Robert Kugel's Analyst Perspectives | Information Applications (IA)

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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 & 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 & 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 & 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 & 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 & 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 & 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 & 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 class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://robertkugel.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Robert Kugel</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://stephenhurrell.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Stephen Hurrell</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a 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For example, companies that do not execute their quote-to-cash cycle as an end-to-end process often experience a related set of issues in their sales, marketing, operations, accounting and finance functions that stem from entering the same data into multiple systems. The inability to...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2014/10/16/data-driven-business-processes-essential-for-optimization"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/big-data">Big Data</a>, <a href="https://robertkugel.isg-research.net/topic/mobile">Mobile</a>, <a href="https://robertkugel.isg-research.net/topic/erp">ERP</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/operations">Operations</a>, <a href="https://robertkugel.isg-research.net/topic/management">Management</a>, <a href="https://robertkugel.isg-research.net/topic/close">close</a>, <a href="https://robertkugel.isg-research.net/topic/closing">closing</a>, <a href="https://robertkugel.isg-research.net/topic/computing">computing</a>, <a href="https://robertkugel.isg-research.net/topic/end-to-end">end-to-end</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://robertkugel.isg-research.net/topic/data-management">Data Management</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/crm">CRM</a>, <a href="https://robertkugel.isg-research.net/topic/data">Data</a>, <a href="https://robertkugel.isg-research.net/topic/finance">finance</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/fpm">FPM</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://robertkugel.isg-research.net/robert-kugel/2014/08/03/businesses-must-make-self-service-reporting-a-priority">Businesses Must Make Self-Service Reporting a Priority</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">03 August 2014 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=200&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=100&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=200&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=300&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=400&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=500&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png?width=600&name=vr_ss21_spreadsheets_arent_easily_replaced-1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>One of the charitable causes to which I devote time puts on an annual vintage car show. The Concours d’Élegance dates back to 17th century France, when wealthy aristocrats gathered with judges on a field to determine who had the best carriages and the most beautiful horsepower. Our event serves as the centerpiece of a broader mission to raise money for several charitable organizations. One of my roles is to keep track of the cars entered in the show, and in that capacity I designed an online...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2014/08/03/businesses-must-make-self-service-reporting-a-priority"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/planning">Planning</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting</a>, <a href="https://robertkugel.isg-research.net/topic/self-service">Self-service</a>, <a href="https://robertkugel.isg-research.net/topic/budgeting">Budgeting</a>, <a href="https://robertkugel.isg-research.net/topic/dashboard">dashboard</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/data">Data</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a>, <a href="https://robertkugel.isg-research.net/topic/microsoft-excel">Microsoft Excel</a>, <a href="https://robertkugel.isg-research.net/topic/spreadsheets">Spreadsheets</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://robertkugel.isg-research.net/robert-kugel/2014/04/22/finance-analytics-requires-data-quality">Finance Analytics Requires Data Quality</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">22 April 2014 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=200&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=100&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=200&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=300&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=400&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=500&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png?width=600&name=vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Our research consistently finds that data issues are a root cause of many problems encountered by modern corporations. One of the main causes of bad data is a <a href="//robertkugel.ventanaresearch.com/2012/08/24/good-data-stewardship-is-critical-for-business-analytics/" target="_blank">lack of data stewardship</a> – too often, nobody is responsible for taking care of data. Fixing inaccurate data is tedious, but creating IT environments that build quality into data is far from glamorous, so these sorts of projects are rarely demanded and funded. The magnitude of the problem grows with the company: Big companies have more...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2014/04/22/finance-analytics-requires-data-quality"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/big-data">Big Data</a>, <a href="https://robertkugel.isg-research.net/topic/planning">Planning</a>, <a href="https://robertkugel.isg-research.net/topic/predictive-analytics">Predictive Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/governance">Governance</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/budgeting">Budgeting</a>, <a href="https://robertkugel.isg-research.net/topic/close">close</a>, <a href="https://robertkugel.isg-research.net/topic/finance-analytics">Finance Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/tax">Tax</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://robertkugel.isg-research.net/topic/cio">CIO</a>, <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://robertkugel.isg-research.net/topic/in-memory">In-memory</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/cfo">CFO</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/ceo">CEO</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a>, <a href="https://robertkugel.isg-research.net/topic/fpm">FPM</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://robertkugel.isg-research.net/robert-kugel/2014/01/15/boardwalktech-addresses-spreadsheet-woes-in-business">Boardwalktech Addresses Spreadsheet Woes in Business</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">15 January 2014 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=200&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=100&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=200&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=300&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=400&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=500&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png?width=600&name=vr_ss21_spreadsheets_arent_easily_replaced-3.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Our <a href="//www.ventanaresearch.com/ss21/" target="_blank"><span style="text-decoration: underline;">benchmark research on enterprise spreadsheets</span></a> explores the pitfalls that await companies that use desktop spreadsheets such as Microsoft Excel in repetitive, collaborative enterprise-wide processes. Because people are so familiar with Excel and therefore are able to quickly transform their finance or business expertise into a workable spreadsheet for modeling, analysis and reporting, desktop spreadsheets became the default choice. Individuals and organizations resist giving up their...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2014/01/15/boardwalktech-addresses-spreadsheet-woes-in-business"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/grc">GRC</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting</a>, <a href="https://robertkugel.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://robertkugel.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/benchmark">benchmark</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-research.net/robert-kugel/2013/12/18/ibm-integrates-risk-management-for-financial-services">IBM Integrates Risk Management for Financial Services</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">18 December 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=200&name=vr_grc_10_financial_services_companies_are_more_regulated.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=100&name=vr_grc_10_financial_services_companies_are_more_regulated.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=200&name=vr_grc_10_financial_services_companies_are_more_regulated.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=300&name=vr_grc_10_financial_services_companies_are_more_regulated.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=400&name=vr_grc_10_financial_services_companies_are_more_regulated.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=500&name=vr_grc_10_financial_services_companies_are_more_regulated.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png?width=600&name=vr_grc_10_financial_services_companies_are_more_regulated.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Integrated risk management (IRM) was a major theme at IBM’s recent <a href="http://www.ibm.com/smarterplanet/us/en/business_analytics/article/risk_management.html" target="_blank">Smarter Risk Management</a> analyst summit in London. In the market context, IBM sees this topic as a means to differentiate its product and messaging from those of its competitors. IRM includes cloud-based offerings in operational risk analytics, IT risk analytics and financial crimes management designed for financial institutions and draws on component elements of software that IBM acquired over the past five years, notably from <a href="http://www-01.ibm.com/software/analytics/algorithmics/" target="_blank">...</a></p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/12/18/ibm-integrates-risk-management-for-financial-services"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/grc">GRC</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/chief-risk-officer">Chief Risk Officer</a>, <a href="https://robertkugel.isg-research.net/topic/cro">CRO</a>, <a href="https://robertkugel.isg-research.net/topic/erm">ERM</a>, <a href="https://robertkugel.isg-research.net/topic/openpages">OpenPages</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://robertkugel.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://robertkugel.isg-research.net/topic/data-governance">Data Governance</a>, <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://robertkugel.isg-research.net/topic/ibm">IBM</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/compliance">compliance</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/data">Data</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-services">Financial Services</a>, <a href="https://robertkugel.isg-research.net/topic/fpm">FPM</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://robertkugel.isg-research.net/robert-kugel/2013/11/01/informatica-and-exterro-partner-for-more-effective-e-discovery">Informatica and Exterro Partner for More Effective E-discovery</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">31 October 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=200&name=vr_infomgt_barriers_to_information_management-10.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=100&name=vr_infomgt_barriers_to_information_management-10.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=200&name=vr_infomgt_barriers_to_information_management-10.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=300&name=vr_infomgt_barriers_to_information_management-10.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=400&name=vr_infomgt_barriers_to_information_management-10.