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minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/analytics-and-data/analytics" class="minimal-mobile-menu-link"><span>Analytics</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/analytics-and-data/data-intelligence" class="minimal-mobile-menu-link"><span>Data 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/analytics-and-data/data-operations" class="minimal-mobile-menu-link"><span>Data 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/analytics-and-data/data-platforms" class="minimal-mobile-menu-link"><span>Data Platforms</span></a></span> </li> <li 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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 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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 href="https://jefforr.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Jeff Orr</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://keithdawson.isg-research.net" class="minimal-mobile-menu-link"><span>Keith Dawson</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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Especially in the areas of sourcing, purchasing and payments, software has the ability to streamline processes, shorten process cycles, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. Digitizing...</span></p> </div> <a href="https://blog.isg-research.net/our-focus-on-purchasing-sourcing-and-payments-in-2023"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/continuous-supply-chain">continuous supply chain</a>, <a href="https://blog.isg-research.net/topic/digital-finance">digital finance</a>, <a href="https://blog.isg-research.net/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments</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/spend-management-is-more-effective-with-software-and-cards">Spend Management is More Effective with Software and Cards</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">30 March 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_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=200&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=100&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=200&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=300&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=400&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=500&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png?width=600&amp;name=AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The term "corporate spend" usually refers to the incidental but still significant outlays organizations make to support operations. Especially in nonmanufacturing industries, purchases of indirect goods and business services – such as computers, office supplies, furniture and services – as well as travel and entertainment can represent a significant percentage of total costs. Technology has evolved to the point where executives – especially the chief financial officer – need to take an...</p> </div> <a href="https://blog.isg-research.net/spend-management-is-more-effective-with-software-and-cards"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://blog.isg-research.net/topic/digital-finance">digital finance</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-central-ledger-restructuring-accounting-with-technology">The Central Ledger:&nbsp;Restructuring Accounting with Technology</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">22 May 2020 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=200&amp;name=AP_Central_Ledger_200521.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=100&amp;name=AP_Central_Ledger_200521.png 100w, https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=200&amp;name=AP_Central_Ledger_200521.png 200w, https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=300&amp;name=AP_Central_Ledger_200521.png 300w, https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=400&amp;name=AP_Central_Ledger_200521.png 400w, https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=500&amp;name=AP_Central_Ledger_200521.png 500w, https://blog.isg-research.net/hs-fs/hubfs/AP_Central_Ledger_200521.png?width=600&amp;name=AP_Central_Ledger_200521.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Sometimes it takes a while for technology to fundamentally change how work is done. That’s because several innovations usually have to come together before a transformation can occur. For instance, Karl Benz created the first practical motorcar in 1885, but consumers would have to wait until the 1920s for the modern automobile. Computerized accounting systems originated in the 1950s but it’s only now that technologies have evolved and come together to fundamentally change how work is done.</p> </div> <a href="https://blog.isg-research.net/the-central-ledger-restructuring-accounting-with-technology"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/close">close</a>, <a href="https://blog.isg-research.net/topic/closing">closing</a>, <a href="https://blog.isg-research.net/topic/cfo">CFO</a>, <a href="https://blog.isg-research.net/topic/controller-2">controller</a>, <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management</a>, <a href="https://blog.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting</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/news-from-the-2019-infor-innovation-summit">News from the 2019 Infor Innovation Summit</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">14 August 2019 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=200&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=100&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 100w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=200&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 200w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=300&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 300w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=400&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 400w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=500&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 500w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png?width=600&amp;name=AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Infor recently held their Innovation Summit at Infor corporate headquarters in New York. At this annual event, they spend a good deal of time talking about progress on current initiatives and the exciting parts of the development roadmap.&nbsp; A key focus this year was AI and machine learning with Infor Coleman.</p> </div> <a href="https://blog.isg-research.net/news-from-the-2019-infor-innovation-summit"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning</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/scout-rfp-is-reimagining-sourcing-and-procurement">Scout RFP is Reimagining Sourcing and Procurement</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">13 March 2019 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=200&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=100&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 100w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=200&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 200w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=300&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 300w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=400&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 400w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=500&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 500w, https://blog.isg-research.net/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png?width=600&amp;name=AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Last week, Scout RFP held their 2nd annual user conference, Spark 2019. Scout’s software is designed to manage sourcing and procurement processes in companies. Even with a very targeted focus, there was one key aspect that stood out compared to all the other conferences I usually attend; Spark 2019 mainly focused on customer success with little time devoted to promoting the software itself. Strategically, this fits in with Scout RFP's customers and target audiences. Scout’s users represent a...</p> </div> <a href="https://blog.isg-research.net/scout-rfp-is-reimagining-sourcing-and-procurement"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/fpm">FPM</a>, <a href="https://blog.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management</a>, <a href="https://blog.isg-research.net/topic/procurement">procurement</a>, <a href="https://blog.isg-research.net/topic/predictive-planning">Predictive Planning</a>, <a href="https://blog.isg-research.net/topic/sourcing">sourcing</a>, <a href="https://blog.isg-research.net/topic/scout-rfp">Scout RFP</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/oracles-modern-finance-experience-is-robotic-1">Oracle’s Modern Finance Experience is Robotic</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">02 May 2018 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=200&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=100&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 100w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=200&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 200w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=300&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 300w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=400&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 400w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=500&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 500w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png?width=600&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>After more than a decade of steady development, ERP systems today are changing fundamentally, facilitated by the availability of advances such as cloud computing, advanced database architecture, collaboration, improved user-interface design, mobility, analytics and planning. This was evident when Oracle recently held its third analysts-only ERP Cloud Summit in New York to coincide with its Modern Finance Experience event. Oracle now has an increasingly robust set of business applications that...</span></p> </div> <a href="https://blog.isg-research.net/oracles-modern-finance-experience-is-robotic-1"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://blog.isg-research.net/topic/artificial-intelligence">Artificial intelligence</a>, <a href="https://blog.isg-research.net/topic/blockchain">blockchain</a>, <a href="https://blog.isg-research.net/topic/ai">AI</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/warning-software-now-mandatory-for-lease-accounting-1">Warning: Software Now Mandatory for Lease Accounting</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">16 April 2018 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=200&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=100&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 100w, https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=200&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 200w, https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=300&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 300w, https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=400&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 400w, https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=500&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 500w, https://blog.isg-research.net/hs-fs/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.png?width=600&amp;name=vr_ss21_errors_in_spreadsheets_updated2-1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Accountants love electronic spreadsheets – and for good reason. They’re a powerful and versatile personal productivity tool and just about everyone knows how to use them. Spreadsheets are the default software tool for accountants because they enable autonomy (you don’t need to ask IT for anything) and they’re free (so you don’t have to make a business case to authorize buying something). Some accountants humorously (but earnestly) invoke the line “you’ll have to pry this spreadsheet from my...</p> </div> <a href="https://blog.isg-research.net/warning-software-now-mandatory-for-lease-accounting-1"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://blog.isg-research.net/topic/continuous-accounting">Continuous Accounting</a>, <a href="https://blog.isg-research.net/topic/fasb">FASB</a>, <a href="https://blog.isg-research.net/topic/iasb">IASB</a>, <a href="https://blog.isg-research.net/topic/cfo">CFO</a>, <a href="https://blog.isg-research.net/topic/controller-2">controller</a>, <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management</a>, <a href="https://blog.isg-research.net/topic/spreadsheets">Spreadsheets</a>, <a href="https://blog.