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Mark Smith's Analyst Perspectives | Sustainability

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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 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/streaming-and-events" class="minimal-mobile-menu-link"><span>Streaming &amp; Events</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu 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AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/mlops" class="minimal-mobile-menu-link"><span>Machine Learning Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link"><span>Model Building &amp; Large Language Models</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link"><span>Natural Language Processing</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link"><span>Customer Experience</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link"><span>Agent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link"><span>Contact Center</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link"><span>Customer Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link"><span>Field Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link"><span>Intelligent Self-Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link"><span>Voice of the Customer</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link"><span>Digital Business</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link"><span>Digital Applications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link"><span>Digital Communications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link"><span>Digital Intelligence</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link"><span>Digital Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link"><span>Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link"><span>Generative AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link"><span>Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link"><span>Sustainability &amp; ESG</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link"><span>Work Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link"><span>Digital Technology</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link"><span>Business Continuity</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link"><span>Cloud Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link"><span>DevOps and Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link"><span>Digital Security</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link"><span>Intelligent Automation</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link"><span>IoT and Edge Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link"><span>ITOps</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link"><span>IT Service Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link"><span>Observability</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link"><span>Human Capital Management</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link"><span>Employee Experience</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link"><span>Learning Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link"><span>Payroll Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link"><span>Talent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link"><span>Total Compensation Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link"><span>Workforce Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link"><span>Marketing</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link"><span>Customer Data Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link"><span>Digital Experience Platform</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link"><span>Digital Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link"><span>Intelligent Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link"><span>Marketing Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link"><span>Product Experience Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link"><span>Office of Finance</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link"><span>Business Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link"><span>Digital Finance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link"><span>ERP &amp; Continuous Accounting</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link"><span>Consolidate &amp; Close Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link"><span>Procure-to-Pay</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link"><span>Order-to-Cash</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link"><span>Office of Revenue</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link"><span>Digital Commerce</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link"><span>Partner Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link"><span>Revenue Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link"><span>Revenue Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link"><span>Sales Engagement</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link"><span>Subscription Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link"><span>Operations &amp; Supply Chain</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link"><span>Continuous Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link"><span>Continuous Supply Chain &amp; ERP</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link"><span>Product Information Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link"><span>Property Technology</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link"><span>Supplier Relationship Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link"><span>Sustainability Management</span></a></span> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link"><span>Industries</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link"><span>Automotive</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link"><span>Banking</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link"><span>Consumer Products</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link"><span>Financial Services</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link"><span>Food &amp; Beverage</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link"><span>Healthcare</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link"><span>Hospitality</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link"><span>Insurance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link"><span>Manufacturing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link"><span>Media &amp; Entertainment</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link"><span>Real Estate</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link"><span>Retail</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link"><span>Research</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link"><span>Market Agendas</span></a></span> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Analyst Perspectives</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>David Menninger</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a 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 href="https://marksmith.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Mark Smith</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://mattaslett.isg-research.net" class="minimal-mobile-menu-link"><span>Matt Aslett</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://matthewbrown.isg-research.net" class="minimal-mobile-menu-link"><span>Matthew Brown</span></a></span> </li> <li 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background-position:50%; background-repeat:no-repeat; background-image:url(https://marksmith.isg-research.net/hubfs/_images/_backgrounds_expertise/2024_VR_Digital_Business_Expertise_Image_AdobeStock_288623293_1200px.jpg); "> <!-- <div class="custom-banner" style="background-image: -moz-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: -webkit-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: -ms-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url('');"> <div class="custom-banner-content"> <h1><img class="analyst-header-photo" src="https://jefforr.isg-research.net/hubfs/_images/_team/profile_vr_jeff_orr_circle_292x292.png" style="padding: 10px; "><br>Mark Smith's Analyst Perspectives</h1> </div> </div> --> <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section"> <img class="analyst-header-photo" src="https://marksmith.isg-research.net/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png" style="padding: 10px; "> <br> <h1 class="analyst-header-title">Mark Smith's Analyst Perspectives</h1> <!-- <h1><span id="hs_cos_wrapper_name" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="text" >Mark Smith</span>123tests</h1>--> </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <div> <!-- class="blog-index" --> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://marksmith.isg-research.net/marksmith-blog/2013/08/31/ventana-research-technology-innovation-awards-are-more-than-cool">Ventana Research Technology Innovation Awards Are More Than Cool</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">31 August 2013 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=200&amp;name=2013_tech_innovation_award-1.png" width="200" !important: srcset="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=100&amp;name=2013_tech_innovation_award-1.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=200&amp;name=2013_tech_innovation_award-1.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=300&amp;name=2013_tech_innovation_award-1.png 300w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=400&amp;name=2013_tech_innovation_award-1.png 400w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=500&amp;name=2013_tech_innovation_award-1.png 500w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/2013_tech_innovation_award-1.png?width=600&amp;name=2013_tech_innovation_award-1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>In the realm of technology that matters for business and IT, our firm as part of our responsibility continually assesses the latest technology and how it can impact organizations’ efficiency and effectiveness.&nbsp;<a href="//www.ventanaresearch.com/bti" target="_blank">Our benchmark research in technology innovation</a>&nbsp;found that 87% of participants indicated the importance of increasing the organization’s value through technology innovation. Every year we take our knowledge from research and technology briefings to focus on our&nbsp;<a href="//www.ventanaresearch.com/Innovationawards/" target="_blank">Technology Innovation Awards</a></p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2013/08/31/ventana-research-technology-innovation-awards-are-more-than-cool"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/datameer">Datameer</a>, <a href="https://marksmith.isg-research.net/topic/mobile">Mobile</a>, <a href="https://marksmith.isg-research.net/topic/sales">Sales</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/customer">Customer</a>, <a href="https://marksmith.isg-research.net/topic/esri">ESRI</a>, <a href="https://marksmith.isg-research.net/topic/globoforce">Globoforce</a>, <a href="https://marksmith.isg-research.net/topic/grc">GRC</a>, <a href="https://marksmith.isg-research.net/topic/hcm">HCM</a>, <a href="https://marksmith.isg-research.net/topic/kronos">Kronos</a>, <a href="https://marksmith.isg-research.net/topic/kyriba">Kyriba</a>, <a href="https://marksmith.isg-research.net/topic/location-analytics">Location Analytics</a>, <a href="https://marksmith.isg-research.net/topic/marketing">Marketing</a>, <a href="https://marksmith.isg-research.net/topic/netbase">NetBase</a>, <a href="https://marksmith.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/overall-operational-leadership">Overall Operational Leadership</a>, <a href="https://marksmith.isg-research.net/topic/peoplefluent">Peoplefluent</a>, <a href="https://marksmith.isg-research.net/topic/planview">Planview</a>, <a href="https://marksmith.isg-research.net/topic/sqlstream">SQLstream</a>, <a href="https://marksmith.isg-research.net/topic/vmware">VMWare</a>, <a href="https://marksmith.isg-research.net/topic/vpi">VPI</a>, <a href="https://marksmith.isg-research.net/topic/it-analytics-performance">IT Analytics &amp; Performance</a>, <a href="https://marksmith.isg-research.net/topic/analytics">Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cio">CIO</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/collaboration">Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/hortonworks">Hortonworks</a>, <a href="https://marksmith.isg-research.net/topic/ibm">IBM</a>, <a href="https://marksmith.isg-research.net/topic/informatica">Informatica</a>, <a href="https://marksmith.isg-research.net/topic/information-builders">Information Builders</a>, <a href="https://marksmith.isg-research.net/topic/information-management">Information Management</a>, <a href="https://marksmith.isg-research.net/topic/information-technology">Information Technology</a>, <a href="https://marksmith.isg-research.net/topic/kxen">KXEN</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/oracle">Oracle</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/contact-center">Contact Center</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/datawatch">Datawatch</a>, <a href="https://marksmith.isg-research.net/topic/financial-management">Financial Management</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/information-optimization">Information Optimization</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/johnson-controls-panoptix">Johnson Controls Panoptix</a>, <a href="https://marksmith.isg-research.net/topic/roambi">Roambi</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/service-supply-chain">Service &amp; Supply Chain</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/upstream-works">Upstream Works</a>, <a href="https://marksmith.isg-research.net/topic/vertex">Vertex</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://marksmith.isg-research.net/topic/xactly">Xactly</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://marksmith.isg-research.net/2013/01/04/happy-new-year-build-on-foundation-of-lessons-learned-in-2012">Happy New Year: Build on Foundation of Lessons Learned in 2012</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">04 January 2013 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <p>Happy New Year to all my readers and followers. I hope everyone has gotten some rest and is ready for a great 2013. 2012 was a busy year in which we saw a critical inflection point, where an elevated focus on new methods and innovative technological approaches such as big data, business analytics, business and social collaboration, cloud computing, mobile technology and social media become part of the mainstream business and IT dialogue. These technologies are beginning to be part of or...