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=500&name=vr_infomgt_barriers_to_information_management-10.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png?width=600&name=vr_infomgt_barriers_to_information_management-10.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><a href="http://www.informatica.com" target="_blank"><span style="text-decoration: underline;">Informatica</span></a> and <a href="http://www.exterro.com/" target="_blank"><span style="text-decoration: underline;">Exterro</span></a> have announced <a href="http://www.informatica.com/us/company/news-and-events-calendar/press-releases/10282013-InformaticaDataArchiveExterroFusionIntegration.aspx" target="_blank">a partnership</a> in the market for discovery of electronic data and documents (known as e-discovery). Exterro has made its reputation in e-discovery workflow and legal holds management while Informatica is a leader in data integration that <a href="//www.ventanaresearch.com/DIvalueindex/" target="_blank"><span style="text-decoration: underline;">our Value Index finds as the top and Hot rated provider</span></a>. The partnership is designed to provide users of <a href="http://www.exterro.com/ediscovery-solutions/" target="_blank">Exterro’s Fusion E-Discovery software</a>with a single point of control for organizing and managing legal and...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/11/01/informatica-and-exterro-partner-for-more-effective-e-discovery"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/ediscovery">eDiscovery</a>, <a href="https://robertkugel.isg-research.net/topic/exterro">Exterro</a>, <a href="https://robertkugel.isg-research.net/topic/data-governance">Data Governance</a>, <a href="https://robertkugel.isg-research.net/topic/data-management">Data Management</a>, <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://robertkugel.isg-research.net/topic/informatica">Informatica</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/compliance">compliance</a>, <a href="https://robertkugel.isg-research.net/topic/data">Data</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information">Information</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.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://robertkugel.isg-research.net/robert-kugel/2013/08/07/spreadsheets-consume-more-time-than-it-seems">Spreadsheets Consume More Time Than It Seems</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">07 August 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=200&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=100&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=200&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=300&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=400&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=500&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png?width=600&name=vr_ss21_spreadsheet_maintenance_is_a_burden-9.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The spreadsheet is one of the five most important advances in business management over the last 50 years. It has changed all aspects of running an organization. It was the original “killer app” that made people go out and buy personal computers. So you see I’m enthusiastic about spreadsheets, but I realize they have limits that must be respected to work efficiently. One of the more important findings from our benchmark research <a href="//www.ventanaresearch.com/ss21/" target="_blank">Spreadsheets for Today’s Enterprise</a> was about the time spent in...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/08/07/spreadsheets-consume-more-time-than-it-seems"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting</a>, <a href="https://robertkugel.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/visualization">Visualization</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/benchmark">benchmark</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-research.net/robert-kugel/2013/04/23/international-integrated-reporting-framework-takes-shape">International Integrated Reporting Framework Takes Shape</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">23 April 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="//robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg" width="200" !important: srcset="//robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=100&name=shutterstock_314838419-1.jpg 100w, //robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg 200w, //robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=300&name=shutterstock_314838419-1.jpg 300w, //robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=400&name=shutterstock_314838419-1.jpg 400w, //robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=500&name=shutterstock_314838419-1.jpg 500w, //robertkugel.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=600&name=shutterstock_314838419-1.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The International Integrated Reporting Council (IIRC) recently published a <a href="http://www.theiirc.org/wp-content/uploads/Consultation-Draft/Consultation-Draft-of-the-InternationalIRFramework.pdf" target="_blank">draft framework</a> outlining how it believes businesses ought to communicate with their stakeholders. In this context the purpose of an “integrated report” is to promote corporate transparency by clearly and concisely presenting how an organization’s strategy, governance, and financial and operational performance will create value for shareholders and other stakeholders in both the short and the long term. Such a report...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/04/23/international-integrated-reporting-framework-takes-shape"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/sustainability">Sustainability</a>, <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/closing">closing</a>, <a href="https://robertkugel.isg-research.net/topic/xbrl">XBRL</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-reporting">financial reporting</a>, <a href="https://robertkugel.isg-research.net/topic/fpm">FPM</a>, <a href="https://robertkugel.isg-research.net/topic/sasb">SASB</a>, <a href="https://robertkugel.isg-research.net/topic/sec">SEC</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://robertkugel.isg-research.net/robert-kugel/2013/04/18/investigate-user-friendly-spreadsheet-alternatives">Investigate User-Friendly Spreadsheet Alternatives</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">18 April 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=200&name=vr_ss21_business_intelligence_and_spreadsheets-2.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=100&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=200&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=300&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=400&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=500&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png?width=600&name=vr_ss21_business_intelligence_and_spreadsheets-2.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>I’ve been using spreadsheets for more than 30 years. I consider this technology tool among the five most important advances in business management of the 20th century. Spreadsheets have revolutionized many aspects of running an organization. Yet as enthusiastic as I am about them, I know the limits of desktop spreadsheets and the price we pay if we fail to respect those limits. The essential problem arises when people use desktop spreadsheets for purposes beyond what they were originally...</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/04/18/investigate-user-friendly-spreadsheet-alternatives"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting</a>, <a href="https://robertkugel.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://robertkugel.isg-research.net/topic/visualization">Visualization</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/benchmark">benchmark</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-research.net/robert-kugel/2013/02/21/use-dont-abuse-spreadsheets">Use – Don’t Abuse – Spreadsheets</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-research.net/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">21 February 2013 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=200&name=vr_ss21_combining_spreadsheets_is_a_chore1.png" width="200" !important: srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=100&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=200&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=300&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 300w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=400&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 400w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=500&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 500w, https://robertkugel.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png?width=600&name=vr_ss21_combining_spreadsheets_is_a_chore1.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>I’ve been using electronic spreadsheets for more than 30 years. I consider this technology among the 20th century’s top five most important advances in business management. Spreadsheets have revolutionized every aspect of running any organization. A spreadsheet (specifically, <a href="http://en.wikipedia.org/wiki/VisiCalc" target="_blank">VisiCalc</a>) was the original “killer app” that made business people feel the necessity to buy a personal computer.</p> </div> <a href="https://robertkugel.isg-research.net/robert-kugel/2013/02/21/use-dont-abuse-spreadsheets"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM)</a>, <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting</a>, <a href="https://robertkugel.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet</a>, <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://robertkugel.isg-research.net/topic/visualization">Visualization</a>, <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM)</a>, <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM)</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM)</a>, <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA)</a>, <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM)</a>, <a href="https://robertkugel.isg-research.net/topic/risk">Risk</a>, <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM)</a>, <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM)</a>, <a href="https://robertkugel.isg-research.net/topic/workforce-performance-management-wpm">Workforce Performance Management (WPM)</a>, <a href="https://robertkugel.isg-research.net/topic/benchmark">benchmark</a>, <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); 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If you have any issue with an Analyst Perspective, please email them to <a href="mailto:ChiefResearchOfficer@isg-research.net">ChiefResearchOfficer@isg-research.net</a></p> </li> </ul> <a class="btn-secondary" href="https://www.isg-research.net/analyst-perspective-policy">View Policy</a></span>  <div id="hs_cos_wrapper_module_168621267066296" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> </style> <h3 style="color: #255a89;">Our Analysts</h3>  <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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png" alt="David Menninger" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&name=Menninger.David%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&name=Menninger.David%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&name=Menninger.David%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&name=Menninger.David%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=300&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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png" alt="Jeff Orr" width="100" data-constrained="true" caption="false" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&name=Orr.Jeff.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&name=Orr.Jeff.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&name=Orr.Jeff.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&name=Orr.Jeff.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=300&name=Orr.Jeff.Circle.