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning</a>, <a href="https://blog.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting</a>, <a href="https://blog.isg-research.net/topic/revenue-recognition">revenue recognition</a>, <a href="https://blog.isg-research.net/topic/accounting">Accounting</a>, <a href="https://blog.isg-research.net/topic/lease-accounting">Lease Accounting</a>, <a href="https://blog.isg-research.net/topic/real-estate">real estate</a>, <a href="https://blog.isg-research.net/topic/lease-management">Lease Management</a>, <a href="https://blog.isg-research.net/topic/asc842">ASC842</a>, <a href="https://blog.isg-research.net/topic/ifrs16">IFRS16</a>, <a href="https://blog.isg-research.net/topic/leasing">leasing</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/welcome-to-the-age-of-robotic-finance-1">Welcome to the Age of Robotic Finance</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">29 December 2017 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=200&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=100&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 100w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=200&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 200w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=300&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 300w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=400&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 400w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=500&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 500w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.png?width=600&amp;name=vr_Office_of_Finance_27_finance_lags_innovation%281%29.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>For several years, I’ve commented on a range of emerging technologies that will have a profound impact on white-collar work in the coming decade. I’ve now coined the term “Robotic finance” to describe this emerging focus, which includes four key areas of technology: Artificial intelligence (AI) and machine learning (ML), robotic process automation (RPA), bots utilizing natural language processing, and blockchain distributed ledger technology (DLT), each of which I describe below. Robotic...</span></p> </div> <a href="https://blog.isg-research.net/welcome-to-the-age-of-robotic-finance-1"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning</a>, <a href="https://blog.isg-research.net/topic/close">close</a>, <a href="https://blog.isg-research.net/topic/consolidation">Consolidation</a>, <a href="https://blog.isg-research.net/topic/continuous-accounting">Continuous Accounting</a>, <a href="https://blog.isg-research.net/topic/reconciliation">Reconciliation</a>, <a href="https://blog.isg-research.net/topic/cfo">CFO</a>, <a href="https://blog.isg-research.net/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://blog.isg-research.net/topic/blockchain">blockchain</a>, <a href="https://blog.isg-research.net/topic/ai">AI</a>, <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing</a>, <a href="https://blog.isg-research.net/topic/accounting">Accounting</a>, <a href="https://blog.isg-research.net/topic/rpa">RPA</a>, <a href="https://blog.isg-research.net/topic/bots">bots</a>, <a href="https://blog.isg-research.net/topic/voice-automation">voice automation</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/kinaxis-kinexions-advances-supply-chain-value-for-customers-1">Kinaxis Kinexions Advances Supply Chain Value for Customers</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">23 November 2017 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=200&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=100&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 100w, https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=200&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 200w, https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=300&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 300w, https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=400&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 400w, https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=500&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 500w, https://blog.isg-research.net/hs-fs/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.png?width=600&amp;name=vr_NGBP_02_integrated_planning_works_better_update%281%29.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>From my perspective, supply chain management (SCM) and sales and operations planning (S&amp;OP) are two of the most underappreciated disciplines of modern corporate management. Properly applied, they can improve performance and competitiveness by increasing customer satisfaction and reducing costs. A combination of more capable information technology with advances in <a href="https://en.wikipedia.org/wiki/Operations_research" target="_blank"><span style="text-decoration: underline;">operations research</span></a> and analytics has made managing supply and demand chains potentially more impactful by making them more flexible...</span></p> </div> <a href="https://blog.isg-research.net/kinaxis-kinexions-advances-supply-chain-value-for-customers-1"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/kinaxis">Kinaxis</a>, <a href="https://blog.isg-research.net/topic/supply-chain-planning">Supply Chain Planning</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/scm">SCM</a>, <a href="https://blog.isg-research.net/topic/sop">S&amp;OP</a>, <a href="https://blog.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning</a>, <a href="https://blog.isg-research.net/topic/warehouse-management">warehouse management</a>, <a href="https://blog.isg-research.net/topic/purchasing">purchasing</a>, <a href="https://blog.isg-research.net/topic/inventory-management">inventory 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/country-by-country-reporting-challenges-tax-departments">Country-by-Country Reporting Challenges Tax Departments</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">06 November 2017 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=200&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=100&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 100w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=200&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 200w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=300&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 300w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=400&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 400w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=500&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 500w, https://blog.isg-research.net/hs-fs/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png?width=600&amp;name=vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>In 2013, the <a href="http://en.wikipedia.org/wiki/Organisation_for_Economic_Co-operation_and_Development" target="_blank"><u>Organization for Economic Cooperation and Development (OECD)</u></a>&nbsp;published a report titled “Action Plan on <a href="http://www.oecd.org/tax/beps-reports.htm" target="_blank"><u>Base Erosion and Profit Shifting</u></a>” (commonly referred to as “BEPS”), which describes the challenges national governments face in enforcing taxation in an increasingly global environment with a growing share of digital commerce. Country-by-country (CbC) Reporting has developed in response to the concerns raised in the report. To date, 65 countries (including all members of the...</span></p> </div> <a href="https://blog.isg-research.net/country-by-country-reporting-challenges-tax-departments"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://blog.isg-research.net/topic/erp">ERP</a>, <a href="https://blog.isg-research.net/topic/grc">GRC</a>, <a href="https://blog.isg-research.net/topic/audit">audit</a>, <a href="https://blog.isg-research.net/topic/finance-transformation">finance transformation</a>, <a href="https://blog.isg-research.net/topic/longview">LongView</a>, <a href="https://blog.isg-research.net/topic/tax">Tax</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/oracle">Oracle</a>, <a href="https://blog.isg-research.net/topic/cfo">CFO</a>, <a href="https://blog.isg-research.net/topic/vertex">Vertex</a>, <a href="https://blog.isg-research.net/topic/fpm">FPM</a>, <a href="https://blog.isg-research.net/topic/beps">BEPS</a>, <a href="https://blog.isg-research.net/topic/tax-department">tax department</a>, <a href="https://blog.isg-research.net/topic/tax-planning">tax planning</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); 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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, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&amp;name=ISG_Bug_Reverse_Transparent.png 150w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&amp;name=ISG_Bug_Reverse_Transparent.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&amp;name=ISG_Bug_Reverse_Transparent.png 250w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=300&amp;name=ISG_Bug_Reverse_Transparent.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">ISG Software Research</h5> </a> </div> </div> <!--end row--> <!--start row--></div> <div id="hs_cos_wrapper_module_1552944263900179" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-form" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <span id="hs_cos_wrapper_module_1552944263900179_" class="hs_cos_wrapper hs_cos_wrapper_widget 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href="https://blog.isg-research.net/archive/2022/09">September 2022 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/08">August 2022 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/07">July 2022 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/06">June 2022 <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/05">May 2022 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/04">April 2022 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/03">March 2022 <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/02">February 2022 <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/01">January 2022 <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/12">December 2021 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/11">November 2021 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/10">October 2021 <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/09">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">(96)</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">(11)</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">(106)</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">(151)</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">(38)</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">(86)</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">(505)</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">(12)</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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"datePublished": "08/03/2023", "dateModified": "08/03/2023", "articleBody": "Digitally transforming core business processes became essential as organizations locked down in early 2020 because of the pandemic and the need to operate remotely presented a set of new challenges that were best addressed by software. Especially in the areas of sourcing, purchasing and payments, software has the ability to streamline processes, shorten process cycles, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. Digitizing operations helps attract and retain the best talent because professionals spend less time on mechanical, repetitive tasks. For all these reasons, beginning this year, Ventana Research’s Office of Finance has established a Purchasing, Sourcing and Payments focus area. One reason is that our research suggests that this transformation is more talked about than done. Ventana Research asserts that by 2027, only one-fourth of larger organizations will consistently manage source-to-pay end-to-end, but those that do will outperform competitors. One easily overlooked opportunity for digital transformation is in sourcing and procurement, which should be a priority focus for digital transformation because, in most companies, these continue to operate as they did in the late 1990s. Updated technology can improve procurement’s effectiveness, streamline processes and automate repetitive work. In addition to this increased efficiency, teams can collaborate using their knowledge of products, vendors and markets to select and source the best materials, products and services from the most appropriate vendors. Technology can also improve the efficiency of the buying process while ensuring guidelines, controls and regulations are observed and costs are minimized. And technology also can simplify the acquisition of indirect goods and services (such as computers and