</p> </div> <a href="https://marksmith.isg-research.net/2013/01/04/happy-new-year-build-on-foundation-of-lessons-learned-in-2012"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/market-research">Market Research</a>, <a href="https://marksmith.isg-research.net/topic/mobile-technology">Mobile Technology</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/social-collaboration">Social Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cio">CIO</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/technology">Technology</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/08/23/the-stupidity-of-kpis-in-business-analytics">The Stupidity of KPIs in Business Analytics</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">23 August 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <p>In my last rant, on business analytics and&nbsp;<a href="//marksmith.ventanaresearch.com/2012/08/21/the-pathetic-state-of-dashboards/" target="_blank">the pathetic state of dashboards</a>, I pointed out significant flaws in business intelligence software created by technology providers and in how it is being deployed by business and IT. Now I want to follow up with some insight on disconnects to a critical asset that is essential to the success of business analytics. I mean key performance indicators (KPIs), a term used in inaccurate ways that have diminished the value of the concept for business.</p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/08/23/the-stupidity-of-kpis-in-business-analytics"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/07/27/workforce-software-focuses-on-effective-and-efficient-workforces">WorkForce Software Focuses on Effective and Efficient Workforces</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">27 July 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <p>Our&nbsp;<a href="//marksmith.ventanaresearch.com/2012/03/09/human-capital-management-research-and-educational-agenda-for-2012/" target="_blank">research agenda for 2012 in human capital management</a>&nbsp;outlined the importance of workforce management for all organizations. One provider, WorkForce Software, provides systems that support scheduling, time and attendance, leave and absence and fatigue management. As I noted in&nbsp;<a href="//marksmith.ventanaresearch.com/2011/09/22/workforce-software-can-simplify-managers-and-workers-lives/" target="_blank">my last analysis on WorkForce Software</a>, the company’s focus on the fatigue aspect of workforce management, especially in white-collar environments such as transportation, utilities and healthcare, has provided them...</p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/07/27/workforce-software-focuses-on-effective-and-efficient-workforces"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/sap">SAP</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/other">Other</a>, <a href="https://marksmith.isg-research.net/topic/successfactors">SuccessFactors</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/html5">HTML5</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/time-attendance">Time &amp; Attendance</a>, <a href="https://marksmith.isg-research.net/topic/workforce-management">Workforce Management</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/2012/06/27/globoforce-engages-employees-with-social-recognition">Globoforce Engages Employees with Social Recognition</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">27 June 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=200&amp;name=vr_socialcollab_collaboration_usage_policy2.png" width="200" !important: srcset="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=100&amp;name=vr_socialcollab_collaboration_usage_policy2.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=200&amp;name=vr_socialcollab_collaboration_usage_policy2.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=300&amp;name=vr_socialcollab_collaboration_usage_policy2.png 300w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=400&amp;name=vr_socialcollab_collaboration_usage_policy2.png 400w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=500&amp;name=vr_socialcollab_collaboration_usage_policy2.png 500w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png?width=600&amp;name=vr_socialcollab_collaboration_usage_policy2.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The use of social collaboration to support human capital management is increasing as the need to engage talent becomes a higher priority in organizations. In particular, those that have a growing population of workers from the millennial generation see social media as a primary means of communication. Social collaboration is growing in acceptance – 58 percent of organizations now permit it, according to <a href="//www.ventanaresearch.com/socialhcm" target="_blank"><span style="text-decoration: underline;">our benchmark research on social collaboration and human capital management</span></a> (HCM). For many...</p> </div> <a href="https://marksmith.isg-research.net/2012/06/27/globoforce-engages-employees-with-social-recognition"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/globoforce">Globoforce</a>, <a href="https://marksmith.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/social-collaboration">Social Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/social-recognition">Social Recognition</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/2012/06/27/784">Get Sales Applications That Make You Smarter and More Engaged</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">27 June 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=200&amp;name=vr_sales_application_priorities-2.png" width="200" !important: srcset="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=100&amp;name=vr_sales_application_priorities-2.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=200&amp;name=vr_sales_application_priorities-2.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=300&amp;name=vr_sales_application_priorities-2.png 300w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=400&amp;name=vr_sales_application_priorities-2.png 400w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=500&amp;name=vr_sales_application_priorities-2.png 500w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_sales_application_priorities-2.png?width=600&amp;name=vr_sales_application_priorities-2.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>It’s clear that sales organizations need to be efficient, but many are unaware of critical applications they could deploy to establish sales excellence. In my recent analysis, “<a href="//marksmith.ventanaresearch.com/2012/05/10/sales-organizations-need-a-swift-technology-kick/" target="_blank">Sales Organizations Need a Swift Technology Kick</a>”, I outlined why sales departments have to look beyond using sales force automation (SFA) and spreadsheets andexamine dedicated applications for improving productivity and effectiveness.&nbsp;<a href="//www.ventanaresearch.com/spm" target="_blank">Our benchmark research in sales applications</a> found a new set of application priorities...</p> </div> <a href="https://marksmith.isg-research.net/2012/06/27/784"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/sales">Sales</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-forecasting">Sales Forecasting</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/sfa">SFA</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/06/06/information-builders-advances-business-analytics-and-big-data">Information Builders Advances Business Analytics and Big Data</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">06 June 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=200&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png" width="200" !important: srcset="https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=100&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=200&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=300&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 300w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=400&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 400w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=500&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 500w, https://marksmith.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png?width=600&amp;name=vr_bigdata_benefits_of_big_data_technologies-7.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>More than 1,000 people attended the 32nd annual Information Builders Summit conference this week to learn about the company’s advances in big data, business analytics, cloud computing, mobile technology and social media, which CEO and founder Gerald Cohen <a href="http://www.informationbuilders.com/news/press/release/12848" target="_blank"><span style="text-decoration: underline;">announced</span></a>&nbsp;and demonstrated during his keynote address. With <a href="http://www.informationbuilders.com/products/webfocus" target="_blank"><span style="text-decoration: underline;">WebFOCUS version 8</span></a>, Information Builders has made significant strides in a range of technology areas to support analytics and visualization since <a href="//marksmith.ventanaresearch.com/2011/06/17/information-builders-advances-business-intelligence-for-smartphones-and-tablets/" target="_blank"><span style="text-decoration: underline;">my analysis after last year’s...</span></a></p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/06/06/information-builders-advances-business-analytics-and-big-data"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/mobile">Mobile</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/analytics">Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/information-management">Information Management</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/search">Search</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/05/04/peoplefluent-advances-social-collaboration-and-learning-with-socialtext">Peoplefluent Advances Social Collaboration and Learning with Socialtext</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">04 May 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <p>This week&nbsp;<a href="http://www.peoplefluent.com/about/news/press-releases/peoplefluent-makes-leadership-investment-socialtext" target="_blank">Peoplefluent announced that it has invested</a>&nbsp;in&nbsp;<a href="http://www.socialtext.com" target="_blank">Socialtext</a>, a company that provides social collaboration software at the enterprise level. With this strategic investment Bedford Funding, the private equity firm that owns Peoplefluent, is the direct beneficiary. Peoplefluent will extend Socialtext into the human capital management market while continuing to let the company meet the broader market interest in its offering. Peoplefluent has moved quickly to make this&nbsp;<a href="http://www.peoplefluent.com/solutions/connect" target="_blank">application and...</a></p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/05/04/peoplefluent-advances-social-collaboration-and-learning-with-socialtext"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://marksmith.isg-research.net/topic/lms">LMS</a>, <a href="https://marksmith.isg-research.net/topic/peoplefluent">Peoplefluent</a>, <a href="https://marksmith.isg-research.net/topic/performance">Performance</a>, <a href="https://marksmith.isg-research.net/topic/recruiting">Recruiting</a>, <a href="https://marksmith.isg-research.net/topic/research">Research</a>, <a href="https://marksmith.isg-research.net/topic/socialtext">SocialText</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/mobility">Mobility</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/compensation">Compensation</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/hr">HR</a>, <a href="https://marksmith.isg-research.net/topic/hrms">HRMS</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/talent-management">Talent Management</a>, <a href="https://marksmith.isg-research.net/topic/workforce-analytics">Workforce Analytics</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/05/04/workday-16-brings-simplicity-and-mobility-to-human-capital-management">Workday 16 Brings Simplicity and Mobility to Human Capital Management</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">04 May 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <p>Competition in the human capital management market rages on, with application suppliers racing to provide sophisticated applications that operate in the cloud. Cloud computing is a key factor in advancing human capital management, included in our<a href="//marksmith.ventanaresearch.com/2012/03/09/human-capital-management-research-and-educational-agenda-for-2012/" target="_blank">&nbsp;research agenda</a>&nbsp;for this area, along with analytics, collaboration, mobility and social media.</p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/05/04/workday-16-brings-simplicity-and-mobility-to-human-capital-management"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/sap">SAP</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/human-capital-management">Human Capital Management</a>, <a href="https://marksmith.isg-research.net/topic/lms">LMS</a>, <a href="https://marksmith.isg-research.net/topic/performance">Performance</a>, <a href="https://marksmith.isg-research.net/topic/recruiting">Recruiting</a>, <a href="https://marksmith.isg-research.net/topic/research">Research</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/mobility">Mobility</a>, <a href="https://marksmith.isg-research.net/topic/oracle">Oracle</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/compensation">Compensation</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/hr">HR</a>, <a href="https://marksmith.isg-research.net/topic/hrms">HRMS</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/talent-management">Talent Management</a>, <a href="https://marksmith.isg-research.net/topic/workday">Workday</a>, <a href="https://marksmith.isg-research.net/topic/workforce-analytics">Workforce Analytics</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</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://marksmith.isg-research.net/marksmith-blog/2012/04/26/ibm-makes-big-data-deal-for-vivisimo-and-supports-cloudera-hadoop">IBM Makes Big Data Deal for Vivisimo and Supports Cloudera Hadoop</a></h2> <div class="author-meta"> Posted by <a href="https://marksmith.isg-research.net/author/mark-smith"> Mark Smith </a> on <span class="post-date">26 April 2012 </span> </div> <!-- <hr> --> <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=200&amp;name=Slider_3.png" width="200" !important: srcset="https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=100&amp;name=Slider_3.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=200&amp;name=Slider_3.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=300&amp;name=Slider_3.png 300w, https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=400&amp;name=Slider_3.png 400w, https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=500&amp;name=Slider_3.png 500w, https://marksmith.isg-research.net/hs-fs/hubfs/Homepage_Slider/Slider_3.png?width=600&amp;name=Slider_3.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Through a series of acquisitions and organic development over the last five years, IBM has established itself as a leader in enterprise big data for business analytics.