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Jeff Orr</h5> </a> </div> </div>   <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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png" alt="Keith Dawson" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&name=Dawson.Keith%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&name=Dawson.Keith%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&name=Dawson.Keith%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&name=Dawson.Keith%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=300&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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png" alt="Mark Smith" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&name=Smith.Mark%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&name=Smith.Mark%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&name=Smith.Mark%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&name=Smith.Mark%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=300&name=Smith.Mark%20Pic.Circle.png 300w"> <h5 class="analyst_name">Mark Smith</h5> </a> </div> </div>   <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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png" alt="Matt Aslett" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&name=Aslett.Matt%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&name=Aslett.Matt%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&name=Aslett.Matt%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&name=Aslett.Matt%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=300&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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=50&name=profile_vr_matthew_brown_circle_900x900.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=150&name=profile_vr_matthew_brown_circle_900x900.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=200&name=profile_vr_matthew_brown_circle_900x900.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=250&name=profile_vr_matthew_brown_circle_900x900.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=300&name=profile_vr_matthew_brown_circle_900x900.png 300w"> <h5 class="analyst_name">Matthew Brown</h5> </a> </div> </div>   <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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png" alt="Robert Kugel" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&name=Kugel.Robert%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&name=Kugel.Robert%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&name=Kugel.Robert%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&name=Kugel.Robert%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=300&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://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png" alt="Stephen Hurrell" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&name=Hurrell.Stephen%20Pic.Circle.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&name=Hurrell.Stephen%20Pic.Circle.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&name=Hurrell.Stephen%20Pic.Circle.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&name=Hurrell.Stephen%20Pic.Circle.png 250w, https://robertkugel.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=300&name=Hurrell.Stephen%20Pic.Circle.png 300w"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> </div>   <div class="row-fluid">  <div style="text-align: center;"> <a href="https://blog.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png" alt="ISG Software Research" width="100" data-constrained="true" caption="false" srcset="https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&name=ISG_Bug_Reverse_Transparent.png 50w, https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png 100w, https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&name=ISG_Bug_Reverse_Transparent.png 150w, https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&name=ISG_Bug_Reverse_Transparent.png 200w, https://robertkugel.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&name=ISG_Bug_Reverse_Transparent.png 250w, 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style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/11">November 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/10">October 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/09">September 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/08">August 2017 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/07">July 2017 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/06">June 2017 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/05">May 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/04">April 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/03">March 2017 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/02">February 2017 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2017/01">January 2017 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/12">December 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/11">November 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/10">October 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/09">September 2016 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/08">August 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/07">July 2016 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/06">June 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/05">May 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/04">April 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/03">March 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2016/02">February 2016 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/12">December 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/11">November 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/10">October 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/09">September 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/08">August 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/07">July 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/06">June 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/05">May 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/04">April 2015 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/03">March 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/02">February 2015 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2015/01">January 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/12">December 2014 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/11">November 2014 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/10">October 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/09">September 2014 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/08">August 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/07">July 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/06">June 2014 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/05">May 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/04">April 2014 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/03">March 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/02">February 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2014/01">January 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/12">December 2013 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/11">November 2013 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/10">October 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/09">September 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/08">August 2013 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/07">July 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/06">June 2013 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/05">May 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/04">April 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/03">March 2013 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/02">February 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2013/01">January 2013 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/12">December 2012 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/11">November 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/10">October 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/09">September 2012 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/archive/2012/07">July 2012 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/06">June 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/05">May 2012 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/04">April 2012 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/03">March 2012 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/02">February 2012 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2012/01">January 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/12">December 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/11">November 2011 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/10">October 2011 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/09">September 2011 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/07">July 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/06">June 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/05">May 2011 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/04">April 2011 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/03">March 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/02">February 2011 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2011/01">January 2011 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2010/12">December 2010 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2010/11">November 2010 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/archive/2010/06">June 2010 <span class="filter-link-count" dir="ltr">(5)</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://robertkugel.isg-research.net/topic/10k">10K <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li> <a href="https://robertkugel.isg-research.net/topic/accounting">Accounting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li> <a href="https://robertkugel.isg-research.net/topic/accounting-close">accounting close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li> <a href="https://robertkugel.isg-research.net/topic/accounting-software">accounting software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li> <a href="https://robertkugel.isg-research.net/topic/accounting-analytics-erp-eam-crm-hcm-innovation-cl">accounting, analytics, ERP, EAM, CRM, HCM, innovat <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/accounts-payable">Accounts Payable <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/accounts-receivable">Accounts Receivable <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/acquisition">acquisition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/agent-management">agent management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/agile">agile <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ai">AI <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ai-machine-learning">AI & Machine Learning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ai-and-machine-learning">AI and Machine Learning <span class="filter-link-count" dir="ltr">(48)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/aicpa">AICPA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analysis">analysis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analytic-data-platforms">Analytic Data Platforms <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analytical-application">analytical application <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analytics">Analytics <span class="filter-link-count" dir="ltr">(177)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analytics-data">Analytics & Data <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/analytics-and-data">Analytics and Data <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/application">application <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/artificial-intelligence">Artificial intelligence <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/asc-606">asc 606 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/asc842">ASC842 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/assets">assets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/audit">audit <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/automation">automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/balanced-scorecard">balanced scorecard <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/bank">bank <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/banking">banking <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/benchmark">benchmark <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/best-pracices">best pracices <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/big-data">Big Data <span