office supplies) while minimizing their cost and controlling outlays. Any transformation process begins with a critical gap analysis: What do the sourcing and procurement functions do now versus what could they be doing? Technology can act as the catalyst for recreating the departments’ mission to serve the needs of the company more effectively. Digitally transformed sourcing and procurement departments can play a more active, productive role across the entire company. For instance, based on their knowledge of markets and vendors, department specialists can advise R&amp;D on technical developments and pricing trends that will affect product cost, functionality, durability, producibility and serviceability. In manufacturing and logistics, they can find ways to consolidate purchases to take advantage of volume discounts. Departments that have developed digital advertising and marketing specialists can assist product managers in developing modern, differentiated sales and marketing strategies. On the indirect side, outlays account for a significant share of operating expense in many organizations. Transaction volumes can be heavy, so finance and accounting departments often must devote a considerable amount of time to transaction management and cost control. With the right technology and a repurposed purchasing department, a finance organization is better able to support complex innovation and go-to-market strategies. In addition, by automating indirect spend management, finance can reduce this administrative burden while improving compliance with policies related to indirect spend. Sourcing and procurement executives who want to transform their departments’ mission should recognize the important role that software can play. By streamlining processes and reducing frictions that are inherent in manual systems, dedicated applications can make sourcing and procurement enablers rather than roadblocks for managers and employees. In strategic sourcing, software that enables high adoption and usability can manage the entire process more effectively. It gives senior sourcing and procurement executives a full view of the portfolio of active and planned sourcing and procurement projects. Having a single, connected and centralized system with automated workflows for collaboration ensures that sourcing projects and requests are routed to the right individuals and that handoffs between people and departments are always crisp. Such a system also automates the handling of exceptions and escalations. Managers will have better visibility into their processes and can examine supplier relationships and contractual obligations, so managing these becomes easier. It can provide alerts when issues arise, such as processes falling behind schedule or when an approval needs to be escalated. Today’s applications must go beyond monolithic approaches focused mainly on compliance; they must add overall business value. Collaboration between departments in strategic sourcing and procurement is essential. The best software enables cross-functional teams to share information quickly and efficiently, establish a record of their deliberations, and store and access documents. Such a system gives all interested parties ready access to purchase information rather than forcing them to hunt through scattered spreadsheets and email messages. And consolidating all sourcing and procurement-related data in a dedicated system allows departments to analyze their performance more easily. Outlays for individual purchases of indirect goods and services typically involve trivial amounts, but in many companies, they represent a significant share of controllable expenses. Using a dedicated application for indirect spend management, especially in conjunction with payment cards, makes it easier to manage the high volume of indirect purchases. Software that automates the sourcing process makes it easier — and more enjoyable — for the business, stakeholders and vendors to comply with policies while making it easier for finance organizations to benefit from volume discounts and avert duplicative or unnecessary spending. It aggregates planning and sourcing data that otherwise may be scattered and inconsistent as well as automates data capture to ensure that spend data and analytics are not only accurate but immediately available to budget owners. Our Office of Finance Benchmark Research reveals that only 47% of departments provide timely information to the rest of the organization. Procurement teams today must be ready to adapt on the fly to achieve better business outcomes, and this requires data. A dedicated application adds value by quickly improving the efficiency and effectiveness of an organization’s sourcing and procurement. Automated workflows increase efficiency and enable departments to manage by exception. Greater efficiency means the entire organization spends less time on routine requisitioning and ordering. By ordering “by the book” is easy, companies can achieve cost savings by concentrating purchases from authorized vendors, especially those where volume purchase agreements are in force, and ensure that invoiced prices and discounts match what’s in the contract. Accelerated improvements and quick wins give the rest of the organization the confidence that sourcing and procurement can adapt and prosper. Software also enhances corporate effectiveness because the purchasing staff spends less time on routine work, leaving more time for them to act as a resource in support of the complex sourcing of materials and services. This shift can enhance the quality of the products and services the company offers. A dedicated system provides more thorough visibility into all direct and indirect spend because cash commitments are tracked from purchase order approval. This also reduces risk because such visibility enables scrutiny of future cash commitments and identifies bad actors in the sourcing and procurement process. Digital transformation means shifting more of the work a department does manually, such as emailed spreadsheets, to software and systems. A practical approach to the transformation process is to undertake the change in a series of initiatives rather than a single, big-step overhaul. This approach is preferred because there’s usually limited staff time available for a singular focus on transformation. Moreover, a step-by-step approach enables departments to gather success metrics and apply lessons learned so they can better manage the transformation project. In determining the order of transformation projects, executives should prioritize those that will deliver a high payoff with limited risk. Sourcing and procurement are good places to start. Investing in purchasing software can enhance the strategic value of the finance department. It makes it possible for the department to redefine its role to serve as an enabler of better business outcomes. Digitizing purchasing with dedicated software supports this role while providing better control and visibility of corporate spending without needlessly encumbering the process. I recommend that chief financial officers, especially those that have a purchasing department reporting to them, focus on digitizing the sourcing and purchasing functions. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.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": "Spend Management is More Effective with Software and Cards", "mainEntityOfPage": "https://blog.isg-research.net/spend-management-is-more-effective-with-software-and-cards", "datePublished": "30/03/2022", "dateModified": "30/03/2022", "articleBody": "The term corporate spend usually refers to the incidental but still significant outlays organizations make to support operations. Especially in nonmanufacturing industries, purchases of indirect goods and business services – such as computers, office supplies, furniture and services – as well as travel and entertainment can represent a significant percentage of total costs. Technology has evolved to the point where executives – especially the chief financial officer – need to take an overarching approach to corporate spend that utilizes technology to tighten controls, deepen visibility into expenditures, increase productivity and reduce process frictions. Spend management software and corporate spend cards – either physical or virtual – offer a means of achieving spend management objectives. This is part of a broader trend to digitizing outlays: I assert that by 2025, more than two-thirds of organizations will be using spend management software and corporate cards to achieve greater control and increased efficiency. Well-controlled organizations have rules about how and for what money can be spent, and spend management software can enhance these controls while providing deeper visibility into where, how and why the outlays were made. This can translate into cutting unnecessary spending and reducing out-of-policy purchases (such as using unapproved vendors and foregoing negotiated volume discounts). Spend management software that automates the full procure-to-pay process can make it easier for workers to comply with policies and reduce wasteful spending while providing greater visibility and control compared to relying on fragmented systems and processes. Having a unified system for expense management and financials can improve finance department efficiency by cutting the time the accounts payable department spends on paper- and spreadsheet-based processes. Dedicated software can also improve accounting department efficiency and reduce administrative burdens for workers. Managers, workers and finance and accounting departments can wind up devoting a considerable amount of time managing and controlling expenses – especially travel and worker spend – unless they use software to streamline the process. They also need to be able to access the current state of their corporate spend wherever they are, receive timely alerts when situations needing their attention arise, and have the ability to dig into the details of every transaction for clarity and control. Corporate cards have evolved over the past decade, offering more flexibility and efficiency in how organizations effect payments. Physical cards can be programmed to limit purchases to specific categories, apply per-diem caps or be suspended when the worker fails to comply with policies, including providing valid receipts. Virtual cards can have pre-approvals baked in, and are well-suited for one-time or recurring payments. Some can be established for a specific event such as a trade show or marketing program. Increasingly, auto-categorization makes it possible to immediately classify expenditures and, along with paperless receipt submission, cut down on time spent by the accounting staff and accelerate the accounting close. One of the most important considerations in buying and selecting a dedicated spend management application is gauging its ability to deliver timely spend information. Details can be accessed promptly through reports or preconfigured dashboards, addressing a common issue for organizations. Timeliness is a common challenge for finance organizations. One of the root causes that drives delays in getting actionable information to managers and executives is fragmented data – data that’s kept in spreadsheets and multiple enterprise systems. A dedicated spend management application automates processes and ensures that all spend-related data is immediately and readily accessible. This accessibility is greater when an organization uses a single system to operate alongside the organization’s financial software. A single system can simplify management and use of expense data that may be scattered and inconsistent, while eliminating manual processing that is both error-prone and time-consuming. When all corporate spend data is collected in a single system, it is immediately available for all authorized users, which means information is available in a timely manner. Spend management software also makes it easier for workers to comply with policies, and can reduce duplicate or wasteful spending. The emergence of cloud-resident systems makes this process more efficient, as users in any location can access them through web browsers. Purchasing applications facilitate compliance to the organization’s policies by providing all necessary supplier information, including preferred suppliers, supplier catalogs and contract history. This kind of software can substantially reduce maverick spending by concentrating purchases with preferred vendors. And it can help achieve cost savings, especially if the organization has negotiated volume discounts. Centralizing indirect procurement in one application that records all purchases makes it easier to hold suppliers accountable to volume discount agreements. Automating the procurement process helps those in the accounting department and workers in general. For the latter, dedicated