process. Earlier this year, Reltio announced the availability of Reltio Identity 360, a cloud-native service built on Reltio Connected Data Platform that provides a single source of truth for identity data about customers, contacts and other persons such as patients, sales representatives and employees in real time and at scale. It helps eliminate inconsistent, duplicate, incomplete and fragmented customer data by consolidating, deduplicating, enriching and validating customer profiles. Organizations can use Identity 360 to improve business processes including sales, marketing and customer service by offering personalized customer experience, privacy protection, and fraud monitoring. For organizations with more complex customer data-management requirements, it offers Reltio Connected Customer 360 that creates richer master customer profiles with real-time transaction, interaction and third-party data and access to more features such as Connected Graph technology for relationship insights, data governance and enhanced security. Reltio’s platform provides capabilities including identity resolution, data quality, dynamic survivorship for contextual profiles, a universal ID across all operational applications, hierarchies, and data governance capabilities. The platform also includes Connected Graph to manage relationships and Progressive Stitching to create richer profiles over time. It supports customer, organization, employee, asset, location and product data masters within the same instance. It also offers the functionality to cleanse, match, merge and unmerge data of any type and domain, including customers, suppliers, employees, locations and products. The platform combines rule-based and machine learning-based matching to verify and accept match criteria, training the MDM platform to optimize matching and continuously improve predictions. Reltio recently raised $120 million in funding, increasing its valuation to $1.7 billion. The company plans to invest in expanding its global go-to-market efforts and to grow its cloud Connected Data Platform. Reltio recently also launched its data integration platform - Reltio Integration Hub - part of its latest Reltio Connected Data Platform release 2021.3. It offers more than 1,000 pre-built connectors for various SaaS applications and cloud services such as Salesforce, Slack, Box and Snowflake. The platform can connect and transform data across applications and can create intelligent process automation recipes or pipelines to reduce manual tasks. It enables personnel to build, operate and manage automated end-to-end integration flows and utilize artificial intelligence and machine learning (AI/ML) across applications and platforms. Traditional on-premises data processing solutions have led to a complex and expensive set of data silos where IT spends more time managing the infrastructure than extracting value from the data. We assert that through 2025, 7 in ten organizations will migrate on-premises workloads to cloud data platforms, shifting focus to solving business needs rather than maintaining systems. I recommend that organizations looking for a master data management platform with integration capabilities across multiple domains should examine Reltio when evaluating vendors. It supports a cloud-enabled multidomain MDM product that runs on Amazon Web Services (AWS), Google Cloud Platform (GCP) and Microsoft Azure. Its platform enables business personnel to create a single view by blending and relating trusted data from a range of internal, external and third-party sources, references, transactions, interactions and social channels. And there are no inherent limits on the number of attributes and relationships it can store and index from structured and unstructured data sources, including data from disparate systems. Regards, David Menninger", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_DM_Reltio%20Connects%20MDM%20in%20the%20Cloud%20for%20Business.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "David Menninger", "url": "https://blog.isg-research.net/author/david-menninger", "sameAs": "http://www.linkedin.com/in/davidmenninger" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Customer Experience Needs Accountability with Executive Leadership", "mainEntityOfPage": "https://blog.isg-research.net/customer-experience-needs-accountability-with-executive-leadership", "datePublished": "10/01/2022", "dateModified": "10/01/2022", "articleBody": "The contact center is where much of customer experience management happens, but it is by no means the beginning or end of the CX story. Other departments, notably marketing and revenue, have a stake in what happens during the customer’s lifecycle. Whether it’s developing offers, orchestrating interactions or assessing behavior and intent, handling the complexity of the relationship requires a broad set of participants who are not always in alignment. In any situation where interests conflict, there will be a competition for resources and control. The disconnect between departments is an opportunity for leadership to emerge that can apply an organization-wide lens to the problems around CX management. In many cases, a new type of C-level executive has been tasked with arbitrating between competing needs and determining what makes sense for the organization as a whole, not just the contact center or the marketing department. These new execs are often called chief customer officers, chief experience officers or, in some specialized cases, chief data officers. The emergence of this category of executive raises some issues for how CX is governed and how it will evolve over time. It also suggests that organizations are increasingly aware of the importance of formalizing the processes involved in experience management. Ventana Research asserts that by 2025, one-half of large enterprises will have assigned a dedicated, accountable executive to oversee customer experience, in the form of a Chief Customer Officer or Chief Experience Officer. While the ranks of these executives are growing, there is still limited consensus about what the roles entail and what experience qualifies someone for the position. People are being brought into these roles from a variety of backgrounds — some from contact center or marketing operations management, or from higher roles related to marketing, revenue, finance or even IT. This makes it difficult for someone entering the position to start with a clear sense of priorities or direction that encompasses the variation in processes that fall under his or her purview. Wherever they