class="filter-link-count" dir="ltr">(106)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/billing-and-recurring-revenue">Billing and Recurring Revenue <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/billing-software">billing software <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/blockchain">blockchain <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/blockchain-distributed-ledger-dlt-erp-scm-supply-c">blockchain, distributed ledger, DLT, ERP, SCM, sup <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/board-of-directors">board of directors <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/bots">bots <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/bribery">bribery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/budget">budget <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/budgeting">Budgeting <span class="filter-link-count" dir="ltr">(75)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/budgeting-and-planning">budgeting and planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/budgeting-software">budgeting software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business">Business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-analytics">Business Analytics <span class="filter-link-count" dir="ltr">(160)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-applications">Business Applications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-collaboration">Business Collaboration <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-intelligence">Business Intelligence <span class="filter-link-count" dir="ltr">(79)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-intelligence-2">business intelligence <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-intelligence-3">business intelligence <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-mobility">Business Mobility <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-model">business model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM) <span class="filter-link-count" dir="ltr">(278)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-plan">business plan <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-planning">Business Planning <span class="filter-link-count" dir="ltr">(86)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-process">business process <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-process-execution">business process execution <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-process-management">Business Process Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-suite">Business Suite <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-technology">Business Technology <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/business-value">business value <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/capital-adequacy">capital adequacy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/capital-budget">capital budget <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/capital-markets">capital markets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/capital-spending">capital spending <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cash-management">cash management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ceo">CEO <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ceo-cfo-financial-performance-management-forecasti">CEO, CFO, Financial Performance Management, Foreca <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cfo">CFO <span class="filter-link-count" dir="ltr">(141)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/challenge">challenge <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/channel">channel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/chargebacks">chargebacks <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/chart-of-accounts">chart of accounts <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/chatter">Chatter <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/chief-risk-officer">Chief Risk Officer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cio">CIO <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/clarity-systems">Clarity Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/close">close <span class="filter-link-count" dir="ltr">(43)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/closed-loop">closed loop <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/closing">closing <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cloud-computing">Cloud Computing <span class="filter-link-count" dir="ltr">(122)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cloud-erp">cloud ERP <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/coda">CODA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/cognos">Cognos <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/collaboration">Collaboration <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/collaborative-conversational-computing">Collaborative & Conversational Computing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/collaborative-computing">collaborative computing <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/commission">commission <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/communications">communications <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/compensation">Compensation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/competition">competition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/complex-event-processing">Complex Event Processing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/compliance">compliance <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/composite-document">Composite document <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/computing">computing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/concur">Concur <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/connectwise">ConnectWise <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/connotate">Connotate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/consolidate-and-close-management">Consolidate and Close Management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/consolidate-close-report">Consolidate/Close/Report <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/consolidating">consolidating <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/consolidation">Consolidation <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/consulting">Consulting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/contact-center">Contact Center <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/container">container <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/contingency">contingency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/contingency-planning">contingency planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-accounting">Continuous Accounting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-improvement">continuous improvement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-payroll">Continuous Payroll <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-planning">Continuous Planning <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-supply-chain">continuous supply chain <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/continuous-supply-chain-erp">Continuous Supply Chain & ERP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/contract">contract <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/contract-management">contract management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/control">control <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/controller">Controller <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/controller-2">controller <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/controls">controls <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/conversational-computing">Conversational Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/coo">COO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/corporate-finance">Corporate Finance <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/corporate-governance">Corporate Governance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cost-management">Cost Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/costing">costing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cpq">CPQ <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/credit">credit <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/crisis">crisis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/crm">CRM <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/crm-customer-service">CRM customer service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cro">CRO <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/cryptic">cryptic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/currency">currency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer">Customer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-analytics">Customer Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-engagement">Customer Engagement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-experience">Customer Experience <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-experience-management">Customer Experience Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-life-cycle">customer life cycle <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-performance-management-cpm">Customer Performance Management (CPM) <span class="filter-link-count" dir="ltr">(87)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/customer-service">Customer Service <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dashboard">dashboard <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dashboards">Dashboards <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data">Data <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-governance">Data Governance <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-integration">Data Integration <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-lake">Data Lake <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-management">Data Management <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-operations">data operations <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-preparation">Data Preparation <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-science">Data Science <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/data-warehousing">Data Warehousing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/database">Database <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/datawatch">Datawatch <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/debt">debt <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/decision">decision <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/decision-hub">Decision Hub <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/demand-chain">Demand Chain <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/demand-management">demand management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/demand-planning">Demand Planning <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/design">design <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/development">development <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-applications">Digital Applications <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-business">Digital Business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-commerce">Digital Commerce <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-finance">digital finance <span class="filter-link-count" dir="ltr">(102)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-marketing">Digital Marketing <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-technology">Digital Technology <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/digital-transformation">Digital transformation <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/distribution">distribution <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/document-management">Document Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dodd-frank">Dodd-Frank <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dreamforce">Dreamforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/driver-based">driver-based <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/driver-based-planning">driver-based planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dynamics">Dynamics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dynamics-ax">Dynamics AX <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dynamics-gp">Dynamics GP <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/dynamics-nav-dynamics-sl">Dynamics