&nbsp;<a href="//marksmith.ventanaresearch.com/2012/03/23/ibm-launches-smarter-analytics-ready-to-get-smart/" target="_blank">I recently wrote about IBM Smarter Analytics</a>, which brings together the company’s portfolio of software, systems and services from analytics to big data. But supporting big data requires the ability to access many sources of information; our&nbsp;<a href="//www.ventanaresearch.com/BGD/" target="_blank">benchmark research on big data</a> found that more than half of organizations require...</p> </div> <a href="https://marksmith.isg-research.net/marksmith-blog/2012/04/26/ibm-makes-big-data-deal-for-vivisimo-and-supports-cloudera-hadoop"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://marksmith.isg-research.net/topic/big-data">Big Data</a>, <a href="https://marksmith.isg-research.net/topic/social-media">Social Media</a>, <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://marksmith.isg-research.net/topic/vivisimo">Vivisimo</a>, <a href="https://marksmith.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://marksmith.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://marksmith.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://marksmith.isg-research.net/topic/business-technology">Business Technology</a>, <a href="https://marksmith.isg-research.net/topic/cio">CIO</a>, <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://marksmith.isg-research.net/topic/cloudera">Cloudera</a>, <a href="https://marksmith.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk &amp; Compliance (GRC)</a>, <a href="https://marksmith.isg-research.net/topic/ibm">IBM</a>, <a href="https://marksmith.isg-research.net/topic/information-management">Information Management</a>, <a href="https://marksmith.isg-research.net/topic/information-technology">Information Technology</a>, <a href="https://marksmith.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://marksmith.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://marksmith.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://marksmith.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://marksmith.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://marksmith.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://marksmith.isg-research.net/topic/stratahadoop">Strata+Hadoop</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); 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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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&amp;name=Menninger.David%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&amp;name=Menninger.David%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&amp;name=Menninger.David%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&amp;name=Menninger.David%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&amp;name=Menninger.David%20Pic.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&amp;name=Orr.Jeff.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&amp;name=Orr.Jeff.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&amp;name=Orr.Jeff.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&amp;name=Orr.Jeff.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&amp;name=Orr.Jeff.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&amp;name=Dawson.Keith%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&amp;name=Dawson.Keith%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&amp;name=Dawson.Keith%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&amp;name=Dawson.Keith%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&amp;name=Dawson.Keith%20Pic.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&amp;name=Smith.Mark%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&amp;name=Smith.Mark%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&amp;name=Smith.Mark%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&amp;name=Smith.Mark%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&amp;name=Smith.Mark%20Pic.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&amp;name=Aslett.Matt%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&amp;name=Aslett.Matt%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&amp;name=Aslett.Matt%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&amp;name=Aslett.Matt%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&amp;name=Aslett.Matt%20Pic.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&amp;name=Kugel.Robert%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&amp;name=Kugel.Robert%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&amp;name=Kugel.Robert%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&amp;name=Kugel.Robert%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&amp;name=Kugel.Robert%20Pic.Circle.png 250w, https://marksmith.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://marksmith.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://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&amp;name=Hurrell.Stephen%20Pic.Circle.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&amp;name=Hurrell.Stephen%20Pic.Circle.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&amp;name=Hurrell.Stephen%20Pic.Circle.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&amp;name=Hurrell.Stephen%20Pic.Circle.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&amp;name=Hurrell.Stephen%20Pic.Circle.png 250w, https://marksmith.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, 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srcset="https://marksmith.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&amp;name=ISG_Bug_Reverse_Transparent.png 50w, https://marksmith.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&amp;name=ISG_Bug_Reverse_Transparent.png 100w, https://marksmith.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&amp;name=ISG_Bug_Reverse_Transparent.png 150w, https://marksmith.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&amp;name=ISG_Bug_Reverse_Transparent.png 200w, https://marksmith.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&amp;name=ISG_Bug_Reverse_Transparent.png 250w, https://marksmith.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 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class="hs-hash-1078391896-1733839502804"> </ul> </div> </div> </span> --> <span id="hs_cos_wrapper_module_147975372439311792" 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 Month</h3> <div class="widget-module"> <ul> <li> <a href="https://marksmith.isg-research.net/archive/2024/05">May 2024 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/archive/2024/02">February 2024 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/archive/2024/01">January 2024 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/archive/2023/11">November 2023 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/archive/2023/03">March 2023 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<li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2017/03">March 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2016/12">December 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2016/07">July 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2016/06">June 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2016/05">May 2016 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2016/04">April 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a 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href="https://marksmith.isg-research.net/archive/2012/09">September 2012 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2012/08">August 2012 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2012/07">July 2012 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2012/06">June 2012 <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2012/05">May 2012 <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/archive/2012/04">April 2012 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a 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href="https://marksmith.isg-research.net/archive/2010/06">June 2010 <span class="filter-link-count" dir="ltr">(11)</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://marksmith.isg-research.net/topic/agent-management">agent management <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/topic/ai">AI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/topic/ai-and-machine-learning">AI and Machine Learning <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li> <a href="https://marksmith.isg-research.net/topic/alteryx">alteryx 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href="https://marksmith.isg-research.net/topic/business-mobility">Business Mobility <span class="filter-link-count" dir="ltr">(106)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM) <span class="filter-link-count" dir="ltr">(235)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/business-planning">Business Planning <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/business-process-management">Business Process Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/business-technology">Business Technology <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/call-center">Call Center <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/calliduscloud">CallidusCloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/candidate-engagement">candidate engagement <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cep">CEP <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/ceridian">Ceridian <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cfo">CFO <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/channel">channel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/channelinsight">ChannelInsight <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/chatter">Chatter <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cio">CIO <span class="filter-link-count" dir="ltr">(70)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cirro">Cirro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cisco">Cisco <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cloud-computing">Cloud Computing <span class="filter-link-count" dir="ltr">(238)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/cloudera">Cloudera <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cmo">CMO <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/coaching">coaching <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cognitive-computing">Cognitive Computing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cognos">Cognos <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/collaboration">Collaboration <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/collaboration-for-business">collaboration for business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/collaborative-computing">collaborative computing <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/commerce">Commerce <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/commission">commission <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/compensation">Compensation <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/complex-event-processing">Complex Event Processing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/compliance">compliance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/composite-software">Composite Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/contact-center">Contact Center <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/contact-center-analytics">Contact Center Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/content-management">Content Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/contingent-labor">Contingent Labor <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a 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style="display:none;"> <a href="https://marksmith.isg-research.net/topic/customer-feedback-management">Customer Feedback Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM) <span class="filter-link-count" dir="ltr">(159)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/customer-service">Customer Service <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/cybersecurity">Cybersecurity <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/dashboards">Dashboards <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data">Data <span class="filter-link-count" dir="ltr">(61)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-discovery">Data Discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-governance">Data Governance <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-integration">Data Integration <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-integrity">data integrity <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li 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style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-preparation">Data Preparation <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-quality">Data Quality <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/data-science">Data Science <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/data-warehousing">Data Warehousing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/database">Database <span class="filter-link-count" 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class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-applications">Digital Applications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-business">Digital Business <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-commerce">Digital Commerce <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-communications">Digital Communications <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/digital-marketing">Digital Marketing <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/digital-security">Digital Security <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-technology">Digital Technology <span class="filter-link-count" dir="ltr">(81)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/digital-transformation">Digital transformation <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/discovery">Discovery <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/document-management">Document Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/domestic-payroll">Domestic Payroll <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/domo">Domo <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/dreamforce">Dreamforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/eg-solutions">eg Solutions <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/eloqua">Eloqua <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/embedded-analytics">embedded analytics <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/emc">EMC <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/employee-experience">employee experience <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/enterprise-applications">Enterprise Applications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/enterprise-data-strategy">Enterprise Data Strategy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/enterprise-software">Enterprise Software <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/enterworks">Enterworks <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/equifax">Equifax <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/erp">ERP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/esri">ESRI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/ethority">eThority <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/exacttarget">ExactTarget <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/excentive">Excentive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/experience-management">Experience Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/expert-systems">Expert Systems <span class="filter-link-count" 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href="https://marksmith.isg-research.net/topic/fpa">FP&amp;A <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/fraud">Fraud <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/gartner">Gartner <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/generative-ai">Generative AI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/gis">GIS <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a 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<a href="https://marksmith.isg-research.net/topic/marketing">Marketing <span class="filter-link-count" dir="ltr">(64)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/marketing-automation">Marketing Automation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/marketing-performance-management">Marketing Performance Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/marketing-planning">Marketing Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/marketo">Marketo <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/marklogic">MarkLogic <span class="filter-link-count" 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href="https://marksmith.isg-research.net/topic/metrics">Metrics <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/microsoft">Microsoft <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/microstrategy">MicroStrategy <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/middleware">Middleware <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobile">Mobile <span class="filter-link-count" dir="ltr">(30)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobile-applications">Mobile Applications <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobile-computing">mobile computing <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobile-marketing">mobile marketing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobile-technology">Mobile Technology <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mobility">Mobility <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/modeling">Modeling <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/monarch">Monarch <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/mulesoft">Mulesoft <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/na14">NA14 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/natural-language">Natural Language <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/natural-language-processing">natural language processing <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/netbase">NetBase <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/netezza">Netezza <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/netsuite">NetSuite <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/networking">Networking <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/newvoicemedia">NewVoicemedia <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/nice-systems">NICE Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/nosql">NoSQL <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/office-of-finance">Office of Finance <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/office-of-revenue">Office of Revenue <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/office-of-sales">Office of Sales <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/on24">On24 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/open-pages">Open Pages <span class="filter-link-count" dir="ltr">(1)</span></a> 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href="https://marksmith.isg-research.net/topic/operations-supply-chain">Operations &amp; Supply Chain <span class="filter-link-count" dir="ltr">(50)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/oracle">Oracle <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/oracle-cloud">Oracle Cloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/other">Other <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/overtime-rule">Overtime Rule <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/panopticon">Panopticon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pardot">Pardot <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/part-541">Part 541 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/partner-management">partner management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/paxata">Paxata <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/payroll-management">Payroll Management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/payroll-optimization">Payroll Optimization <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pentaho">Pentaho <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/people-analytics">People Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/peoplefluent">Peoplefluent <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/performance">Performance <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/performance-management">Performance Management <span class="filter-link-count" dir="ltr">(20)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pervasive">Pervasive <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pim">PIM <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/planning">Planning <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/planview">Planview <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/plateau">Plateau <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/playbook">Playbook <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/portfolio-management">Portfolio Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/potus">POTUS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/powercenter">PowerCenter <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/predictive">Predictive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/predictive-analytics">Predictive Analytics <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/predictive-planning">Predictive Planning <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/president-obama">President Obama <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pricing-and-promotion-management">Pricing and Promotion Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/process-mining">Process Mining <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/product-experience-management">product experience management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/product-information-management">Product Information Management <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/pxm">PXM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/qlikview">QlikView <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/quotas">Quotas <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/qvidian">Qvidian <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/r">R <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/ransomware">Ransomware <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/recruiting">Recruiting <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/recurring-revenue">Recurring Revenue <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/reporting">Reporting <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/research">Research <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/retail-analytics">Retail Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/revenue">Revenue <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/revolution">Revolution <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/rim">RIM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/risk">Risk <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/risk-compliance-grc">Risk &amp; Compliance (GRC) <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/riversand">Riversand <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/roambi">Roambi <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/robotic-automation">robotic automation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/robotic-finance">robotic finance <span 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dir="ltr">(73)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/sales-compensation">Sales Compensation <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-effectiveness">Sales Effectiveness <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-enablement">sales enablement <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-enablement-and-execution">Sales Enablement and Execution <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-force-automation">Sales Force Automation <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-forecasting">Sales Forecasting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-operations">Sales Operations <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-performance">Sales Performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM) <span class="filter-link-count" dir="ltr">(182)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-planning">Sales Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sales-planning-and-analytics">Sales Planning and Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/salescloud">SalesCloud <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/salesforce-com">Salesforce.com <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sap">SAP <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/sapphire">SAPPHIRE <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sas">SAS <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/savi">Savi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/search">Search <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/security">Security <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/service-cloud">Service Cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sfa">SFA <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sfdc">SFDC <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/silverpop">SilverPop <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/simba">Simba <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/snaplogic">SnapLogic <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/social-collaboration">Social Collaboration <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/social-crm">Social CRM <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/social-media">Social Media <span class="filter-link-count" dir="ltr">(119)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.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://marksmith.isg-research.net/topic/socialtext">SocialText <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/softscape">Softscape <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/software-as-a-service">Software as a Service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/speech-analytics">Speech Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/splunk">Splunk <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/spm">SPM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/sqlstream">SQLstream <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/strata-conference">Strata Conference <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/stratahadoop">Strata+Hadoop <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/streaming-analytics">Streaming Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/successfactors">SuccessFactors <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/sumtotal-systems">SumTotal Systems <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/supply-chain">Supply Chain <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM) <span class="filter-link-count" dir="ltr">(109)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/sustainability">Sustainability <span 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Mobile Industry <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/syncsort">Syncsort <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/synygy">Synygy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tableau">Tableau <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tableau-software">Tableau Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tablets">Tablets <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tagetik">Tagetik <span 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dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tamr">Tamr <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/tcm">TCM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/technology">Technology <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/technology-innovation">Technology Innovation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/technology-vendors">Technology Vendors <span 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dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/uncategorized">Uncategorized <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/unica">Unica <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/unified-communications">Unified Communications <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/upstream-works">Upstream Works <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/value-index">Value Index <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/varicent">Varicent <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/vendavo">Vendavo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/verizon">Verizon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/vertex">Vertex <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/vibe">Vibe <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/visualization">Visualization <span 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dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/wage-and-labor">Wage and Labor <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/wearable-computing">Wearable Computing <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/webon">Webon <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/work-and-resource-management">Work and Resource Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.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://marksmith.isg-research.net/topic/work-management">Work Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/workday">Workday <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/workforce-analytics">Workforce Analytics <span class="filter-link-count" dir="ltr">(42)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/workforce-management">Workforce Management <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://marksmith.isg-research.net/topic/workforce-optimization">Workforce Optimization <span 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src="https://marksmith.