start their careers, CCOs and their executive colleagues are now in the hot seat, responsible for creating and maintaining strategies for customer experience that balance the cost-control ethos of the contact center with revenue-generation goals elsewhere in the organization. These folks are accountable for outcomes, and accountable for representing the combined needs of the entire CX team to senior leadership. Anyone coming into these positions must be prepared to adjudicate between competing visions of customer experience. CX begins in the contact center, so there is a great deal of focus there on labor issues: turnover, cost control, skills and training. There is also an inherent conservatism in the contact center that makes many managers risk averse when it comes to deploying new technology or adopting new methodologies. At the same time, sales and marketing teams measure success very differently, through the framework of the outcomes of interactions: revenue generated, customer value enhanced, readiness of customers to recommend, and similar metrics. The key responsibility for leadership is the accountability with executives to reconcile the different success criteria across CX teams and ensure they are not working at cross-purposes. It is also the responsibility of these managers to coordinate the competing technology needs and establish processes that better integrate existing tools. For example, the CCO or CXO should be working with their IT peers to ensure that customer data silos are reduced, and that analytics are widely available and based on a common set of data but made relevant to each user persona. As organizations wrestle with the many changes affecting the delivery of customer experiences, accountable executives can establish the practice of long-term planning, something that customer experience teams (including contact centers) are not especially adept at. Treating customers has, so far, been a much more reactive than proactive process. The risk for the executive is that the organization gives the person accountability for the outcomes of the CX process without the responsibility to make necessary changes. When it comes to purchasing and deploying technology, organizations are facing some excruciating decisions in the next several years: moving software to the cloud, adopting artificial intelligence and workflow automation across departments, and transitioning from a voice-centric call-handling posture to one that is primarily digital. Each of these decisions comes with complex trade-offs to balance the competing needs of the component CX departments. It is possible that the presence of an executive with accountability will force compromises and collective decision-making that ultimately avoids expensive technology duplication and the creation of even more silos. Though it is early in the process for many of these organizations, it appears that these execs are also useful figures within leadership who can articulate the benefits of focusing on CX, including the impact better CX has on revenue and customer value. Software vendors are already adapting to this executive change. We are seeing shifts in multiple market segments in how vendors approach buying teams that are cross-departmental — becoming more aware of the need to articulate selling points to different personas. Contact center vendors especially need to refocus messaging to express the value of technologies in broader contexts, like articulating the value of contact center data to marketers creating segmented audiences, for example. As the software market overall shifts from point solutions to suites with broader functionality, it is more important than ever for vendors and buyers alike to work more collaboratively. The presence — or absence — of a central authority with responsibility over the CX process may be the key factor influencing the success of transformation efforts that will take place over the next two to three years. For further reading, see The Opportunity for CX is Beyond Your Contact Center and other resources available in Ventana Research’s Customer Experience expertise area. Regards, Keith Dawson", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_KD_Customer%20Experience%20Needs%20Accountability%20with%20Executive%20Leadership.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Keith Dawson", "url": "https://blog.isg-research.net/author/keith-dawson", "sameAs": "www.linkedin.com/in/keith-dawson-b17b71" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Configure, Price and Quote Software Supports Profitability Management", "mainEntityOfPage": "https://blog.isg-research.net/configure-price-and-quote-software-supports-profitability-management", "datePublished": "07/01/2022", "dateModified": "07/01/2022", "articleBody": "Pricing is an issue that almost every for-profit company confronts – and usually agonizes over. Chief financial officers must play a part in setting the strategic direction of pricing in their organization. They should not be involved in tactical pricing decisions because they are not close enough to markets and customers, but they should be part of the strategic design of pricing, especially as part of a profitability management effort, which I’ve discussed before. Profitability management is a cross-functional effort that integrates finance and sales to achieve an optimal balance of revenue and margin objectives. This is a more effective data- and analytics-based approach designed to consistently achieve higher sales and fatter margins. Ventana Research asserts that by 2025, one-third of organizations will have implemented a profitability management initiative. One of the pillars of profitability management is strategic pricing. CFOs should be strong advocates of a strategic approach to pricing, one that supports profitability management. Strategic pricing decisions are separate from organizational issues such as whether pricing is best handled in a centralized or decentralized fashion. (The answer depends a great deal on the markets the company is serving as well as its organizational structure and culture.) However specific pricing processes are executed, a disciplined approach to price setting and negotiation is always superior to an ad-hoc approach. Discipline is key to preventing margin “leakage” caused by unnecessary price concessions. Configure, price and quote software is a critical component in any leakage-prevention strategy. A strategic approach to pricing can be the most effective means of optimizing profitability while respecting other objectives (such as market