NAV Dynamics SL <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/e-discovery">e-discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/edi">EDI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ediscovery">eDiscovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/effectiveness">effectiveness <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/embedded-analytics">embedded analytics <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/end-to-end">end-to-end <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-content-management">Enterprise Content Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-profitability-management">enterprise profitability management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning <span class="filter-link-count" dir="ltr">(42)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-risk-management">enterprise risk management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-software">Enterprise Software <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/enterprise-tax">Enterprise Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/environment-management">Environment Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/environmental">Environmental <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/epicor">Epicor <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/epiphany">Epiphany <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/equity-research">equity research <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/erm">ERM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/erp">ERP <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(141)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/error">error <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/esg">ESG <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/essbase">Essbase <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/excel">Excel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/executive">executive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/expense">expense <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/expense-management">expense management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/extended-close">extended close <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/extended-reality">extended reality <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/exterro">Exterro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fasb">FASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fast-close">Fast close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fei">FEI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ferf-ceo">FERF CEO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/finance">finance <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/finance-analytics">Finance Analytics <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/finance-cloud">finance cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/finance-financial-applications-financial-close">Finance Financial Applications Financial Close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/finance-transformation">finance transformation <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial">financial <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-analytics">financial analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-applications">Financial Applications <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-close">Financial Close <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-consolidation-and-close-management">Financial Consolidation and Close Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-governance">Financial Governance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-management">Financial Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-model">financial model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-performance">Financial Performance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-performance-2">financial performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-performance-management">Financial Performance Management <span class="filter-link-count" dir="ltr">(224)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM) <span class="filter-link-count" dir="ltr">(287)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-planning">financial planning <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-regulation">financial regulation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-reporting">financial reporting <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-risk-management">financial risk management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-services">Financial Services <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-software">financial software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-standards">financial standards <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-statement">financial statement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financial-systems">financial systems <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financialforce">FinancialForce <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financialforce-com">FinancialForce.com <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/financials">financials <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fms">FMS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/forecast">Forecast <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/forecasting">forecasting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fpa">FP&A <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fpm">FPM <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fraud">Fraud <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/fusion-applications">Fusion Applications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/gaap">GAAP <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/generative-ai">Generative AI <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/governance">Governance <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/governance-risk-and-compliance">Governance Risk and Compliance <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC) <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/grc">GRC <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/grc-governance-risk-compliance-risk-management-wat">GRC, governance, risk, compliance, risk management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/green">Green <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/gui">GUI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hana">HANA <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hcm">HCM <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hewlett-packard">Hewlett Packard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hospitality">Hospitality <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/host-analytics">Host Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hr">HR <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hrms">HRMS <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/human-capital-2">Human Capital <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/human-capital">Human Capital <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/human-capital-management">Human Capital Management <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/hyperion">Hyperion <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/iasb">IASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ibm">IBM <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ibm-business-analytics">IBM Business Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ibm-regulatory-compliance-analytics">IBM Regulatory Compliance Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ibp">IBP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ifrs">IFRS <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ifrs16">IFRS16 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/in-memory">In-memory <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/in-memory-computing">In-Memory Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/infor">Infor <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/informatica">Informatica <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/information">Information <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/information-applications-ia">Information Applications (IA) <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/information-management">Information Management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/information-management-im">Information Management (IM) <span class="filter-link-count" dir="ltr">(50)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/information-technology">Information Technology <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/innovation-awards">Innovation Awards <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/intacct">Intacct <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/integrated-business-planning">Integrated Business Planning <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/intelligent-cx">Intelligent CX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/intelligent-marketing">intelligent marketing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/intelligent-sales">intelligent sales <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/internal-audit">Internal Audit <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/international-finance">International Finance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/international-tax">international tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/internet-of-things">Internet of Things <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/inventory-optimization">Inventory Optimization <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it">IT <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it-controls">IT controls <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it-cost">IT cost <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it-governance">IT governance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM) <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/it-risk-management">IT Risk Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/jd-edwards">JD Edwards <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/jda-software">JDA Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/jonova">Jonova <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kapow">Kapow <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kenandy">Kenandy <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kinaxis">Kinaxis <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kofax">Kofax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kri">KRI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/kyriba-financial-performance-management">Kyriba Financial Performance Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lan">LAN <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lawson">Lawson <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lawson-software">Lawson Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/learning-management">Learning Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lease-accounting">Lease Accounting <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lease-and-tax-accounting">lease and tax accounting <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/lease-management">Lease Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/leasing">leasing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/legacy-systems">legacy systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/legal">legal <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/local-ly">Local.ly <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/longview">LongView <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/machine-learning">Machine Learning <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/machine-learning-and-cognitive-computing">Machine Learning and Cognitive Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/management">Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/manufacturing">Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/marketing">Marketing <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.