software can cut the time they must spend in specifying and requisitioning. Streamlining the process can reduce the hassles associated with paper-based systems and therefore promote compliance with purchasing rules. Systems with mobile device interfaces can simplify the buying process and facilitate administration of it by allowing people to review and approve requests even when they aren’t at their desks. As is the case with expense management, the finance department benefits from automating procurement by having more accurate data as well as better visibility and control of these outlays. For government, education and nonprofit organizations that must segregate funds for specific purposes, it’s possible to check automatically that there are funds available before approving purchases. Cloud-resident spend management systems are preferable because, from a worker’s perspective, they make processes more efficient and user-friendly. Users can access their system through web browsers from anywhere. Travel and entertainment expense systems in particular should make life easier for workers to collect and provide itemized documentation for their outlays, and simplify the job of the accounts payable staff in handling reimbursements. Current travel and entertainment software uses technology to reduce the time it takes workers to gather and present receipts as well as the time they spend preparing itemized accounting. These systems can integrate with online credit card accounts that enable workers to drag and drop specific expenses from those accounts into an expense report. This software also offers mobile capabilities that enable workers to process reports on the go. Cameras in smartphones simplify the collection of receipts by “attaching” a picture of them to the electronic expense reports, and optical character recognition of these images can further automate data entry. Many systems also allow organizations to tailor procedures to reflect local requirements, specific expense allowances and per-diem rates to simplify compliance. In addition, the use of cloud computing makes expense management easier to access and use by those who work remotely or travel, thus increasing productivity. Professional services organizations especially benefit because it becomes faster and easier to submit accurate, reimbursable expenses to clients. Spend management software, especially when used with corporate cards, should be a priority for finance executives. This digitization of an important finance function increases spending control, reduces out-of-compliance spending, fosters greater efficiency for the accounting staff, increases spend visibility and reduces administrative burdens on workers. I recommend that all organizations, regardless of size, immediately look into software that’s best suited for business needs. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_RK_Spend%20Management%20is%20More%20Effective%20with%20Software%20and%20Cards.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": "The Central Ledger: Restructuring Accounting with Technology", "mainEntityOfPage": "https://blog.isg-research.net/the-central-ledger-restructuring-accounting-with-technology", "datePublished": "22/05/2020", "dateModified": "22/05/2020", "articleBody": "Sometimes it takes a while for technology to fundamentally change how work is done. That’s because several innovations usually have to come together before a transformation can occur. For instance, Karl Benz created the first practical motorcar in 1885, but consumers would have to wait until the 1920s for the modern automobile. Computerized accounting systems originated in the 1950s but it’s only now that technologies have evolved and come together to fundamentally change how work is done. By spreading workloads more evenly over accounting periods, continuous accounting can reduce staff stress and shorten the monthly and quarterly accounting close. For several years I’ve been using the term “continuous accounting” to describe an approach that enhances the quality of accounting processes. By spreading workloads more evenly over accounting periods, continuous accounting can reduce staff stress and shorten the monthly and quarterly accounting close. Technology is the foundation of continuous accounting.For instance, automating data movements eliminates the need for human intervention, which can result in errors. Using workflows to guide the close process ensures consistency and significantly reduces dropped balls that delay completion. And by automating rote, repetitive work, the accounting staff must deal only with exceptions. Supervised data entry is another component of continuous accounting. Artificial intelligence (AI) using machine learning (ML) can supervise accounting entries to spot anomalies that might be errors or that omit necessary information. This reduces downstream workloads by eliminating most avoidable errors at the source and produces a cleaner set of books. Another transformational technique is a “continuous virtual close.” That is, rather than waiting until the end of the month to prepare consolidated financial statements of the various divisions and legal entities, the CFO and financial executives can create a “virtual close” at whatever frequency they wish. A virtual close is one where consolidations, eliminations, accruals and other adjustments are created in the system but not posted as transactions. This approach produces pro-forma, intraperiod financial statements that are extremely close to what a “real” accounting close would produce but does so almost automatically. Practically no staff time is required and the general ledger and subledgers aren’t cluttered with entries and the inevitable slew of adjustments. Until recently, most ERP or financial management systems could not perform a continuous virtual close because they lacked the database structure and in-memory processing capability to be able to perform the process in any practical way. That’s changed. These systems also have increasingly powerful analytical capabilities to calculate all sorts of allocations and accruals. And the cost of memory and processing power, especially in the cloud, is approaching trivial. Performing a continuous virtual close is more complicated for organizations that use multiple vendors’ ERP or financial management systems. This is not uncommon: Our Next-Generation ERP benchmark research finds that only 31 percent of organizations with 1,000 or more employees use software from a single vendor, while 27 percent have systems from four or more vendors. Arriving at a consolidated set of financial statements when accounting transactions are recorded in multiple systems is a time-consuming task even when using a modern consolidation system. One possible solution is having an accounting structure I’ll call a “central ledger.” A central ledger is one where all accounting transactions related to a single business entity with multiple accounting software systems are recorded in what almost always is the headquarters system. Having all transactions in a central ledger means that all accounting transactions recorded in other ERP or financial management systems are “cross-posted.” Cross-posting means that every accounting entry is recorded in both the headquarters and the other system simultaneously and the same way. The headquarters accounting system effectively becomes the book of original entry for the entire corporation and is entirely faithful to transactions recorded in all of the other systems. Combining all of the accounting transactions in a central ledger with a database structure and in-memory processing designed for speed enables an organization to rapidly generate intraperiod headquarters-level consolidated statements using a limited amount of incremental staff time. Organizations that use technology to spread typical period-end activities such as reconciliations over the accounting period (say, changing month’s end tasks to week’s end tasks) will have a virtual close and resulting intraperiod financial statements that are that much closer to what an actual close would have been. The process of cross-posting is essential for a central ledger structure, but it also can cut staff workloads by eliminating inconsistencies that must be reconciled. This can occur when an intracompany transaction is recorded in a company’s accounting system. It’s typical that when Division A of a company sells a part to Division B, each division’s accounting department records the transaction separately. This can lead to inconsistencies through, for example, clerical errors, such as differences in when the transaction is recorded or when two divisions use different currencies and the currency translation is incorrect or inconsistent. Discrepancies such as these create extra work that adds cost but no value. If the company cross-posted every intracompany transaction, it would eliminate the need to reconcile most of those transactions, saving time and improving the quality of the accounting process. Technology is driving significant change in the office of finance. Continuous accounting applies modern finance technology — and the more flexible process management techniques it permits — to increase both accounting efficiency and finance department effectiveness. Finance organizations increasingly are accepting continuous accounting, but the practice is far from universal, yet. Over the coming decade, the confluence of multiple technologies will transform how finance operates more than has been the case over the past 50 years. Technologies including database architecture, in-memory processing, artificial intelligence, machine learning, bots, enterprise data management and cloud computing will transform how all aspects of the office of finance works, including accounting, planning and analytics, budgeting and closing. The concept of the central ledger — a new approach to structuring an organization’s accounting systems — supports continuous accounting. CFOs and controllers, especially those in larger organizations with multiple disparate ERP systems, should become familiar with the idea and have a roadmap to implement the approach as soon as is practical. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/AP_Central_Ledger_200521.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": "News from the 2019 Infor Innovation Summit", "mainEntityOfPage": "https://blog.isg-research.net/news-from-the-2019-infor-innovation-summit", "datePublished": "14/08/2019", "dateModified": "14/08/2019", "articleBody": "Infor recently held their Innovation Summit at Infor corporate headquarters in New York. At this annual event, they spend a good deal of time talking about progress on current initiatives and the exciting parts of the development roadmap. A key focus this year was AI and machine learning with Infor Coleman. AI has been a hot topic for a while now, but there really are some interesting things happening as companies start leveraging AI to solve real in-the-trenches issues. Infor talked about how their investment spend is aimed at ramping functional AI for a number of specific industries, while they also push out with international functionality and extensibility that allows for an array of customizable solutions. There was also some great discussion around supply chain and sales &amp; operation planning, including how Infor Nexus plans to utilize IoT and blockchain technologies to make massive strides forward in supply chain optimization. Let me tell you about that and all the AI in this video below.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_News_from_the_2019_Infor_Innovation_Summit_Social_Graphic-Horizontal.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": "Scout RFP is Reimagining Sourcing and Procurement", "mainEntityOfPage": "https://blog.isg-research.net/scout-rfp-is-reimagining-sourcing-and-procurement", "datePublished": "13/03/2019", "dateModified": "13/03/2019", "articleBody": "Last week, Scout RFP held their 2nd annual user conference, Spark 2019. Scout’s software is designed to manage sourcing and procurement processes in companies. Even with a very targeted focus, there was one key aspect that stood out compared to all the other conferences I usually attend; Spark 2019 mainly focused on customer success with little time devoted to promoting the software itself. Strategically, this fits in with Scout RFP's customers and target audiences. Scout’s users represent a new breed of purchasing managers and executives. They’re looking to change the role of the purchasing department. This change is critical for businesses. Saving money is the essential job of purchasing departments, but procurement can go far beyond that, helping support product and go-to-market strategies that are more complex and innovative. To empower this change, the bulk of conference content was around experience-driven advice from practitioners pioneering and managing procurement changes, all underpinned by the importance of data. To get the full rundown of Spark 2019, check out my hot take below.