share) and constraints (for example, constrained capacity). While zero-based budgeting and other cost-containment tactics are often used to achieve profit targets, they aren’t the only answer to sustaining profitability. In particular, preventing margin leakage through greater pricing discipline is likely the most effective way for companies to increase the bottom line and prevent profit erosion. In my view, every CFO should take an active role in ensuring that his or her company has effective pricing methods and processes. However, our research found that few finance organizations use analytics to gauge profitability: only 34% measure customer profitability, 30% product profitability and just 23% utilize some sort of profit optimization analytics. One specific area where the CFO should be engaged in strategic pricing and profitability management is in understanding how CPQ software can bake in a more consistently disciplined approach to pricing in negotiating sales. CPQ software has been around for decades but has mainly been purchased by the sales and sales operations groups with limited involvement of the CFO. That’s because its original purpose was to quickly configure complex products to speed the sales process. The pricing element has only recently increased in importance. Like almost all business issues, improving pricing discipline requires addressing an interrelated set of people, process, information (data) and technology (mainly software) conditions. The people issues center chiefly on roles, responsibilities, communications and compensation. The process issues revolve around establishing successful and repeatable processes for managing pricing – in other words, optimizing who does what and when. To deal with these people and process issues, some companies have a dedicated pricing organization. In some cases, these groups are tactical in their approach to pricing: managing the creation of price lists, allowable discounts and other necessary elements of implementing pricing and pricing policy. Other pricing departments are more strategic. Their members understand pricing theory and how to apply it to their company’s circumstances and specific pricing processes and systems to better achieve the company’s strategic objectives. As important and complex as the people and process issues can be, my focus here is on some of the software issues, especially as they relate to business-to-business organizations that mainly use a direct-sales model. A central piece of pricing management software performs configure, price and quote functions. CPQ software, which was first introduced as packaged software in the 1990s, was originally created to simplify and therefore accelerate the process of assembling an accurate price quote for sales involving a complicated set of components. For example, buyers of large commercial trucks can typically choose from multiple engines, cab designs, transmissions and trailer types. Getting a quote back to a buyer quickly can be a competitive advantage since it improves a seller’s odds of securing the contract. While the configure part of the process is still important, CPQ software is now being used to manage revenue and margins. To minimize margin leakage, it can be used to control the discount from list price offered to the prospect on each component of the sale. The software can also give sales managers and representatives flexibility to apply their judgment to specific situations. For example, reps might be allocated a set amount of pricing discounts during a period and allowed to apply them as they wish. CPQ software can also be used to ensure that revenue recognition for contracts is always accurate because the accounting treatment for each element of a purchase contract can be accurately and automatically assigned at the time the order is created. This can significantly reduce staff workloads versus doing this work manually and checking that the treatments are accurate. CPQ software also enables companies to modulate the degree of pricing flexibility according to the product (to move inventory or meet market share goals), region (based on quota attainment in the period to date), customer, or time of month or quarter (to achieve sales volume objectives). CPQ software can provide a built-in incentive to salespeople to maximize profitability by not requiring approvals for sales involving limited discounts. For example, to speed the process and increase their odds of closing a sale sooner, sales representatives will usually offer a 5% discount to customers initially if the sale is pre-approved rather than going for a maximum discount of 10% that must go through a deal desk for an okay. The configure element can also contribute to margin because, on the other side of the sale, purchasing departments often are evaluated on the discounts they secure in their negotiations. They may therefore be highly sensitive to the pricing and discount offered on the core item of an order but less sensitive to shipping and handling costs or the price of complementary goods or services that are part of a contract bundle. Some CPQ software prompts salespeople to recommend highly profitable complementary products and services to the buyer to increase the size of the transaction and boost margins. While controlling costs to achieve margin and profitability objectives is a traditional responsibility of the CFO, that alone is no longer enough. He or she must step up to a leadership role, supporting more effective pricing strategies and practices. Leadership by the CFO is necessary because of the change-management aspects of adopting a new approach to pricing and because of the impact that a new approach to pricing can have on the company’s profitability and financial position. For their part, finance departments should be more involved in pricing and profitability analytics. At the very least, they should be able to provide analyses of the impacts of variances in volume and pricing on results – especially in identifying the sources of margin leakage and its impact. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_RK_Configure%2c%20Price%20and%20Quote%20Software%20Supports%20Profitability%20Management.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://blog.