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Ventana Research Technology Innovation Awards Are More Than Cool", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2013/08/31/ventana-research-technology-innovation-awards-are-more-than-cool", "datePublished": "31/08/2013", "dateModified": "31/08/2013", "articleBody": "In the realm of technology that matters for business and IT, our firm as part of our responsibility continually assesses the latest technology and how it can impact organizations’ efficiency and effectiveness. Our benchmark research in technology innovation found that 87% of participants indicated the importance of increasing the organization’s value through technology innovation. Every year we take our knowledge from research and technology briefings to focus on our Technology Innovation Awards and determine the vendors and products that have the potential to drive change in the market, the competitiveness of an organization’s business and sometimes just how efficiently a company operates. Our firm believes that Innovation can come from any size technology vendor from the smallest to the largest that are measured on a spectrum of attributes that contribute to the specific impact of the technology. Our process with the Technology Innovation Awards is to separate out and find the vendors and products that have innovative technology that has the most potential and might be game changing or what might be just a necessity for organizations to use to compete in the market. We methodically assess and score those technologies according to more than 26 categories, and then rate and validate within each category to determine the winner of the Technology Innovation Award. Our methodology looks at the relevance of key aspects of technology, including people, processes, information and technology, along with any best practices for applying the technology and the resulting potential impact and benefits to organizations. To apply an additional lens on the technologies being assessed we also employ the technology evaluation categories (functionality, capability, reliability, manageability, adaptability, TCO and ROI, and vendor validation) that we use to methodically assess vendors and products in our Value Indexes. This year we have kept a closer eye on usability of technology and where it can have use across a larger number of individuals in an organization or easier to use for a specific set of people or department, as our research found that usability had the highest level of importance for technology and vendor consideration in 64% of organizations. Our award categorization makes it self-evident where the technology is relevant and is part of our research focus that is built around innovative technology, as I previously outlined. In the end our Technology Innovation Awards are not just about being a cool vendor but about having innovative technology in either a shipping product or one coming to market in the near future that is worth recognition. According to our research, almost half of organizations (49%) are planning to change the way they assess and select innovative technology for business and IT through 2014. With that backdrop let me introduce you to the Technology Innovation Award recipients for 2013 so you can see for yourself what technologies could change how your organization operates significantly. Business Technology Big Data: Hortonworks for Hortonworks Data Platform 2.0 Business Analytics: Datameer for Datameer v3.0 Business Collaboration: Peoplefluent for Peoplefluent Social Collaboration Cloud Computing: VMware for VMware vCloud Hybrid Service Mobile Technology: Kronos for Kronos Mobile Social Media: NetBase for NetBase Social Media Management Systems Business Innovation Office of Finance: Vertex for Vertex Enterprise Financial Management: Kyriba for Kyriba Enterprise Governance, Risk &amp; Compliance (GRC): IBM for IBM Algorithmics Human Capital Management: Oracle for Fusion Human Capital Management Sustainability: Johnson Controls Inc. for Panoptix Operational Innovation Overall Operational Innovation: Globoforce for Globoforce Contact Center: Upstream Works for Finesse by Upstream Works Customer: VPI for VPI VirtualSource Marketing: KXEN for KXEN InfiniteInsight Sales: Xactly Corporation for Xactly Objectives Service &amp; Supply Chain Excellence: Agility for Agility Multichannel IT Innovation CIO: Planview for Planview Enterprise 11 Overall IT Leader: Datawatch for Datawatch Panopticon Analytics: IBM for IBM SPSS Catalyst Business Intelligence: Roambi for Roambi Business Information Optimization: Informatica for Informatica Vibe Information Management: Information Builders for iWay 7 IT Analytics or Performance: SQLstream for SQLstream s-Server, s-Cloud, s-Analyzer and s-Transport Location Intelligence: Esri for Esri Maps Operational Intelligence: IBM for InfoSphere Streams v3.1 If you want to learn about technology innovation and see examples including from ones that received a Technology Innovation Award, come to our Technology Innovation Summit. At the summit you’ll learn why it’s critical to assess innovation and look beyond what you are doing today to determine where you can make changes to drive improvement. Our research found that organizations are changing the way they evaluate innovation technology mostly to drive business improvement initiatives (60%) and improve the quality of business processes (57%). If you want advice or guidance to help you leverage technology innovations, just let me know, as we are always happy to help organizations be smarter and faster. Congrats to this year’s award recipients for innovations that are worthy of our recognition and your time to see where they might help your organization. Regards, Mark Smith CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/2013_tech_innovation_award-1.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Happy New Year: Build on Foundation of Lessons Learned in 2012", "mainEntityOfPage": "https://marksmith.isg-research.net/2013/01/04/happy-new-year-build-on-foundation-of-lessons-learned-in-2012", "datePublished": "04/01/2013", "dateModified": "04/01/2013", "articleBody": "Happy New Year to all my readers and followers. I hope everyone has gotten some rest and is ready for a great 2013. 2012 was a busy year in which we saw a critical inflection point, where an elevated focus on new methods and innovative technological approaches such as big data, business analytics, business and social collaboration, cloud computing, mobile technology and social media become part of the mainstream business and IT dialogue. These technologies are beginning to be part of or embedded into enterprise software that will be available in 2013. This is a critical step forward that will help organizations become more efficient in their operations and use technology to its fullest. As we start the new year, I thought a reflection back on the some of the highlights from 2012 was in order. I had a chance to review some of the most-read blogs from some of our research directors, and found many of them worth further mention as you look for insights. First, Robert Kugel educates finance and business professionals across a range of topics, and his leadership in areas like financial management is apparent in GAAP and IFRS Harmonize Revenue Recognition Standards. In Rob’s research on governance, risk and compliance (GRC) he identified the reality that GRC is about the individual words and that the specifics matter differently to finance, operations and IT. Rarely do you see an integrated process and technology strategy in organizations for getting the information required to mitigate risk and ensure the right level of governance and compliance, though it is so important that organizations ensure they are taking the proper steps with an understanding of their operations. Next, Richard Snow continues to be a steady voice in customer and contact center management, helping businesses understand the value of technology and vendors learn how they can improve customer experience through more intelligent interactions. Richard’s post on his agenda in 2012 was our most read industry blog, and his contact center in the cloud post was a big read too. Each provided research-based guidance on how to improve an organization’s customer service culture. Richard’s research in customer feedback management continues to identity the immaturity of organizations’ measurement of and actions with customers across social media channels. In the realm of business and big data, Tony Cosentino noted that business analytics is a priority for organizations, but found a lot of confusion on what approaches best fit specific roles. His post Making Sense of the Swirling World of Business Analytics outlines these challenges and explains what organizations need to understand to ensure the right level of process and technology. I personally liked Tony’s call to transform the three Vs of big data into three Ws of business analytics. Tony’s latest research on the next generation of business intelligence is uncovering what is important with mobile technology and where social collaboration is changing the way business operates. Tony’s recent analysis of the movement to leverage event- and stream-based data to gain better operational intelligence is also critical, since data across the network is definitely part of big data and should be harvested to its full potential. Some of my own blog posts sparked both violent agreement and disenchantment. In one, I pointed out the silliness of placing a bunch of business charts on a web page, calling it a dashboard, and believing that this will help organizations improve performance. My title maybe caused some stir – The Pathetic State of Dashboards – but it helped instrument a dialogue on what business needs to see and do with the results of analytics, which is not just more charts that need to be deciphered or discarded. I followed this with a look at issues in the data within the charts, and specifically the relevance of key performance indicators (KPI) and what types of measurements are needed to provide actionable metrics (see The Stupidity of KPIs in Business Analytics). These blog posts collectively provided some honest analysis and heavy use of research to show how business analytics needs to improve to reach its true value and contribute to business outcomes in the most efficient manner. I had some good insights unveiled in our research into the demand for social and mobile technology as part of human capital management and how they have become a necessity and how these are impacting the daily operations in the next generation of workforce management and I am happy to point out that we have a new research director to help advance our research and education in this critical applications and technology category. We will publicly unveil the research agendas for 2013 on the second week of January that we completed last month and provided to our clients. We post research agendas publicly to provide depth on the themes and plans for our research in the year. Unfortunately most technology analyst firms do not publish their plans for the year and have dropped the process and ignore the rigor it takes to ensure an independent level of research is conducted. This is part of the challenge I laid down to the technology analyst industry last year. We have a passion for research and provide a strong focus on the best practices and insights to applications and technology that help business and IT be successful. I believe our firm plays a role in helping businesses improve in their use of technology. We finished a decade of business at Ventana Research and as I mentioned in my analysis of a decade of research there is a great opportunity to use research as a more effective technology selection method. We have many surprises in store for 2013, from two summits that will align with our Business Leadership and Technology Innovation awards to a new look and feel in our brand, which we have already begun to roll out and which will soon show up on our website. On behalf of the entire team at Ventana Research, we hope you find the best possible value from technology in 2013, and we look forward to hearing from you across any of our channels, from research, blogs or social media. You have a lot to do to make sure you adopt best practices, build the best business case and even select the right technology, and we are glad to be part of helping your organization be successful. Our research helps everyone bring the best possible technology to market and deliver the best possible value for every organization. Best Regards, Mark Smith CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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 Stupidity of KPIs in Business Analytics", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/08/23/the-stupidity-of-kpis-in-business-analytics", "datePublished": "23/08/2012", "dateModified": "23/08/2012", "articleBody": "In my last rant, on business analytics and the pathetic state of dashboards, I pointed out significant flaws in business intelligence software created by technology providers and in how it is being deployed by business and IT. Now I want to follow up with some insight on disconnects to a critical asset that is essential to the success of business analytics. I mean key performance indicators (KPIs), a term used in inaccurate ways that have diminished the value of the concept for business. Let’s start with the definition; for practicality I will use Wikipedia, which says that a KPI is used “by an organization to evaluate its success or the success of a particular activity in which it is engaged.” The success being evaluated could be a goal, a target or something else that is important. To set a baseline, you calculate two measures and compare them to create a performance metric. For example, units sold and unit price are two separate measures that can be calculated to produce a metric called sales. Then through iterations of more precise calculations, this measure can be refined to compare against the sales quota or goal for a specific time period; this creates a key performance indicator on the outcomes of sales and even marketing efforts. In actual use, however, the KPI, its use and its value have been dumbed down in ways that diminish the quality of intelligence we gain from using business analytics. First is the vague and contradictory ways in which the term is applied by technology providers and practitioners. Over the last decade I have seen “KPI” used to describe what are actually metrics – the building blocks of KPIs – and only sometimes performance-related. A metric like revenue or sales is not a KPI; neither are cost-specific, throughput-related metrics based on quantity or processing, nor customer-related metrics like first-call resolution. Such metrics are commonly presented in dashboards through visualization and called KPIs. Today we seldom see scorecards that use business analytics, which once were common for presenting KPIs properly to business users. Maybe it is time to start using scorecards for managing performance and not