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Scout_RFP_is_Reimagining_Sourcing_and_Procurement_Social_Graphic-Horizontal-Quote-3.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": "Oracle’s Modern Finance Experience is Robotic", "mainEntityOfPage": "https://blog.isg-research.net/oracles-modern-finance-experience-is-robotic-1", "datePublished": "02/05/2018", "dateModified": "02/05/2018", "articleBody": "After more than a decade of steady development, ERP systems today are changing fundamentally, facilitated by the availability of advances such as cloud computing, advanced database architecture, collaboration, improved user-interface design, mobility, analytics and planning. This was evident when Oracle recently held its third analysts-only ERP Cloud Summit in New York to coincide with its Modern Finance Experience event. Oracle now has an increasingly robust set of business applications that reside in the cloud and a growing list of live customers – large and midsize – from a range of industries across the world, both of which were offered as part of the here-and-now technology theme at the event. This being a gathering of IT analysts, the summit also emphasized Oracle’s future technology direction, which includes four familiar items: artificial intelligence (AI) and machine learning, blockchain distributed ledgers, bots and robotic process automation. Technologies such as these are beginning to change the familiar landscape of ERP and, more generally, business computing in at least three respects. First, they will alter the mission of the finance organization and the role of the CFO more profoundly over the next 10 years than technology has over the past 50. Their impacts will change the Office of Finance and its relationship with the rest of the organization. However, the adoption of these technologies will be uneven: High-performing finance organizations will be the early adopters and demonstrate the feasibility and value of using these new technologies to support a transformation of the finance function. But many CFOs will struggle to match their performance. Our Office of Finance research confirms that a majority of finance organizations are laggards when it comes to departmental performance: 51 percent of organizations operate at the lowest tactical level of performance while only 10 percent are at the highest innovative level. Second, the rapid evolution of information technology means that finance organizations must change their approach to adopting technology. In the past, a wait-and-see attitude often was warranted. On-premises software advanced slowly because orchestrating major releases was complex and extensive customizations made it hard for customers to implement these new releases. This leisurely approach aligned well with the department’s typically conservative practices. Today, the increasing adoption of cloud-based software makes it easier for vendors to make a steady stream of incremental improvements without having to contend with a multitude of customized environments. CFOs don’t have to embrace a bleeding-edge approach to be successful in this new environment, but they must accept the view that being able to quickly exploit technology is a core competence of their department. As I’ve noted, departments today must develop a “fast-follower” approach to technology adoption to operate as efficiently as possible and to be able to extend the scope of the department so it is a more strategic partner with the rest of the company. Third, the ability of vendors to find ways to apply artificial intelligence, blockchains, bots and robotic process automation to business applications is likely to result in greater product differentiation than has existed in the past two decades. Oracle’s shift to cloud ERP is in full swing. The company stated that it has more than 5,000 cloud ERP customers (excluding NetSuite users), up 47 percent from a year earlier. Of those, 2,100 have the Oracle products deployed and in use. More than half of all its cloud ERP customers were not previously Oracle ERP customers. The company also stated that 24 percent of its ERP customers have its human capital management software and more than one-third (35%) are using its platform-as-a-service (PaaS). The last figure is significant because I view the strength of its PaaS offering as a competitive advantage as companies augment the core Oracle functionality with customizations relevant to their businesses. The presentations also emphasized the scope of Oracle’s cloud presence in a wide range of business applications, including human capital management, supply-chain management, procurement, logistics, planning and budgeting, risk management and project management. Oracle’s sales of its cloud ERP software are following a classic adoption pattern that is reminiscent of client-server ERP. Organizations are testing the technology in a risk-minimization mode. In the early days of client-server computing, human resources management systems often served as the test bed because while this type of system is business-critical, it is a less complex undertaking than implementing an ERP system and it also can tolerate short-term outages. In moving to the cloud, larger corporations for the most part are taking a conservative approach by testing it in subsidiaries rather than core ERP. Early-adopter companies that I’ve interviewed regard the long-term benefits of cloud computing as outweighing short-term costs of adjusting some of their processes to work with the software. The benefits consist chiefly of some combination of a lower total cost of ownership, better performance, greater security and being able to refocus IT efforts from maintenance to strategic initiatives. And as was the case in the early days of client-server, those adopting the cloud are more focused on achieving better business results with technology than on replacing an obsolete or poorly performing system. As this successful cohort of adopters demonstrates the value of moving to the cloud and reduces the perceived risk of doing so, it continues to move business closer to the point where companies facing the necessity of replacing their core ERP system see as much risk in implementing an on-premises system (for fear that they’re buying an obsolescent technology) as in moving a business-critical system to the cloud. That noted, I expect that companies will continue to replace their existing ERP systems only when the state of that software threatens their ability to handle daily business activities. The cost and disruption entailed in changing ERP software is such that it’s done infrequently. Our research shows that the average age of the core ERP systems is seven years. However, in coming years replacement may accelerate if vendors can provide compelling reasons to replace existing software sooner. As to its future roadmap, Oracle, like many software vendors, emphasized the promise that emerging technologies have for the finance function. “Robotic Finance” is a term that I use to describe the integration of machine learning and artificial intelligence (AI), blockchains, RPA and bots into a full range of finance processes. (You can find my webcast on this topic here.) These four “robotic” technologies already are in use, albeit some in a limited fashion. Finance organizations use RPA to automate data movements and simple tasks as well as orchestrate more complex processes involving multiple systems such as the accounting close. Bots have multiple uses for the finance function, for example as a user interface to facilitate voice interactions with financial systems. Even though establishing the foundational elements is still underway, blockchain is already demonstrating the wide range of uses to which it can be applied. Machine learning and artificial intelligence will redefine white-collar work, especially accounting. Oracle is well positioned to be a leader in applying robotic technologies to business applications. Moreover, currently Oracle has a broad portfolio of business applications that will enable it to amortize its investments in advanced technologies over a potentially larger set of customers. For now, though, the technologies have not yet advanced to the point where they offer significant capabilities and therefore points of differentiation that influence companies’ buying decisions. Oracle’s ability to offer a “full stack” of a technology infrastructure and applications in the cloud –servers and storage, database and middleware, and business applications – provides it with competitive advantages. One is that it will appeal to organizations that want to purchase full suites of software from a single vendor. Although our Office of Finance research finds that the market is divided on the issue of buying suites versus individual applications (sometimes referred to as “best of breed”), more prefer full suites (42%) than individual applications or “best of breed” (27%). An important source of differentiation in Oracle’s cloud offering, and its second competitive advantage, is its Adaptive Intelligent Applications approach. Adaptive Intelligent is Oracle’s label for its applications that marry third-party data with real-time analytics as well as machine and behavioral learning. “Adaptive” means that the applications can mold to how organizations behave rather than forcing users to adjust to how the software works. The objective is to embed in its business applications situational awareness that simplifies how individuals perform tasks and provides executives, employees and customers with recommendations tailored to their specific needs in the immediate context. This approach utilizes a key advantage of cloud applications: Vendors are able to bring their expertise and economies of scale to bear in expanding the scope of their services to provide capabilities that, for cost or other practical reasons, most customers couldn’t duplicate on their own premises. Oracle’s ERP Cloud Summit demonstrated the company’s progress in transitioning its ERP software business to the cloud and in making available robotic technologies that have the potential to transform finance organizations in the coming decade more substantially than has been the case over the past century. All the use cases presented at MFE and the analyst summit highlight practical advantages and many may well be available within five years. However, Oracle will need to demonstrate more precisely how it’s going to deliver on that promise. And Oracle, like all vendors, will need to show that its offerings and services are so compelling that it will be able to overcome the traditional unwillingness of finance and accounting organizations to change. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29-1.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": "Warning: Software Now Mandatory for Lease Accounting", "mainEntityOfPage": "https://blog.isg-research.net/warning-software-now-mandatory-for-lease-accounting-1", "datePublished": "16/04/2018", "dateModified": "16/04/2018", "articleBody": "Accountants love electronic spreadsheets – and for good reason. They’re a powerful and versatile personal productivity tool and just about everyone knows how to use them. Spreadsheets are the default software tool for accountants because they enable autonomy (you don’t need to ask IT for anything) and they’re free (so you don’t have to make a business case to authorize buying something). Some accountants humorously (but earnestly) invoke the line “you’ll have to pry this spreadsheet from my cold, dead hands” whenever somebody suggests eliminating them. There’s no reason to eliminate spreadsheets, but they’re not always the right choice for accountants. It will probably come as a shock to those in the profession but accounting standards have evolved past the point where spreadsheets are a useful tool for managing or supporting finance department processes. In particular, I’ve commented before on the impact of the new standards for revenue recognition for contracts and lease accounting. Accounting departments worldwide are working overtime these days adapting to these new accounting standards. Accounting executives must understand that these new standards (ASC 842 for the U.S. and IFRS 16 elsewhere) have crossed a significant threshold. Whether they intended to or not, the Financial Accounting Standards Board (FASB), which establishes accounting standards for the United States, and the International Accounting Standards Boards (IASB), which does the same for most of the rest of the world, have created standards so complex that they demand modern accounting information systems to achieve reliable compliance. As a practical matter, spreadsheets cannot adequately handle the process, data management and collaboration requirements. This note