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "MongoDB Accelerates Data Platform Cloud Adoption with Atlas", "mainEntityOfPage": "https://blog.isg-research.net/mongodb-accelerates-data-platform-cloud-adoption-with-atlas", "datePublished": "05/01/2022", "dateModified": "05/01/2022", "articleBody": "The need for data-driven decision-making requires organizations to transform not only the approach to business intelligence and data science but also accelerate the development of new operational applications that support greater business agility, enable cloud- and mobile-based consumption, and deliver more interactive and personalized experiences. To stay competitive, organizations need to prioritize the development of new, data-driven applications. As a result, many have been encouraged to invest in new data platforms designed to support agile development and cloud-based delivery. This is one of the factors driving the growth of MongoDB, and continues to drive the evolution of its document database into what is now described as a cloud-based application data platform. MongoDB is one of the most prominent data platform vendors to have emerged from the NoSQL category, which is characterized by flexible schema, distributed data processing and the use of non-relational data models (key value, document, graph). Almost one-quarter (22%) of respondents to Ventana Research’s Analytics and Data Benchmark Research are using NoSQL databases in production today, with a further 21% planning to do so within two years. Founded in 2007, MongoDB has been able to tap into developer enthusiasm for NoSQL, driving widespread adoption of its document database, and riding the wave of developer-led adoption to become the first NoSQL vendor to launch an initial public offering in 2017. MongoDB was also early to respond to customer demand for cloud-based database services, launching the MongoDB Atlas managed service in 2016 to complement its MongoDB Enterprise offering for self-managed deployment on-premises or in the cloud. The company also extended its reach to mobile and edge devices in 2019 with the MongoDB Realm mobile database, featuring synchronization with Atlas. As we recently described, operational data platforms are designed to store, manage and process data to support worker-, customer- and partner-facing operational applications across on-premises, hybrid and multi-cloud environments. Given the overall dominance of the relational data model in recent decades, the databases used to support operational workloads have historically been relational databases. However, document databases are particularly attractive to developers, thanks to the flexible nature of the document model, which does not require strict database schema to be enforced when data is written to disk, and enables the data model to evolve as application requirements change. This makes document databases particularly suitable for agile development and business transformation projects. Additionally, MongoDB has added multiple features over the years — such as support for distributed multi-document ACID (atomic, consistent, isolated, and durable) transactions — that make its database more suitable for workloads that were previously the preserve of relational databases. We assert that through 2024, 6 in ten organizations will re-examine current operational database suppliers with a view to supporting more agile and intelligent operational applications and improving fault tolerance. MongoDB Atlas has rapidly become the company’s flagship offering, accounting for more than half of MongoDB’s total revenue in its second and third quarters of fiscal 2022. The success of MongoDB Atlas is driven by customer demand for cloud-based managed services, but has also been accelerated by MongoDB’s tactic of delivering functionality that is only available via Atlas as well as switching to a more rapid development and release cadence that sees new features commercially supported in Atlas prior to being considered production-ready with MongoDB Enterprise. Starting with version 5.1, launched in November 2021, the company is now delivering point versions on a quarterly basis. The first of these, version 5.1, included new capabilities such as native time series enhancements, cross-shard joins and enhanced security. Although these capabilities are available for Atlas as well MongoDB Enterprise and the free MongoDB Community, they are only supported for production deployment on Atlas. Outside of Atlas the quarterly rapid releases are considered development builds to be used for evaluation only ahead of being supported in production by MongoDB with the release of 6.0 (expected to be generally available in mid-2022). Additionally, several MongoDB database features are only available with Atlas, including data replication across multiple clouds as well as Atlas Search, Atlas Data Lake and Atlas Charts. Atlas Search offers full-text search capabilities for the MongoDB document model and is based on the open-source Apache Lucene search engine library. Atlas Data Lake is MongoDB’s offering for querying data stored in Amazon Web Services’ S3 cloud storage service. In addition to federated querying of data in Atlas and S3, Atlas Data Lake is also used by customers to support tiered storage approaches for large data volumes as well as two-step approaches to transformation and operationalization. Atlas Charts is the company’s offering for creating, sharing and embedding visualizations based on data in Atlas and Atlas Data Lake for real-time business intelligence based on real-time aggregation pipelines. Although Atlas Data Lake and Atlas Charts are both focused on data querying and analysis, MongoDB is predominantly used as an operational data platform, rather than an analytic platform. Atlas Charts enables the creation of operational applications with embedded data visualization to serve the need for accelerated data-driven decision-making. Continued growth in the use of MongoDB in general — and MongoDB Atlas in particular — can be expected based on the ongoing adoption of both non-relational databases as well as cloud data platforms for operational workloads. Additionally, while MongoDB is unlikely to position its offerings as analytics data platforms, the company is expected to add additional features to enable the analysis and visualization of data stored and processed with Atlas. Given the additional features available with Atlas, the cloud-based application data platform is now a potential alternative for multiple workloads that were once considered unsuitable for NoSQL databases. I recommend that organizations evaluating potential database providers for new operational applications consider MongoDB, and also that any would-be adopters take care to familiarize themselves with which features are only available or commercially supported via Atlas. 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