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://robertkugel.isg-research.net/topic/master-data-management">Master Data Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/maxager">Maxager <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/maximo">Maximo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/meg-whitman">Meg Whitman <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/microsoft">Microsoft <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/microsoft-excel">Microsoft Excel <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/midsize">Midsize <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mobile">Mobile <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mobile-computing">mobile computing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mobile-marketing-digital-commerce">Mobile Marketing Digital Commerce <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mobile-technology">Mobile Technology <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mobility">Mobility <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/model-building-and-large-language-models">Model Building and Large Language Models <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/model-n">Model N <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/modeling">Modeling <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/mro">MRO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/natural-language-processing">natural language processing <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/navetti">Navetti <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/netsuite">NetSuite <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/netsuite-openai">NetSuite OpenAi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/nomis-solutions">Nomis Solutions <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/office-of-finance">Office of Finance <span class="filter-link-count" dir="ltr">(427)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/open-source-software">Open Source Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/open-world">Open World <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/openpages">OpenPages <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/openworld">OpenWorld <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/operational-data-platforms">operational data platforms <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/operational-intelligence">Operational Intelligence <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM) <span class="filter-link-count" dir="ltr">(172)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/operations">Operations <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/operations-supply-chain">Operations & Supply Chain <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/oracle">Oracle <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/order-to-cash">Order-to-Cash <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/oversight-systems">Oversight Systems <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/paas">PaaS <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/payments">Payments <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/peoplesoft">PeopleSoft <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/performance">Performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/performance-management">Performance Management <span class="filter-link-count" dir="ltr">(54)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/perillon">Perillon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/planmill">PlanMill <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/planning">Planning <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/planview">Planview <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/plex">Plex <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/predictive-analytics">Predictive Analytics <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/predictive-planning">Predictive Planning <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/price-optimization">Price Optimization <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/pricing-and-promotion-management">Pricing and Promotion Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/pro">PRO <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/procure-to-pay">Procure-to-Pay <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/procurement">procurement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/product-information-management">Product Information Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/professional-services">Professional Services <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/professional-services-automation">Professional Services Automation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/profit-velocity">Profit Velocity <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/profitability">Profitability <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/profitability-management">profitability management <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/project-management">Project Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/project-planning">Project Planning <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/projecthelp">ProjectHelp <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/projector">Projector <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/property-technology">Property Technology <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/pros">PROS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/pros-pricing">PROS Pricing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/psa">PSA <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/purchasing">purchasing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/pv-accelerator">PV Accelerator <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/qad">QAD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/quantrix">Quantrix <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/real-estate">real estate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/real-time">Real-time <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/reconcile">reconcile <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/reconciliation">Reconciliation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/recurring-revenue">Recurring Revenue <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/reporting">Reporting <span class="filter-link-count" dir="ltr">(74)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/reporting-xbrl-ixbrl-document-management">Reporting, XBRL, iXBRL, document management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/research">Research <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue">Revenue <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-and-lease-accounting">revenue and lease accounting <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-management">Revenue Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-performance-management">Revenue Performance Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-recognition">revenue recognition <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/revenue-lease-and-tax-accounting">Revenue, Lease and Tax Accounting <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/risk">Risk <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/risk-analytics">Risk Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/robotic-finance">robotic finance <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/robotic-process-automation">Robotic Process Automation <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/roi">ROI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sop">S&OP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/saas">SaaS <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sage">Sage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sage-software">Sage Software <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales">Sales <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-and-forecasting">Sales and Forecasting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-enablement">sales enablement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-enablement-and-execution">Sales Enablement and Execution <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-engagement">Sales Engagement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-forecasting">Sales Forecasting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-operations">Sales Operations <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM) <span class="filter-link-count" dir="ltr">(131)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-planning">Sales Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-planning-and-analytics">Sales Planning and Analytics <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sales-tax">Sales Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/salesforce-com">Salesforce.com <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sap">SAP <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sarbanes-oxley">Sarbanes Oxley <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sas">SAS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sasb">SASB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/scm">SCM <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/scm-demand-planning">SCM Demand Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/scout-rfp">Scout RFP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sec">SEC <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sec-software">SEC Software <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/security">Security <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/self-service">Self-service <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/seperation-of-duties">Seperation of Duties <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/servigistics">Servigistics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sharepoint">SharePoint <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/signal-demand">Signal Demand <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/smart-financial-close">Smart Financial Close <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/smart-manufacturing">Smart Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/smb">SMB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/social">Social <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/social-collaboration">Social Collaboration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/social-media">Social Media <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/software">Software <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sourcing">sourcing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sox">SOX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/spm">SPM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/spreadsheets">Spreadsheets <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/spss">SPSS <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/star-analytics">Star Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/statistics">Statistics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/stratahadoop">Strata+Hadoop <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/streaming-data-events">Streaming Data & Events <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sungard">Sungard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sunsystems">Sunsystems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/supplier-relationship-management">supplier relationship management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/supply-chain">Supply Chain <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/supply-chain-management">supply chain management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM) <span class="filter-link-count" dir="ltr">(92)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/supply-chain-planning">Supply Chain Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sustainability">Sustainability <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/sustainability-management">Sustainability Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tagetik">Tagetik <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/talent-management">Talent Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax">Tax <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-compliance">tax compliance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-data-warehouse-thomson-reuters-multinational">tax data warehouse Thomson-Reuters multinational <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-optimization">tax optimization <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-planning">tax planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-software">Tax Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-datawarehouse">Tax-Datawarehouse <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tax-tax-provision-transfer-pricing">tax; tax provision; transfer pricing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/thomson-reuters-multinational">Thomson-Reuters multinational <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tidemark">Tidemark <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/tm1">TM1 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/total-compensation-management">Total Compensation Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/training">Training <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/treasury">Treasury <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ui">UI <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/unanet-technologies">Unanet Technologies <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/uncategorized">Uncategorized <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/unit4">Unit4 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/us-gaap">US-GAAP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/us-gaap-accounting">US-GAAP accounting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/ux">UX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.