focuses on lease accounting but my conclusion applies equally to revenue recognition. To put the relationship between technology and lease accounting standards into a historical perspective (here I’m mainly focusing on U.S. history), it’s useful to recall that the absence of available technology when the issue was first raised a half-century ago was behind the decision not to recognize operating leases as formal obligations on balance sheets. In those days, business computing was in its infancy. Without computers or even inexpensive fax machines, collecting comprehensive data about, say, every leased copying machine or backhoe and then translating that information into a formal liability on the balance sheet would have been a significant burden. The need for a practical expedient along with heavy lobbying of the FASB by industry and commercial leasing companies relegated lease obligations to a company’s financial-statement footnotes. Today’s senior corporate and finance executives have spent most of their careers in an era when spreadsheets could get accounting tasks done, albeit at an increasingly heavy cost in lost productivity as well as limited visibility into processes and data. It’s likely that these executives don’t appreciate that the new standards demand effective information technology for efficient compliance. That’s because the standards bodies didn’t put a warning label on them. What would that warning label say? The new revenue and lease accounting standards require a significantly higher level of data collection and analysis than had been the case up until now. Companies must be able to reliably capture a wide range of financial and non-financial data related to the terms and conditions of the lease. Moreover, the new lease standards often require the use of complex models and formulas to assess the value of lease obligations. These characteristics make spreadsheets the wrong choice for supporting compliance with the new standards. Moreover, I believe the revenue and lease standards aren’t an aberration; they are harbingers of all future accounting standards. Spreadsheets – the mainstay of accounting departments – are no longer a practical option for lease accounting unless an organization only has a handful of leases; most midsize and larger corporations have more than that. Indeed, large companies typically have hundreds and even thousands of property and equipment leases in force at any time. Capturing all these data points accurately in desktop spreadsheets is problematic because of control and accuracy issues. Spreadsheets have numerous inherent defects that make them unsuitable to repetitive collaborative enterprise tasks such as lease accounting. For example, our Spreadsheets in Today’s Enterprise benchmark research finds that more than one-third (35%) of participants have data errors in the most important spreadsheet they use in their work and 26 percent have errors in formulas. More than half (55%) of participants that use spreadsheets all the time in their work find there are multiple, inconsistent versions of the same spreadsheet circulating frequently or all the time. Software designed specifically for lease accounting is the better choice. One important reason that’s easy to overlook is that the standards take a more principles-based approach to accounting. Principles-based accounting puts a premium on the consistency of the accounting and places controls on accounting processes to ensure that consistency. Enterprise computing systems bake in this consistency. Such systems also serve as a high-level control that can reduce audit hours, especially for U.S. companies covered by the Sarbanes-Oxley Act. As companies work to master the complexities of the new lease accounting standards, it’s important for them to focus on having the right systems and software to make operationalizing compliance with the new standards as efficient and easy as possible. Otherwise, three aspects of the new standards are likely to cause burdensome accounting workloads. First, under the new standards leases must be reviewed regularly. Typically, property leases – office space or retail stores, for example – account for the majority of the lease obligation value and almost always have non-standard terms and conditions. Changes in lease terms (such as cancelling the lease or adding options to renew) or even some business circumstances (for instance, losses at a retail location that makes a lease renewal unlikely) require accounting adjustments and remeasurements. So companies need to have systems in place that make it easy to set up and perform periodic review processes, make changes and record those changes in a system of record while providing continuous control and oversight to the process. This means having software to manage the process and a database-of-record to simplify access to and reporting on the relevant information. Second, because separate departments in multiple locations are likely to perform lease management and lease accounting processes, it’s essential to use a dedicated application to tightly integrate these processes so that the accounting department can capture all leasing events and related data as they occur. To manage this integration it would be best to have software that streamlines the process of capturing that data correctly and consistently and provides alerts when some lease-related event requires attention. This ensures accuracy, auditability and compliance. The alternative – using email to transmit the information and spreadsheets to perform the calculations – makes it difficult to ensure accuracy, is likely to be far more time-consuming and will almost certainly require greater (and more expensive) effort by external auditors to confirm that the financial statements are correct. To illustrate why the new standards require a dedicated application, let’s say that one year into a three-year lease the logistics department in the western division of XYZ Company decides to accept a new offer by the lessor for an option to extend the lease on a warehouse by another three years. In the past this would have been a non-event from an accounting perspective. Now, the accounting department must have relevant details of the change in the lease agreement. Even though XYZ hasn’t exercised the renewal option, new standards require the company to immediately recalculate the value of the lease to reflect this option, create a set of journal entries to capture that change and show a higher lease liability on its balance sheet. The remeasurement of the lease requires a set of computations to calculate the present value of future lease payments. These computations can be complex, but even when they’re straightforward they can be difficult to do consistently and accurately using spreadsheets. Centralizing the lease-management function into a “center of excellence” is one approach to dealing with lease management issues but it won’t eliminate the need for dedicated software. In larger organizations a center of excellence can produce operational savings by, for instance, standardizing leased-equipment vendors to take advantage of bulk discounts or establish a better negotiating position. A group focused on lease management often can do a better job than those groups that only occasionally need to handle leases. Yet financial executives should keep in mind that although centralization addresses some of the operational issues and consolidates record keeping, it doesn’t get around the need to have software that holds that consolidated financial and non-financial data, manages processes, enforces compliance reviews, performs calculations accurately and consistently and streamlines financial statement disclosures. Third, as I mentioned earlier, the new standards are designed to be principles-based. This gives businesses greater flexibility than a rules-based approach but it requires enhanced process and calculation controls to ensure consistency of accounting treatments. Accounting that is grounded more on principles and less on rules also requires more detailed disclosures about how the standards have been applied. Companies need a system to manage the process and workflows to ensure proper oversight. In addition, all lease-related data (not just accounting data) should be readily available to make reporting disclosures as simple and easy as possible. Most companies will spend the next year or two using lease-accounting processes that are mostly manual and that are supported by masses of spreadsheets. All corporations must recognize that this approach imposes heavier-than-necessary workloads on their accounting departments. Software is the answer. But selecting the right software to manage leases and handle their accounting is likely to be a challenge. There are many choices already and more will become available. Corporations that have reporting requirements under both US-GAAP and IFRS standards will need software that handles both because they are different. Some will find that the existing lease-management software used by the real estate department doesn’t adequately serve the needs of their accountants. ERP systems may be able to manage the accounting aspects of the process but may not be adequate for lease management or for easily collecting and updating non-financial lease data necessary for measuring the value of the lease. As a starting point, I recommend that corporations focus on two objectives in formulating their approach to lease accounting and the software they use to manage the process. They should ensure that they can easily collect, retain and report all the data necessary for lease accounting. And because the process is cross-functional, they should balance the potentially competing needs of the participants in lease management and accounting processes. Regards, Robert Kugel SVP &amp; Research Director To read more perspectives by Rob, visit https://robertkugel.ventanaresearch.com/", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/vr_ss21_errors_in_spreadsheets_updated2-1.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": "Welcome to the Age of Robotic Finance", "mainEntityOfPage": "https://blog.isg-research.net/welcome-to-the-age-of-robotic-finance-1", "datePublished": "29/12/2017", "dateModified": "29/12/2017", "articleBody": "For several years, I’ve commented on a range of emerging technologies that will have a profound impact on white-collar work in the coming decade. I’ve now coined the term “Robotic finance” to describe this emerging focus, which includes four key areas of technology: Artificial intelligence (AI) and machine learning (ML), robotic process automation (RPA), bots utilizing natural language processing, and blockchain distributed ledger technology (DLT), each of which I describe below. Robotic finance will have a disproportionate impact on finance and accounting departments: I estimate that adoption of these technologies potentially will eliminate one-third of the accounting department’s workload within a decade. How quickly and exactly in what way a department adopts robotic finance technologies will impact the effectiveness of its CFO and the finance organization. Used appropriately, they will reduce the risk of misstatements and errors in financial statements and provide senior executives and the board with greater visibility into the health of – and the prospects for – the company. These technologies also will increase the efficiency of the finance department. For these reasons, corporate boards and their audit committees must monitor the planning for the adoption of these technologies. Yet even with this oversight there’s a reason to be concerned that the digital finance department will emerge far more slowly than it should. Here’s the reason for my concern: In most companies, organizational inertia will slow adoption of new technologies with the familiar phrase, “We’ve always done it this way.” Our Office of Finance benchmark research finds that most finance departments fit the stereotype of a reactive organization. Just 10 percent of the departments participating in the research had sufficient competence across people, process, information and technology dimensions to qualify as innovative performers – the highest level of competence and effectiveness in our assessment. By contrast, 51 percent were at the lowest tactical level. Automation clearly accelerates the accounting close. Yet our data shows that most finance departments have been slow to change, especially in adopting new technology. This reluctance persists despite the demonstrated ability of technology to improve departmental performance. For instance, our research shows that most (71%) companies that apply a substantial degree of automation to their close process can close their books within six business days compared to only 23 percent of those that apply little or none. Despite a quarter-century of agreement on the desirability of closing