just measuring it. The second issue has to do with the performance part of KPI, which should show how an organization or any of its business processes measure up to expected outcomes. Ideally, upon viewing performance-related metrics or indicators, within seconds an individual should be able to determine what, if any, action should be taken to improve performance, such as discovering what is contributing to the subpar performance or identifying opportunities for improvement. This root-cause level of actions requires examination of different classes of metrics related to performance and can range from people and processes to customers or risk. Understanding the cause and effect of metrics requires knowing and presenting the process and interconnects of how a business operates. Unfortunately most business analytics software just will provide you a table of data with no insight on what metric is contributing to the issue. By creating the right types of metrics underlying a KPI, we can reduce the time and resources required to support the communications (email, phone calls and meetings) that people normally use to investigate performance shortfalls. To get to this point requires creating a library of measures, metrics and indicators that can cross a variety of situations and help inform action-taking and decision-making. Let’s drop the P and just say key indicators (KIs) to set a new context that focuses on the indicators and the types of metrics that support them. This could lead organizations to make substantive improvements. The third step is to make KPIs or KIs relevant to the particular roles and responsibilities of individuals. Company or divisional KPIs are interesting but only provide a general view of how an organization is performing. Where the rubber hits the road is the context of the indicators and metrics at the department, team and individual levels. We need to provide the ability for individuals to select their own focus within the scope of these facts and figures to determine how well their activities are contributing to the execution of business processes and outcomes. Here the role of business analytics is critical. To make the analyst buzzwords self-service BI and agile BI being pushed by IT analyst firms a reality, tools have to make analytics more intuitive to users. More tools for data discovery are not the answer, and making users select their scope every time they get an updated report or dashboard is a waste of time that decreases productivity and increases costs in running an organization. Instead let’s design a new generation of business analytics based on roles and individuals developed through a profile; this could go a long way toward streamlining the focus of analysis and preparing individuals to quickly determine what action to take. To erase the stupidity in how KPIs are spoken about, demonstrated and actually deployed, we need to advance our dialogue and educational discussion of what key indicators and range of metrics are required to support particular deployments. I have already said that just placing more charts in a dashboard, no matter how pretty and interactive they might be, will not help support the actions and decisions that business analytics should enable. The effort to make KPIs more valuable begins with ensuring they are properly developed and represent performance in terms of the state of success toward achieving the goal or target. Showing past performance is insufficient without knowing how well it met expectations. Presenting a KPI does not necessarily require a chart; it can be done equally well by text presenting it within the context of how the people or process is performing over time and where it is in progress toward the expected target. These indications can be linked to additional facts with a directional arrow or other simple representations that make it easy to determine whether to take action. If your business intelligence software does not support a simpler way to communicate key indicators and metrics, maybe you have the wrong tool. If we admit the flaws within our deployments and technologies and force ourselves to have more realistic conversations, we could advance the science of business analytics. Over the years we have made strides forward and then taken steps backward in trying to meet the needs of the lowest competency denominator. We need to aim higher and take steps to find out what should be done to produce full value from business analytics. Increasing the value of these investments can help an organization increase its efficiency and effectiveness. If you are not sure if you are heading in wrong direction with your metrics and indicators, just let me know, that is what myself and others at our firm do for a living. Regards, Mark Smith - CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "WorkForce Software Focuses on Effective and Efficient Workforces", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/07/27/workforce-software-focuses-on-effective-and-efficient-workforces", "datePublished": "27/07/2012", "dateModified": "27/07/2012", "articleBody": "Our research agenda for 2012 in human capital management outlined the importance of workforce management for all organizations. One provider, WorkForce Software, provides systems that support scheduling, time and attendance, leave and absence and fatigue management. As I noted in my last analysis on WorkForce Software, the company’s focus on the fatigue aspect of workforce management, especially in white-collar environments such as transportation, utilities and healthcare, has provided them both recognition and growth. I attended the company’s first technology analyst summit this week to get a deeper view into the company and its products and see how it is shaping up in light of our research on the key applications providers in this market. WorkForce Software continues to grow its customer and employee lists, with now hundreds of customers and rapidly growing cloud computing adoption through software as a service. The company continues to advance its core EmpCenter application, which provides a range of capabilities. Part of its unique approach is the configurability provided in its Advanced Scheduler, and its ability to monitor workers that might have multiple responsibilities that organizations need to account for cost or job tracking, which is critical for finance and activity-based costing where grants and budgets need to be closely tracked. This configurability is available without the need for custom programming; the policies and rules are defined by the business users who are held accountable for them. It’s easy to switch between activities and do costing for work at potentially different rates – a critical requirement for organizations such as universities and service businesses that use labor for a variety of needs. The application integrates pre-developed content from labor law and industry regulations to help ensure that scheduling complies with these policies. It’s predictive and policy software approach can assess any potential conflict that could happen with planned schedules is unique. EmpCenter 9 was released this year with a major focus on supporting global and mobile deployments, and it provides a more open and integrated approach with other applications. On the global side of advancements, EmpCenter now supports 10 languages in addition to English. On the mobile technology side, the company has enhanced the mobile aspects of Workforce Management. It now uses HTML5 so that EmpCenter Mobile can operate across compliant browsers on Android and Apple devices. The company has indicated that HTML5 will replace native support of Android and Apple-based technologies. I am still a little skeptical on a complete move to HTML5, as it has not yet proven its stability across browsers, operating systems and Android devices. In addition, HTML5 cannot leverage local mobile hardware features for camera, video, field communication (NFC), gesturing and other technological advancements the way a native approach can. The new release provides some critical productivity improvements. For instance, in what it calls one-touch callout, shifts can be announced to workers across multiple channels, such as email, text, phone and even social media, This helps address the preferences of workers; for instance, millennials often respond faster to texts than emails. Event-based scheduling can help plan one-time events or projects that need immediate attention for staffing, and can use one-touch callout to reduce the time it takes to get workers with specific skills. Across the board EmpCenter 9 has improved usability, from simplified steps in prompted wizards to more use of dragging and dropping in the application interface. At the analyst summit, I got a deeper technology review of the software’s badge and biometric reader options. I got to see the new EmpCenter Engage Tablet, which uses an Android tablet for a range of time and attendance and other necessary worker interaction tasks, and which has a video camera that can be used for identification. This technology supports global deployments in regards to power and network connectivity, and supports attachments for other interaction needs. The Windows-based EmpCenter Touch Screen provides a simple kiosk-based approach that can be used in many environments. The company also can support time and attendance tasks at the desktop, allowing for easy checking in and out of projects. This variety of choices is part of the unique value in WorkForce’s approach compared to others, and it is an area that we focus on in our benchmark research on the needs of organizations in next-generation workforce management. With regard to openness, WorkForce Software has expanded integration with ADP, IBM, Oracle, SAP and even Kronos to help make its software easier to integrate. I recently came across WorkForce Software at SAP Successfactors conference and saw how the two companies are working to integrate the talent management and new global payroll offerings. These technical partnerships help WordForce Software ensure the highest level of productivity and advancement for organizations who want to employ workforce management. As the company continues to advance its applications, it will need to address the concerns we have found in our data in the cloud benchmark and the broader needs we uncovered in our information management benchmark. My review of version 9 provided some critical insight into its flexibility for meeting a range of needs across industries, especially those that need to track time and allocate costs. It has many nice capabilities for managers and employees for keeping track of information and alerting them to potential issues that could arise, such as when overtime could occur with a current schedule or when issues arise based on policies and compliance. It also can support a blended rate based on tasks and place of work. These are critical needs for varying industries, and point to the software’s flexibility for business users. Still, nothing is perfect – I believe EmpCenter could use technological advancements in its workforce analytics; specifically, usability and interactivity for a range of needs should have a higher priority than what I have seen. The company should also explore further ways in which it can help organizations engage employees, which will require some examination of social collaboration, and where it can integrate further with the onboarding of workers, to speed the process and find ways to limit the administration and paperwork required. Workforce Software is doing a great job to advance the workforce management software market. Its challenges are less in its software and more in advancing the visibility of the breadth and depth of its offerings and gaining further adoption in white-collar industries, where businesses still manually handle many of their workforce’s scheduling, tracking and monitoring tasks. WorkForce’s fatigue management feature is a critical distinction for its software, and its approach can be used in many industries. Now, as it is fully engaged in the software-as-a-service approach, the company can gain new customers who don’t want to worry about technical implementation or resource issues at their sites. If you are ready to reassess your current approach to workforce management and have not considered WorkForce Software, you should examine it more closely, as it has a good reputation and a solid offering in the market. Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Globoforce Engages Employees with Social Recognition", "mainEntityOfPage": "https://marksmith.isg-research.net/2012/06/27/globoforce-engages-employees-with-social-recognition", "datePublished": "27/06/2012", "dateModified": "27/06/2012", "articleBody": "The use of social collaboration to support human capital management is increasing as the need to engage talent becomes a higher priority in organizations. In particular, those that have a growing population of workers from the millennial generation see social media as a primary means of communication. Social collaboration is growing in acceptance – 58 percent of organizations now permit it, according to our benchmark research on social collaboration and human capital management (HCM). For many organizations, this opens up communication with employees that goes well beyond electronic mail. Promotions and other recognitions of achievement are critical factors in retaining talent components of employee engagement strategies. Employee recognition has been a focus for Globoforce for more than a decade. The company provides software for what it calls strategic recognition, which is now available via software as a service and cloud computing, making it easy for non-IT employees to deploy. Globoforce has a unique recognition social graph and provides metrics that can be used to determine management’s engagement level with its workforce. Enhancements to the software last year made it easy to deploy employee recognition feeds and to congratulate others with a single click. For mobile users the company released a native application for Apple’s iPhone, but it’s only available for customers at this point, with no demonstration version to enhance its visibility for others who might be interested. This year, Globoforce integrated social recognition with performance management through the introduction of talent maps, which use employee performance data to ensure that employee recognition is based on actual reviews. With these unique advancements in HCM Globoforce can complement existing deployments of talent management applications. Establishing justification for social recognition might not be easy, but our benchmark in social collaboration found that the most important workforce metrics are employee satisfaction and retention rates – factors that should be components of a business case for investment. If your organization does not have metrics in place and perform root-cause analysis on methods for improving them, it is time to create them. You will also see how Globoforce is using workforce analytics and metrics as part of their offering to help deepen your competency as it relates to social recognition. Retaining and improving the potential of existing talent is a better path than losing experienced employees and spending time and money to hire and train them, which you must do if you fail to engage and retain your talent. Globoforce’s challenge is to gain further recognition of its brand and product within human resources departments, and in lines of business that understand the importance of employee recognition. Providing a free trial would help – this is now a standard practice for social collaboration technology providers to demonstrate usability, and it is the most important evaluation criteria in social collaboration and HCM for 77 percent of organizations in our research. Seeing and trying is believing; Globoforce has developed some engaging capabilities, but it could do a lot better job of attracting potential buyers before engaging in a sales conversation, including on mobile technology such as tablets, where management and executives often evaluate new applications. My analysis shows that Globoforce spends significant energy to gain recognition from IT analysts, but it should focus instead on illustrating its value through demonstrations to the business audience including areas like customer services, sales and field service. Globoforce advances social collaboration for HCM by helping organizations address recognition of achievements as part of their performance management processes. The company also can help them design appropriate processes that will work within their organizational culture, and provides the software to implement them. If you are serious about employee engagement and recognizing your talent, see how Globoforce uses social collaboration to advance the satisfaction of a workforce. Regards, Mark Smith CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_socialcollab_collaboration_usage_policy2.