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://robertkugel.isg-research.net/topic/value-added-tax">Value-Added Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/vat">VAT <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-research.net/topic/vendavo">Vendavo <span 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</ul> </div> </div> </div> </div> </div> </div> <a href="javascript:" id="return-to-top"> </a> </footer> </div>  <script defer src="/hs/hsstatic/content-cwv-embed/static-1.1293/embed.js"></script> <script src="https://robertkugel.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en-us'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://robertkugel.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": "Data-Driven Business Processes Essential for Optimization", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2014/10/16/data-driven-business-processes-essential-for-optimization", "datePublished": "16/10/2014", "dateModified": "16/10/2014", "articleBody": "When applying information technology to drive better business performance, companies and the systems integrators that assist them often underestimate the importance of organizing data management around processes. For example, companies that do not execute their quote-to-cash cycle as an end-to-end process often experience a related set of issues in their sales, marketing, operations, accounting and finance functions that stem from entering the same data into multiple systems. The inability to automate passing of data from one functional group to the next forces people to spend time re-entering data and leads to fragmented and disconnected data stores. The absence of a single authoritative data source also creates conflicts about whose numbers are “right.” Even when the actual figures recorded are identical, discrepancies can crop up because of issues in synchronization and data definition. Lacking an authoritative source, organizations may need to check for and resolve errors and inconsistencies between systems to ensure, for example, that what customers purchased was what they received and were billed for. The negative impact of this lack of automation is multiplied when transactions are complex or involve contracts for recurring services. Our benchmark research shows that data fragmentation, consistency, availability, usability and timeliness are key issues for companies. The information management issues in process design and execution are similar to those at work for analytics. However, addressing them effectively requires a different approach than just creating a separate data store to be the “single version of the truth.” Careful consideration is required to determine the best method to manage data throughout a core business process, particularly when multiple applications are required to automate and support the execution of the process. Software application platforms offered by some vendors make it far easier to integrate niche software applications into processes in a way that may eliminate the need for an operational data store. The information dimension is usually overlooked in designing business systems because data is viewed as a given, is not explicitly considered (“we’ll work out the details later”) or is considered only an afterthought. This may occur because the information dimension of systems engineering is treated as being of secondary importance to defining the best process and determining the required applications capabilities. But we think making data an afterthought is a mistake. Ventana Research uses a framework that explicitly calls out information (all forms of data) and technology (software, hardware and networks) as separate elements in addressing business issues, rather than lumping the two together as “technology.” Explicitly taking the data perspective into account provides a broad perspective that frames process and technology requirements. We assert that treating data as a core consideration can result in better process design and clarify the issues companies must consider to select the appropriate systems to support the people and process aspects of business operations. Quote-to-cash is a useful example of where an end-to-end process requires more than just workflow to manage the handoffs as tasks are executed. In some simple cases, an ERP system can handle all of the details. In others, automating the process and data flows may require multiple systems (such as a CRM system for customer and account information, as well as systems for product configuration, contract management, billing and collection in addition to ERP. Some of the data assembled in a quote-to-cash transaction may have to be transferred to other operational systems to fulfill the transaction. To achieve best results, data must be staged and controlled from start to finish and there must be a single system of record. Deciding on what application (or applications) to use to manage the process and where to locate the system of record physically and logically depends on a company’s specific circumstances. Engineering quote-to-cash end to end from both process and data flow perspectives can speed its completion (thereby improving customer responsiveness), remove unnecessary manual steps (generating efficiencies) and reduce or eliminate errors at every step (resulting in better customer service and lower costs). Another example that benefits from a data-driven end-to-end process is requisition-to-pay. It may seem counterintuitive, but accelerating the payment of invoices can improve a company’s bottom line. With interest rates in much of the developed world at historic lows, the greatest return on available cash is taking advantage of early payment discounts. Yet few companies take advantage of these. One important reason why they don’t is deficiencies in the data and technology needed to make early payment practical. Starting the automated process at the point of initial requisition gives the treasury function better visibility into the amounts and timing of future outlays, making cash forecasting more certain. Greater certainty about the corporation’s cash position lowers the amount of cash it needs to hold to meet payment obligations while maintaining an adequate operating liquidity buffer to allow for forecasting errors and unanticipated needs. Companies that have limited visibility will be cautious about making payments and must maintain a larger, more conservative buffer stock of cash. Using automated systems to speed the processing of invoices by eliminating delays in handoffs is only one element needed to make early payment discount feasible. Timely access to accurate data to support processing invoices is necessary, as is data needed by an analytical application that supports the treasury function to handle the complexities of managing cash effectively. The importance of timely access to reliable data is often overlooked, but it can be the key ingredient to improving the execution of core business and finance department functions. Engineering data and data management into the design of technology-driven processes must not be an afterthought; it must be integral to the decisions about what software is used and how processes are to be performed. Our research shows that data issues plague companies, and the larger the company, the bigger the problem may be. Effective data management is essential to improve corporate performance. We advise companies to review their current processes and take steps to modernize and automate any that are a drag on performance. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_infomgt_obstacles_to_information_management_updated.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://robertkugel.isg-research.net/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Businesses Must Make Self-Service Reporting a Priority", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2014/08/03/businesses-must-make-self-service-reporting-a-priority", "datePublished": "03/08/2014", "dateModified": "03/08/2014", "articleBody": "One of the charitable causes to which I devote time puts on an annual vintage car show. The Concours d’Élegance dates back to 17th century France, when wealthy aristocrats gathered with judges on a field to determine who had the best carriages and the most beautiful horsepower. Our event serves as the centerpiece of a broader mission to raise money for several charitable organizations. One of my roles is to keep track of the cars entered in the show, and in that capacity I designed an online registration system. I’ve been struck by how my experiences with a simple IT system have been a microcosm of the issues that people encounter in designing, administering and using far more sophisticated ones. My most important take-away from this year’s event is the importance of self-service reporting. I suspect that most senior corporate executives – especially those in Finance – fail to appreciate the value of self-service reporting. It frees up the considerable resources organizations collectively waste on unproductive work, and it increases responsiveness and agility of the company as a whole. Electronic reporting began as a solution to paper print-outs, reducing the resources required to transmit information needed by individuals and making it easier for them to find information. Over the past couple of decades, these enterprise reports also have become much easier for IT professionals to create and maintain, but they are still time-consuming and aren’t particularly flexible. Rather than have their IT department create another version of a report, people often copy an electronic report, paste it into a spreadsheet, reconfigure the information to suit their needs and distribute the modified spreadsheet to a group of people. For this and other reasons IT departments have found it difficult to get business people to stop using spreadsheets. Our benchmark research on spreadsheets finds this is the number-one impediment to change. Spreadsheet users value control and flexibility. This is precisely what self-service reporting delivers without the time-consuming hassle of manually creating and distributing spreadsheet reports. It’s useful to think of self-service reporting as an attitude and approach to using information technology than as a specific software product or category. It starts with the basic assumption that individuals in organizations must be able to retrieve information they need from the systems they use. This does not replace periodic enterprise reporting, dashboards, scorecards and other such “push” communication methods. This is not the once-voguish concept of “democratizing business intelligence” either; that was still too complicated for the vast majority of users. It’s more like replacing telephone operators with a direct dial system. (Note to readers under 40 years old: Once upon a time it required human intervention to connect your phone to someone else’s.) The goal of self-service reporting is to make broad sets of data readily available and give people the ability to access it (subject to permissions) as well as easily organize and display it in the form and format that works best for them. In the early days of business computing, simply collecting and having access to company data was a breakthrough. Over the past decades, corporations automated and instrumented a broad range of functions, and the challenge lay in collecting and managing the data. Although companies still face many