the books within a business week, the research finds that only 40 percent of companies complete the process within six business days. One likely reason why this is the case is that just 12 percent of companies have applied a substantial degree of automation to the process while 37 percent use little or none. The four technologies noted above will have the greatest impact on restructuring the work performed by the Office of Finance. These will expand the scope of automation available to free individuals from having to perform rote repetitive tasks. They will streamline and standardize processes and procedures by having systems recommend courses of action. They will support data integrity, ensuring accuracy and eliminating the need for checks and reconciliations. They will strengthen governance and control, thereby facilitating audits. The main components of robotic finance are: Artificial intelligence and machine learning: Machine learning involves the application of data-science-derived algorithms that create the capability to “learn” and therefore improve results as more data and outcomes are observed. Artificial intelligence applies machine learning algorithms, often in a way that mimics how a human might respond to or manage a process. Combined, the two make it possible for computer systems to adapt to the needs of an organization without requiring a custom deployment process that results in a rigid implementation. Cognitive computing or cognitive systems are related to AI and ML but include a greater ability to work with unstructured data types such as text, speech, audio, static images and video. Artificial intelligence and machine learning are receiving a great deal of attention and a wide range of software vendors have been jumping on this bandwagon. The rush is warranted – because accounting is a rules-driven process demanding accuracy and consistency, AI systems will be able to automate large amounts of departmental work accurately and consistently, meaning professionals will be able to manage their operations by exception. Some applications of AI and ML such as invoice matching are already in use. Other routine accounting processes such as the automated end-to-end processing of common transactions from order to cash could be mainstream within five years, along with more rigorous testing of forecasts to identify key vulnerabilities in assumptions. So could automating what-if analyses based on historic norms as well as outlier cases to present a more analytically sound range of outcomes than the traditional base-upside-conservative triad. By 2025 some larger companies will be able to have a “first look” statutory consolidation that is more comprehensive than a soft close while falling short of a final close. Robotic process automation: In their simplest form, “robots” (actually, computer software) can automate a wide range of rote activities currently handled by individuals, for example, collecting data from multiple systems or spreadsheets and entering it into another system. Algorithmic RPA systems are more sophisticated in that they perform some analysis to determine what to do next. For example, RPA can perform some ratio analysis and choose one of five courses of action based on the result, or determine if two values are close enough that the difference isn’t material. The system, not an individual, does what people spend an awful lot of their time doing every day: making simple judgments that most of the time could be done by a machine. RPA is underutilized by finance and accounting organizations and can be used to support a continuous accounting methodology. Bots and natural language processing: A bot is an application that performs an automated task, such as handling a simple customer inquiry or searching for information. Bots that have natural language processing (NLP) capabilities facilitate human interactions with information systems by allowing users to search and ask questions using everyday written or, increasingly, spoken language. Applied to finance and accounting tasks, bots can, for example, simplify the work of clerks by finding invoices or customer master records, or provide advice on how to book certain transactions. They can give executives insights about their business without their having to do a lot of clicking around. Most software vendors have on their development roadmaps bots that use NLP. These are part of a broader trend to enhance the user experience and improve productivity. Today, the scope of capabilities of bots is relatively narrow but will widen as machine learning capabilities grow and the systems are able to deal with greater complexity and ambiguity. Blockchain Distributed Ledger Technology: Even as the uses of blockchains in commerce and government are multiplying, it’s still necessary to emphasize that blockchains don’t have to be about bitcoin and other cryptocurrencies. A year ago, I published a research note about the business potential of blockchain DLT. Increasingly people are recognizing that blockchains have substantial potential to facilitate a wide range of transactions that have nothing to do with cryptocurrencies. One key difference between blockchains designed for cryptocurrencies and those for commercial and most other purposes is that the former are unpermissioned. These have the advantage of requiring no access control and allow participants to be entirely anonymous while facilitating secure transactions that are immutable (that is, it would be extremely difficult for anyone to alter the record). On the other hand, commercial blockchains are almost always permissioned because participants are discoverable and bad actors can be sanctioned or banished. Moreover, currently permissioned blockchains also can process transactions faster with greater throughput than unpermissioned ones. One broad application of blockchain distributed ledger technology (DLT) is in “smart contracts.” These self-executing contracts have the terms of the agreement between buyer and seller written directly into lines of code that are stored in a distributed, decentralized blockchain network. Such smart contracts can replace letters of credit used in trade finance. The technology also can be applied to much of the commerce that is now handled using proprietary electronic data interchange (EDI) services. Unlike proprietary EDI networks, it’s likely that that smart contract services will be offered free or at a nominal cost. If so, use of blockchain-supported smart contracts will expand as companies are able to publish and subscribe to multiple permissioned blockchains, providing them with increased flexibility and visibility into their markets. Smart contracts can increase a company’s efficiency by automating routine purchases and sales end-to-end as well as the associated documentation and accounting. Blockchains are highly versatile, lending themselves to applications beyond smart contracts. There already is a wide range of use cases. It’s useful to think of blockchain DLT as a blank canvas that can serve as a machine-to-machine universal data connector for business-to-business transactions. For instance, in many countries financial institutions are required to follow “know your customer” protocols in setting up accounts, which is time-consuming and expensive. Moreover, having collected their customers’ personal data, banks are in danger of having this information hacked. It would be better if financial institutions could reference personal data from a blockchain distributed ledger of trusted identities. Individuals would own and control their personal data, keeping it more secure and saving institutions and themselves considerable time and effort in establishing an account. Cargill recently experimented with a food provenance blockchain that provides consumers with information about where the turkey they purchased was raised and how it got to their table, including photos as well as comments from the farmers. The age of robotic finance is upon us. The technology is already in use but has considerable room for growth in capabilities and ease of use. Finance organizations will find that these technologies will enable them to realize the longstanding objective of becoming primarily a forward-looking engaged advisor to the rest of the organization. Of course, CFOs will need to cast a skeptical eye to claims by visionaries and vendors. But they also should recall the example of the internet, which went from nothing to a pervasive part of commerce and enterprise computing in a few short years. At the very least, they will do well to be prepared to be fast followers as these technologies evolve rapidly and demonstrate practical value. Come learn more at my 2018 webcast On January 18th at 11am PDT called Robotic Finance. Register Now. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/vr_Office_of_Finance_27_finance_lags_innovation%281%29.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": "Kinaxis Kinexions Advances Supply Chain Value for Customers", "mainEntityOfPage": "https://blog.isg-research.net/kinaxis-kinexions-advances-supply-chain-value-for-customers-1", "datePublished": "23/11/2017", "dateModified": "23/11/2017", "articleBody": "From my perspective, supply chain management (SCM) and sales and operations planning (S&amp;OP) are two of the most underappreciated disciplines of modern corporate management. Properly applied, they can improve performance and competitiveness by increasing customer satisfaction and reducing costs. A combination of more capable information technology with advances in operations research and analytics has made managing supply and demand chains potentially more impactful by making them more flexible and adaptable to market conditions. Consequently, companies can enhance profitability, reduce working capital and improve customer satisfaction by providing more reliable service. Two trends that have evolved over the last several decades have contributed to increasing the value of supply chain management and S&amp;OP. More agile and accurate management of supply chains has become more important because corporations worldwide have become less vertically integrated and therefore more dependent on suppliers. The second is globalization: Compared to 20 years ago, corporations are sourcing products and services from global suppliers and selling to customers around the world. Longer supply and demand chains are more difficult to manage with agility and accuracy. Yet it’s been our observation that, with limited exceptions, executives are lagging in their understanding of the performance improvements that are possible using SCM and S&amp;OP software. A recent event shed some useful light on how this might be done. Kinaxis, a vendor of cloud-based SCM and S&amp;OP software, recently held its annual user conference, Kinexions. The event was notable for its focus on helping the company’s customers improve their supply chain execution and S&amp;OP. Its RapidResponse software enables companies to manage complex, multi-tier supply and demand chains more effectively. Using it, organizations potentially can react faster with greater intelligence to changes in market dynamics and have more immediate visibility into the condition of their supply chain. It also enables organizations to quickly create and evaluate scenarios either for planning purposes or to assess different courses of action in response to market changes. This might include the need to allocate available inventory to preferred customers when supply disruptions due to weather or natural disasters occur or to locate additional sources of supply. RapidResponse’s differentiations are its ability to handle the most complex supply chain structures and its flexibility to adapt to a company’s business requirements. The keynote addresses of software companies usually are heavy with lists of product enhancements. RapidResponse is both a mature product and one that is continually refined to offer measurable improvements in supply chain execution. While product enhancements certainly were covered, most of the break-out sessions were customer presentations detailing their use of RapidResponse to implement new supply chain management capabilities. Many of these sessions covered ways to overcome organizational inertia and other obstacles that can impede progress. Shortly before the event Kinaxis announced the availability of its expanded Integration Platform for RapidResponse. This is designed to simplify the integration of data from internal and external business systems including, for example, ERP systems, data stores, warehouse management systems, trading partner sources and external data collected through robotic process automation systems. Our research finds that such systems improve the quality of planning processes: 66 percent of companies that directly link information used in their planning processes have a process that works well or very well