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Get Sales Applications That Make You Smarter and More Engaged", "mainEntityOfPage": "https://marksmith.isg-research.net/2012/06/27/784", "datePublished": "27/06/2012", "dateModified": "27/06/2012", "articleBody": "It’s clear that sales organizations need to be efficient, but many are unaware of critical applications they could deploy to establish sales excellence. In my recent analysis, “Sales Organizations Need a Swift Technology Kick”, I outlined why sales departments have to look beyond using sales force automation (SFA) and spreadsheets andexamine dedicated applications for improving productivity and effectiveness. Our benchmark research in sales applications found a new set of application priorities in sales organizations that you should assess to determine how well your sales efforts match up to others’. Also, in most cases, we found the prioritization and needs of sales organizations are not aligned, resulting in wasted time and likely creating a lack of access to accurate information for sales management and operations. The top application priority in 68 percent of sales organizations is forecasting and pipeline management. This should be no surprise, as the pipeline and forecast determine the volume and velocity of sales activities and impact the potential revenue from those activities. But in most organizations, Sales is not efficient in creating the sales pipeline from the sales opportunity records in the SFA application, which can help manage sales on a daily and weekly basis. Managers need to monitor and coach against a pipeline but also protect against bloating or leakage of deals in the pipeline, which can indicate higher than actual revenue potential. From the pipeline, managers can consolidate and analyze a sales forecast for the entire sales organization to determine the potential revenue from sales territories and across customers and products; this is critical information to determine the demand and potential value of customer relationships. We will be benchmarking sales forecasting again in 2012 to update what we have done in past years, evaluating the importance of having a process and dedicated applications to support it, not only for Sales but for Operations and Finance, too. After the pipeline, the next application priority is sales analytics (in 47 percent of sales organizations), which can provide better insight into sales activities. It requires having the data, metrics and indicators to guide the right actions. Unfortunately, almost half of organizations use spreadsheets for sales analytics, though they admit that the use of them makes it difficult to manage sales. It should be no surprise that 64 percent of sales organizations plan to improve their existing processes to correct the current high level of manual effort. Our benchmark research on sales analytics found that data-related activities are the most time-consuming. Deploying sales analytics applications that reduce the time it takes to get analytics ready is critical, and so is using tools that provide the right types of visualization and interactivity. Many such applications provide a library of performance metrics; but few are advancing to true sales analytics including people, process and risk metrics that can help you perform root-cause analysis and diagnostics. Just having performance metrics and indicators is insufficient to reduce the risk of not achieving your sales potential. Every sales organization should build and use a library of key sales indicators. As you consider sales analytics, you should also address planning and tracking, which is a priority in 39 percent of sales organizations. What-if and scenario analyses can help determine best paths forward for optimizing sales resources and results which requires some deeper level of modeling and analytic sophistication. And as sales organizations get smarter, they can start to apply advanced methods such as predictive analytics to give better foresight into the future based on current and past behavior. Collaboration is a priority for 63 percent of sales organizations. This technology has evolved to include social media capabilities, encouraging interaction and knowledge sharing across the Internet. This social collaboration is a way to bring the people and process of sales forecasting and analytics together in a team-based effort. Our benchmark research found that broadcasting, wall posting and application sharing are a few of the top priorities in social collaboration for sales. Collaborative methods can also bring disparate applications to a common point of dialogue across sales forecasting and analytics, involving SFA data that might be used for creating and tracking accounts, contacts and opportunities. Since the forecast and pipeline are potential places for dialogue on ideas for improvement or exploration of new revenue opportunities, social collaboration can help reduce the time to determine the path forward. If you have not examined the advancements in sales pipeline and forecasting or what is possible with sales analytics, you better get started as your competition is mostly likely already doing so. In my next analysis on sales applications, I will assess the need for key applications such as sales compensation and commissions, territory and coaching. These applications can further increase the confidence of your sales team when they see your organization is committed to help them achieve their full potential. If you are focused on sales excellence and use applications and technology to do so, I look forward to hearing about your efforts, and hearing your suggestions about how our best practices and research can help you be smarter and more engaged with your sales organization! Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_sales_application_priorities-2.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Information Builders Advances Business Analytics and Big Data", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/06/06/information-builders-advances-business-analytics-and-big-data", "datePublished": "06/06/2012", "dateModified": "06/06/2012", "articleBody": "More than 1,000 people attended the 32nd annual Information Builders Summit conference this week to learn about the company’s advances in big data, business analytics, cloud computing, mobile technology and social media, which CEO and founder Gerald Cohen announced and demonstrated during his keynote address. With WebFOCUS version 8, Information Builders has made significant strides in a range of technology areas to support analytics and visualization since my analysis after last year’s conference. In big data, Information Builders has improved in adaptability and integration of data in underlying technologies such as from 1010data and Teradata. At the conference it demonstrated WebFOCUS Hyperstage, an in-memory technology for managing the caching of analytics results, which was released earlier this year. This technology provides a simple way to increase performance and scalability. In addition, WebFOCUS now has its own information connector to Facebook for processing text to determine specific sentiments and potential intentions of individual users. In a demonstration using a Walmart beef promotion from Memorial Day weekend, the software found potential issues in how people perceive buying meat at the retailer. Through the software’s tag cloud visualization users can identify and interact with sentiment. Thus Information Builders addresses what our big data benchmark research found is the top benefit of big data technology, which is to retain and analyze more data, and it also increases the speed and accuracy of the results. Information Builders is moving from its Developer Studio to a new Application Studio product for creating WebFOCUS applications. The new technology provides a simpler user experience for analysts and IT, who can assemble a range of applications, dashboards or portals, and it helps empower a rapid cycle of information and analytics deployment while bypassing tools that are too developer-centric for business users. WebFOCUS Performance Management Framework (PMF) integrates analytics, visualizations and alerts to uncover root causes for why goals and objectives are not being met. It’s designed to help organizations manage performance, not just improve it – a practice that is slowly gaining momentum as organizations establish a single foundation for business analytics and metrics. Along similar lines, Information Builders has built on its BI platform the embedding and extension of R, a statistical modeling environment that provides predictive analytics capabilities. At the conference presenters demonstrated a pricing optimization application assembled from predictive analytics that allows finance, operations or sales professionals to input specific variables to see the impacts of adjusted pricing. Integrating analytics with business intelligence tops the priorities in 58 percent of organizations according to our predictive analytics benchmark research and addresses one of the top obstacles, which is the difficulty of integrating predictive analytics into the information architecture. Information Builders also introduced a new generation of visualization, from business charts to statistical methods. The company has integrated the Moonbeam HTML 5 catalog to support rendering from Web browsers on computers and tablets, making it adaptable to future needs to consume analytics across platforms and tools. Information Builders also provides a native deployment application in the Apple App Store that WebFOCUS can publish to. The company also demonstrated new capabilities in its Magnify search platform that can scale against specific big-data stores and assess sentiment within text. Our benchmark research on big data found that search is one of the top five capabilities not available in business today. Information Builders announced Omni-Patient, its packaged information solutions to deliver consistent and quality data related to patients for healthcare. This uses the Omni Framework, which is built on IBI’s information management technologies for data governance, data integration, data quality and master data management. The product helps advance the use of information in healthcare by reducing the risk and time of having IT or consultants build solutions. Our benchmark research on information management found obstacles in staffing, according to 68 percent of organizations, and also insufficient training and skills, both of which are addressed with Omni-Patient’s prebuilt information management frameworks. To ensure it can meet the growing demand for cloud computing models and software as a service, Information Builders provides subscription pricing and supports multitenant computing with the required level of security. It also has expanded its support for Salesforce.com to ensure it can be transparently accessed when embedded within its application framework. Its information management capabilities can support data-related activities within and between cloud environments and the enterprise; our data in the cloud benchmark research found that accessing, ensuring quality of and governing cloud-based data are important to more than three-quarters of organizations. Information Builders is beginning to see more demand for these features from customers who are dealing with a technological shift from on-premises to cloud computing. Throughout its 37 year history Information Builders has demonstrated an ability to innovate without making acquisitions. The company has substantial growth in businesses and industries where the risk of not having information readily available can negatively impact business. I would like to see the company support more business and social collaboration in its products, to let customers share and capture the knowledge surrounding their information to reduce the time they need to make the best possible decision. With version 8 WebFOCUS supports key business technology trends. If you have not looked at how Information Builders has brought business intelligence and information management together to support business analytics, I recommend that you take the opportunity to see what its products can accomplish. Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_bigdata_benefits_of_big_data_technologies-7.