compared to 40 percent that rely on manual copying and 25 percent that have no links. RapidResponse has evolved over the years to support some of the most sophisticated SCM and S&amp;OP techniques and processes. For example, the same enhancements in computation power and advanced algorithms that enable a machine to beat a chess grandmaster also make it possible to perform concurrent supply-chain planning. Concurrent planning, now available in RapidResponse, eliminates virtually all the latency in arriving at a solution that can be found, for example, in cascading planning, where each echelon of a chain is calculated serially. Since in cascading planning the steps are computed individually and each is dependent on the results of the previous work, the process can take substantial time to complete. And several iterations of a calculated plan may be necessary to arrive at a workable solution if there are constraints that must be considered, even if they are not explicitly modeled. For this reason, optimization in complex supply and demand chains often will involve some degree of human judgment. Because it makes it possible to see the impact of multiple options quickly, concurrent planning provides a time frame in which organizations can have a dialog about which option is best. Being able to have a data-driven dialog about potential outcomes improves a company’s ability to plan collaboratively across business units and departments. A lack of coordination between functional and geographical company silos results in inefficient inventory control, with too much of some and too few of other items, which raises the cost of goods sold, slows inventory turns, increases accounts receivable and has a negative impact on customer satisfaction and competitiveness. Our Next-Generation Business Planning research confirms that effective collaboration is important for a well-executed planning process: nearly (85%) of companies that collaborate effectively or very effectively have a planning process that is managed well compared to just 11 percent of companies that do not collaborate effectively or at all. No user conference today would be complete without a discussion of artificial intelligence (AI) and machine learning (ML). Kinaxis’s vision is a system of automated – not artificial – intelligence that enables a self-healing supply chain. Self-healing means that events that require some intervention to, say, cancel, delay or accelerate supplier orders will be done automatically. Kinaxis recognizes that the complexity of the analyses necessary to address its customers’ thorniest issues will impose near-term limitations of what AI and ML can achieve, and so suggests the greatest impact of these technologies’ will be on enhancing supply chain managers’ productivity and effectiveness by automating routine decisions. The Internet of Things (IoT) also fits into this picture – for example, by extending the ability of the supply chain management system to sense the position, movement and condition of items in the supply chain in real time. With this capability, the systems will be able to react appropriately without human intervention. For example, if out-of-tolerance temperatures or g-forces are experienced by a container in transit, a replacement order workflow could be kicked off, the inventory impact would be calculated and adjustments to manufacturing and supply chain plans would be made, all automatically. Our research finds that a large majority of organizations have challenges doing supply chain- and sales and operations planning. One significant issue is visibility into supply chains. Just 11 percent of companies can drill down into the underlying details of their supply chain data to be able to better understand the why behind the what. Only 29 percent of companies can explore all relevant scenarios in developing a supply chain plan. Just 33 percent say their S&amp;OP plans remain relevant throughout the planning period. Those doing supply chain planning and management as well as S&amp;OP face an interrelated set of people, process, data and software issues. For instance, more than half of the participants in our research said that the executives in their companies do not communicate supply chain planning requirements well. And more than half (53%) of those involved in a company’s supply chain planning are dissatisfied with the process. One likely reason for these issues is that companies rely heavily on spreadsheets to manage their supply chain planning (80% of participants) and S&amp;OP (75%). Desktop spreadsheets are not suited to the task of managing even modestly complex supply and demand chains. The market for supply chain planning and S&amp;OP software is crowded. Kinaxis competes with, among others, Anaplan, E2Open (Steelwedge), JDA Software, John Galt Solutions, Logility, Oracle, River Logic, and SAP. In this crowded space, Kinaxis competes on its ability to tackle demanding and difficult supply chain planning and management environments. Larger companies with complex and extended supply chains should periodically assess whether they can improve their performance with more effective software for supply chain planning or S&amp;OP. I recommend that they include Kinaxis in that evaluation. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/vr_NGBP_02_integrated_planning_works_better_update%281%29.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": "Country-by-Country Reporting Challenges Tax Departments", "mainEntityOfPage": "https://blog.isg-research.net/country-by-country-reporting-challenges-tax-departments", "datePublished": "06/11/2017", "dateModified": "06/11/2017", "articleBody": "In 2013, the Organization for Economic Cooperation and Development (OECD) published a report titled “Action Plan on Base Erosion and Profit Shifting” (commonly referred to as “BEPS”), which describes the challenges national governments face in enforcing taxation in an increasingly global environment with a growing share of digital commerce. Country-by-country (CbC) Reporting has developed in response to the concerns raised in the report. To date, 65 countries (including all members of the European Union but not the United States) are signatories of the multilateral competent authority agreement establishing CbC reporting. Large multinational companies – ones with sales of 750 million euros or more – are now required to report a consistent set of financial and operating data to the tax authorities in the signatory countries in which they operate. This reporting is designed to give national tax authorities better visibility into each company’s relevant data to enable them to assess the adequacy of their tax payments. This includes revenue, income, cash taxes paid and taxes accrued, employment, capital, retained earnings, tangible assets and activities. CbC reporting is challenging larger multinational companies because of its requirement for unprecedented transparency and disclosure. Finance and tax departments will be better able to face CbC challenges using dedicated tax software and a tax data warehouse of record. The latter recasts of all of a corporation’s tax-relevant financial data in a tax-centric way. This is necessary because tax accounting exists in a parallel universe to financial and management accounting. Tax authorities are concerned that multinationals have been using artificial albeit legal means to avoid paying their fair share of taxes (“fair” is a fuzzy term, of course). Governments want to be able to pierce the corporate veil, so to speak, to be able to use some objective data to prevent this avoidance. In other words, they are hoping that CbC disclosures will result in higher tax payments. However, they may be disappointed. One reason why the pickings may be considerably slimmer than countries suppose is U.S. tax reform. The largest share of large multinationals is headquartered in the United States, and many of those trade in intellectual property (IP). The ethereal nature of IP makes it harder to pin down how much economic value is created within a given legal entity. Because of this, these companies have found it possible – and profitable – to shift a considerable amount of income to low-tax countries. If the United States reduces its corporate tax rate substantially, many of the tax-management schemes now in use will cease to have value because income will be recognized in legal entities domiciled in the U.S. Amidst all this turmoil and potential for change, large multinationals are recognizing that they need to manage their tax reporting to host countries more carefully. There’s a real danger that country-by-country reporting will expose them to reputational and financial risk even if they follow the letter of the law. These companies will need to be transparent and consistent in what they report to local tax collectors. Senior executives, country managers and boards of directors will need to review in advance the data that will be disclosed. Corporations may find there are trade-offs to consider in their income and tax structures. To do all of this consistently and well, they must have information systems to make their tax compliance efficient, consistent, transparent and reliable. In theory, a corporation that pays its legally mandated taxes should have nothing to fear from CbC reporting. However, despite organizations’ best efforts to keep tax-related data confidential, it’s likely that there will be leaks that have the potential for reputation damage. This is particularly true if politicians or activists in countries leak selective information. Governments might want to do this to extract additional revenue from the company. Activists or opposition parties might use it to embarrass their government. Beyond the simple cases, what constitutes the right amount of income can be complex, especially when a corporation’s total tax payments are considered. One of the most important things companies operating in multiple tax jurisdictions can do is be certain that the data that they present to each country is consistent and optimized for the optics of country-by-country reporting. In my view, that means having a “single version of truth” – an authoritative data source – from which it prepares individual country income tax calculations as well as its CbC reports. They also need the ability to build a defensible allocation of their worldwide income, tax and operational data. The needs for both the authoritative data source and the ability to optimize the allocation of reported income means having the right technology to manage what amounts to a large and complex data set as well as the right technology for analyzing it. That technology is not the desktop spreadsheets that most corporate tax department use. Technology can play an important role in reducing risk associated with CbC reporting. Our Office of Finance benchmark research found that almost all (90%) of midsize and larger companies use desktop spreadsheets for the tax calculations and provision in their tax departments; 52 percent use them exclusively. One important reason they use spreadsheets is to recast and record statutory financial data to make it relevant for tax analysis and provisioning. Not only is this process time-consuming, it’s a substantial source of calculation risk and increases the likelihood that the company presents an inconsistent set of numbers for CbC reporting. Working from a tax database of record ensures consistency and can provide management and the board of directors greater visibility and transparency into the company’s tax process and positions. To the extent that tax accountants can cut the time they spend wrangling spreadsheets, they can be doing more analysis and optimization of their tax provision and tax positions. They would be able to spend more time advising the CFO, CEO and their board on strategies for tax compliance to minimize tax expense while limiting the risk of non-compliance and the potential for reputational risk. Being well prepared to defend the taxes the company is paying to countries in which it operates ought to be a priority for CFOs. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/vr_Office_of_Finance_15_tax_depts_and_spreadsheets_updated-2.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> <!--[if lte IE 8]> <script charset="utf-8" src="https://js.hsforms.net/forms/v2-legacy.js"></script> <![endif]--> <script data-hs-allowed="true" src="/_hcms/forms/v2.js"></script> <script data-hs-allowed="true"> var options = { portalId: '2035844', formId: 'fa276fc9-9a16-4673-a644-1fcbedcc3c24', formInstanceId: '264', pageId: '3884418273', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "daadfc7672048786293dbe53796bbfa2", css: '', target: '#hs_form_target_module_1552944263900179', contentType: "listing-page", formsBaseUrl: '/_hcms/forms/', formData: { cssClass: 'hs-form stacked hs-custom-form' } }; 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