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Peoplefluent Advances Social Collaboration and Learning with Socialtext", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/05/04/peoplefluent-advances-social-collaboration-and-learning-with-socialtext", "datePublished": "04/05/2012", "dateModified": "04/05/2012", "articleBody": "This week Peoplefluent announced that it has invested in Socialtext, a company that provides social collaboration software at the enterprise level. With this strategic investment Bedford Funding, the private equity firm that owns Peoplefluent, is the direct beneficiary. Peoplefluent will extend Socialtext into the human capital management market while continuing to let the company meet the broader market interest in its offering. Peoplefluent has moved quickly to make this application and platform available to its customers. This acquisition is spurred by the need of businesses to integrate social collaboration into human capital management. Our benchmark research on Social Collaboration and Human Capital Management, soon to be released, finds that 45 percent of organizations will fund social collaboration to support their talent management needs. The up-and-coming Socialtext is based in Palo Alto, Calif., which gives Peoplefluent a presence in Silicon Valley, where many social media and collaboration technologies have been born. Peoplefluent, which has been adding more people- and process-centric capabilities to its applications, can use Socialtext as another avenue to help individuals maximize their potential. Socialtext’s innovative collaboration environment has a dashboard but is really a collaborative portal framework in which other applications that comply with the Google OpenSocial standard can embed content and services. Socialtext enables private and public group collaboration and project management. It also offers individual collaboration and communications with what it calls activity streams. The social networking approach lets individuals ask questions, post comments and provide feedback. The software also has capabilities to create content from blogs and wikis, and its Socialtext 360 matches people based on their interests to facilitate coaching and mentoring in the organization. Individuals can create teams whose members are physically located in different geographic areas. Socialtext also works with spreadsheet inventor Dan Bricklin, who co-developed VisiCalc in the 1980s and has been advancing SocialCalc, an open source, JavaScript-based spreadsheet that could integrate analytics within social collaboration technology for ease of access and review. In this approach, the numbers in spreadsheets become focal points for collaboration, and the software provides an environment in which to discuss actions and decisions based on the business analytics. Not long ago, Peoplefluent acquired Strategia, a learning management system, to address the growing need for online learning within its application suite. This acquisition provides organizations the critical ability to develop and maintain a robust library of content and to track compliance with policies and regulations and also mature the competencies of its talent. Peoplefluent Learning can integrate with Socialtext for social learning. Strategia provides significant capabilities for creating and cataloguing learning content and tracking who has and has not viewed it. Together, Strategia and Socialtext will power a new generation of social learning within Peoplefluent’s portfolio of applications. Peoplefluent uses tablets as a platform for a new class of manager applications that bring together tasks from team building to performance and compensation reviews, expanding what is possible with mobile computing. Peoplefluent’s native applications are in the Apple application store, and its frequent updates, such as recent support for the new iPad, are what customers expect in tablet software. Socialtext was advancing its capabilities to operate on tablets which will advance Peoplefluent efforts. Our new research on social collaboration shows that organizations are making knowledge sharing, collaboration and learning top priorities for social collaboration, and Peoplefluent is capitalizing on this trend in software for human capital management. The research found that critical workforce metrics include employee satisfaction (69%), employee retention rates (62%) and leadership development (58%), as having employees engaged and interacting with others provides a sense of belonging and encourages contribution. With Socialtext, Peoplefluent has the human capital fabric to integrate its applications and processes for connecting people who have common responsibilities and interests. This sort of social collaboration to support employee engagement will become a standard way for organizations to operate, and Peoplefluent is positioned to be at the center of this opportunity. The company faces some challenges in rapidly integrating the acquired products, but I expect the process to go more quickly than you might think thanks to the open standard used at Socialtext, and the fact that Peoplefluent has been using Socialtext internally and is familiar with its capabilities. Organizations that want to find ways to retain and engage their talent should look into how Socialtext operates as it becomes the focal point of Peoplefluent’s portfolio of applications for human capital management now combined with social collaboration. Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "Workday 16 Brings Simplicity and Mobility to Human Capital Management", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/05/04/workday-16-brings-simplicity-and-mobility-to-human-capital-management", "datePublished": "04/05/2012", "dateModified": "04/05/2012", "articleBody": "Competition in the human capital management market rages on, with application suppliers racing to provide sophisticated applications that operate in the cloud. Cloud computing is a key factor in advancing human capital management, included in our research agenda for this area, along with analytics, collaboration, mobility and social media. Workday recently unveiled version 16 of its suite of applications for financial management, human capital management and other areas, including payroll, project management and spend management. Key advancements in the software include Workday for Mobile, which brings a new look and feel, native support of the Apple iPhone and iPad and a new HTML5 version that can work on Apple and Android-based mobile platforms. Unlike most application providers, which have picked either native or Web-based versions, Workday decided to support both approaches. The Web-based version works on the RIM and Microsoft mobile platforms as well, even though they have smaller and declining market shares. Workday 16 supports many of the capabilities you would expect to find in a workforce management product, including time and attendance and also organizational chart capabilities. On tablets it creates a series of application workflows called work feeds for areas including performance management and collaboration using analytics and metrics to help managers assess the performance of their teams. These work feeds are supported by a visual workflow designer that can help users adapt the applications to their organization’s business processes. The well-designed applications feature usability and simplicity, and are well worth the time to evaluate. In human capital management, Workday provides improvements to the onboarding process and support for automating the population of I-9 and benefits forms. It also has made the employee and manager work environments simpler to engage with on a daily basis. For compensation, it can allocate a pool of funds to be used in merit increases as part of the performance appraisal and recommendation processes. Compensation management is an area that Workday will need to continue to improve upon, as is support for modeling and planning across all types of workers in an organization and our benchmark on total compensation management finds an expanding set of needs. The software’s payroll capabilities can support more than 100,000 workers, a level of processing that enables Workday to provide very large employers with its processing capabilities. Workday had been partnering with Taleo to accelerate its investments in recruiting and bringing both internal and social media sources to bear on optimizing the talent pool. Our recent social recruiting benchmark research shows that HR is expanding its reach to social sources like LinkedIn and Facebook. Recruiting talent is half of retaining talent, and both of these are key business priorities. Workday will need to explore other partnerships to provide a more complete solution in the short term while it determines a longer term strategic approach. Workday faces heightened competition from other human capital management application providers who provide core HRMS, talent management and workforce management like Sum Total Systems along with Oracle and SAP, which have made large, expensive acquisitions to address gaps in their human capital management application suites. Oracle recently acquired Taleo. While Oracle continues to have its executives make snide comments about Workday that are easily refuted, Oracle has its own challenges in the adoption rate and readiness of its public cloud offering, as I have written (see “Workday Rising while Oracle Sleeps in the Clouds”). SAP, also feeling pressure to advance in cloud computing, acquired SuccessFactors and is integrating those product offerings with its own existing cloud and on-premises applications. Workday is now a force to be reckoned with in human capital management. Its continuous quarterly releases of new capabilities have enabled it to quickly improve its application suite. The company could grow even faster if it would make its mobile demonstrations freely available so anyone can appreciate the capabilities that I have seen through its demonstrations. If you wonder what the next generation of human capital management is shaping up to be, look at what Workday 16 is delivering today. Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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": "IBM Makes Big Data Deal for Vivisimo and Supports Cloudera Hadoop", "mainEntityOfPage": "https://marksmith.isg-research.net/marksmith-blog/2012/04/26/ibm-makes-big-data-deal-for-vivisimo-and-supports-cloudera-hadoop", "datePublished": "26/04/2012", "dateModified": "26/04/2012", "articleBody": "Through a series of acquisitions and organic development over the last five years, IBM has established itself as a leader in enterprise big data for business analytics. I recently wrote about IBM Smarter Analytics, which brings together the company’s portfolio of software, systems and services from analytics to big data. But supporting big data requires the ability to access many sources of information; our benchmark research on big data found that more than half of organizations require information from external sources, and that requires some software flexibility. To help meet that challenge, IBM has announced that it will acquire Vivisimo, a company that has been operating for more than 10 years and has over 100 employees and publicly listed customer references including Airbus, LexisNexis, P&amp;G, Schering-Plough and USGS. The majority of its customers use its enterprise search platform Vivisimo Velocity Platform to index and access structured and unstructured big data. The Vivisimo acquisition is important for IBM because it has not had a substantive search technology for its information management portfolio that can operate across all types of information. Competitively this is critical; the demand for better search has led Oracle to expand its efforts with Oracle Secure Enterprise Search and to acquire Endeca for more depth on structured data. Our benchmark research in business analytics found that searching for specific answers is the top-requested capability in 83 percent of organizations. This finding should highlight the importance of Vivisimo for IBM’s efforts in business analytics, though the software will be integrated by IBM’s information management software division, which focuses more on IT than business. IBM is positioning Vivisimo as part of its efforts to provide the ability to explore big data stored in internal, external and Internet-based sources. That position makes sense based on IBM’s customers’ needs, but Vivisimo described its product as information optimization for data access and discovery. IBM and Vivisimo discussed its efforts in search-based applications, which is an industry analyst term for software designed to help organizations access and assemble information. But search is just one of many capabilities that combine in the broader context of information applications is something IBM now can add to its portfolio. Our benchmark research on information applications finds that searching for specific answers is the top-ranked requirement for 46 percent of organizations. Vivisimo provides analytics on text and metadata that can be accessed through its search capabilities. Its focus on scalable but secure search is part of why it became one of the leaders in enterprise search at the high end of the enterprise software market. The software’s security features are critical, as organizations do not want to make it faster for unauthorized users to access information; more than three-fourths (79%) are concerned about data privacy or security breaches, according to our big data benchmark research. Also key is the platform’s flexibility at integrating sources across the enterprise, which supports our research finding that the range of information available must span customer, transactional data, logs, call detail records and plenty of other sources. In addition, Vivisimo supports mobile technologies such as smartphones to make it simpler to get to and access information from any platform. Along with the Vivisimo acquisition, IBM announced support for Cloudera Hadoop as part of InfoSphere BigInsights. Cloudera continues to grow with its enhanced commercial version of Hadoop. IBM’s expanded support of Hadoop is critical, as our Hadoop and Information Management benchmark research found Hadoop being used in 22 percent of organizations engaged in big data, with another 32 percent evaluating or planning to adopt it. IBM says it is the only provider to support multiple Hadoop distributions today, but actually other companies do, too; Datameer does for analytics, as I just assessed, and Pentaho does for data integration. Also in data integration, Informatica supports Cloudera and other Hadoop technologies. Acquiring Vivisimo is a smart move for IBM to expand its array of tools for big data and its overall information management portfolio. Considering the lack of enterprise depth from the likes of Google Enterprise Search, IBM’s opportunity is large. Expanding the platform to support other Hadoop distributions, such as Cloudera, is critical, as organizations are thinking about what distribution to place into production, and don’t just automatically use what is freely available from Apache. Having an open framework for its big-data platform is a smart move for IBM, as it lets customers embrace and extend a range of software. By comparison, others, such as Oracle, are focused primarily on supporting their own stacks of technologies. It is a stark difference. If you are considering adding search or Hadoop as part of your big-data efforts, take a look at what IBM is doing. Regards, Mark Smith – CEO &amp; Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://marksmith.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "marksmith.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: '6347', pageId: '4167680152', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "ce41a999cf51c5aa68a7fde32a57714a", 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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