issues in data management, devolving reporting to the individual is now a critical issue companies must address. Well-designed self-service reporting improves the productivity of individuals in both IT and the rest of the organization. The controller of a midsize company recently told me people had been spending one-and-a-half days per month creating reports for senior executives and operating managers after the monthly and quarterly accounting close. Talk about unproductive use of resources! This is an extreme example but emblematic of time routinely wasted on something individuals ought be able to do on their own. From the IT side, far too much time is devoted to creating and maintaining reports – it’s akin to still having switchboard operators on staff to route calls. Self-service reporting exists both as a feature of enterprise applications and in stand-alone products designed to work with applications that lack this capability. In deciding whether to replace existing software and in any vendor selection process, it’s important to assess benefits of self-service reporting capabilities. This is especially true as mobility increasingly is built into enterprise business applications. Anytime, anywhere access to information is one of the most important reasons why companies invest in mobility and demand this capability in the software they buy. Being able to drill down and around in the data contained in such reports provides a powerful incentive to replace spreadsheets. But there are also stand-alone products that can provide self-service reporting capabilities within legacy systems. For our service organization this past year I still created a limited number of spreadsheets for individuals and groups that are not on our system. The only data issues we had were created when someone copied and pasted information from our reports into another spreadsheet. Errors are inevitable, and even in our local event there are unfortunate consequences when they occur. For example, telling someone who has just spent hundreds of hours preparing his or her car that the vehicle is not eligible for an award because it was not on the list of judged cars (even though our system showed that it was supposed to be judged) provokes the same level of irate response one might expect when a CFO is informed that there’s a material error in the published financial statements. Self-service reporting is fast becoming a standard capability within businesses. It’s part of a generational change that is redefining corporate computing. People beyond a certain age still expect information to be given to them. Younger people want to get the information they need themselves and expect to have the ability to do so. IT departments must identify opportunities to offer self-service reporting and implement it wherever possible. Business users – especially those in finance roles – should familiarize themselves with self-service reporting – especially stand-alone tools that they can use and administer – and implement it wherever it is feasible. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-1.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Finance Analytics Requires Data Quality", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2014/04/22/finance-analytics-requires-data-quality", "datePublished": "22/04/2014", "dateModified": "22/04/2014", "articleBody": "Our research consistently finds that data issues are a root cause of many problems encountered by modern corporations. One of the main causes of bad data is a lack of data stewardship – too often, nobody is responsible for taking care of data. Fixing inaccurate data is tedious, but creating IT environments that build quality into data is far from glamorous, so these sorts of projects are rarely demanded and funded. The magnitude of the problem grows with the company: Big companies have more data and bigger issues with it than midsize ones. But companies of all sizes ignore this at their peril: Data quality, which includes accuracy, timeliness, relevance and consistency, has a profound impact on the quality of work done, especially in analytics where the value of even brilliantly conceived models is degraded when the data that drives that model is inaccurate, inconsistent or not timely. That’s a key finding of our finance analytics benchmark research. A main requirement for the data used in analytics is that it be accurate because accuracy affects how well finance analytic processes work. One piece of seemingly good news from the research is that a majority of companies have accurate data with which to work in their finance analytics processes. However, only 11 percent said theirs is very accurate, and there’s a big difference between accurate enough and very accurate. The degree of accuracy is important because it correlates with, among other things, the quality of finance analytics processes and the agility with which organizations can respond to and plan for change. Although almost all (92%) of the companies that have very accurate data also have a process that works well or very well, that assessment drops to 43 percent of companies that said their data is just accurate. Even in small doses, bad data has an outsized impact on finance analytic processes. Inaccuracies, inconsistencies and not comparable data can seriously gum up the works as analysts search for the source of the issue and then try to resolve it. As issues grow, dissatisfaction with the process increases. Just 22 percent of those with somewhat accurate data and none of the companies with data that is not accurate said their company has a process that works well or very well. To be truly useful for business, analytics provided to executives, managers and other decision-makers must be fresh. The faster a company can deliver the assessments and insight as to what just happened, the sooner company can respond to those changes. Almost all (85%) companies with very accurate data said they are able to respond immediately or soon enough to changes in business or market conditions, but only 35 percent of those with accurate data and just 24 percent of those with somewhat accurate data are able to do so. Moreover, having data that is timely enables companies to react in a coordinated fashion as well as quickly. Companies that are able to operate in a coordinated fashion are usually more successful in business than those that are somewhat coordinated in the same way that a juggler who is somewhat coordinated drops a lot of balls. Almost all (86%) companies whose data is all up-to-date said they are able to react to change in a coordinated or very well coordinated fashion, compared to just 38 percent of those whose data is mostly up-to-date and 19 percent that have a significant percentage of stale data. Three-fourths (77%) of companies that have very accurate data are able to respond to changes in a coordinated or very well coordinated fashion, but just one-third (35%) of those with accurate data and 14 percent with somewhat accurate data are able to accomplish this. Speed is essential in delivering metrics and performance indicators if they are to be useful for strategic decision-making, competitive positioning and assessing performance. Companies that can respond sooner to opportunities and threats are more able to adjust to changing business conditions. The research finds that fewer than half (43%) of companies are able to deliver important metrics and performance indicators within a week of a period’s end – that is, soon enough to respond to an emerging opportunity or threat. One way to speed up the delivery of analytics is to have analysts focus their time on the analytics. But the research shows that not many do: A majority of analysts spend the biggest chunk of their time dealing with data-related issues rather than on the analysis itself. Two-thirds (68%) of participants reported that they spend the most time dealing with the data used in their analytics – waiting for it, reviewing it for quality and consistency or preparing it for analysis. Only one-fourth (28%) said their efforts focus most on analysis and trying to determine root causes, which are the main reasons for doing the analysis in the first place. In other words, in a majority of companies, analysts don’t spend enough time doing what they are valued and paid for. The results also show that there are negative knock-on effects of spending time on data-related tasks rather than on analysis. More than half (56%) of the companies that spend the biggest part of their time working on analytics can deliver metrics and indicators within a business week, compared to just one-third (36%) of those that spend the biggest part of the time grappling with data issues. Having high-quality, timely and accessible data therefore is essential to reaping the benefits of finance analytics. Data issues diminish productivity in every part of a business as people struggle to correct errors or find workarounds. Issues with data are a man-made phenomenon, yet companies seem to treat bad data as a force of nature like a tornado or an earthquake that’s beyond their control to fix. Our benchmark research on information management suggests that inertia in tackling data issues is more organizational than technical. Companies simply do not devote sufficient resources (staff and budget) to address this ongoing issue. One reason may be because the people who must confront the data issues in their day-to-day work fail to understand the connection between these and getting the results from analytics that they should. Excellent data quality is the result of building quality controls into data management processes. Our research finds a strong correlation between the degree of data quality efforts in finance analytics and the quality of the finance department’s analytic processes and output, and ultimately its timeliness and its value to the company. Corporations generally – and finance organizations in particular – must pay closer attention to the reliability of the data they use in their analytics. The investment in having better data will pay off in better analytics. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ng_finance_analytics_04_accurate_data_is_key_for_finance_analytics1-1.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Boardwalktech Addresses Spreadsheet Woes in Business", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2014/01/15/boardwalktech-addresses-spreadsheet-woes-in-business", "datePublished": "15/01/2014", "dateModified": "15/01/2014", "articleBody": "Our benchmark research on enterprise spreadsheets explores the pitfalls that await companies that use desktop spreadsheets such as Microsoft Excel in repetitive, collaborative enterprise-wide processes. Because people are so familiar with Excel and therefore are able to quickly transform their finance or business expertise into a workable spreadsheet for modeling, analysis and reporting, desktop spreadsheets became the default choice. Individuals and organizations resist giving up their spreadsheets, so software vendors have come up with adaptations that embrace and extend their use. I’ve long advocated finding user-friendly spreadsheet alternatives. One of the first adaptations was for application vendors to use a spreadsheet (either a grid format or Excel itself) as a user interface. In these products users seem to be working in a familiar spreadsheet environment, but the interface is tied to an application that has controlled business logic, formulas and workflows, and the data is held in a relational or multidimensional database. This approach can give organizations the best of both worlds: the familiarity of a spreadsheet but in a structure that addresses most of the technological flaws inherent in desktop spreadsheets. Yet this approach isn’t always enough. It is fine for business processes in which a third-party application is the appropriate choice, but in many other situations where people collaborate using the same model, analytical methods and data, a spreadsheet – not an application – is the better choice. Moreover, our research finds multiple reasons why companies continue to rely on spreadsheets. More than half (56%) of participants pointed to user resistance to change, and many others cited a business case that wasn’t strong enough (that is, the benefits of switching did not merit the costs) and a related issue: that alternatives are too expensive. In collaborative processes where a spreadsheet is the most practical tool, another alternative is a technology developed by Boardwalktech. The company’s Collaboration Platform (BCP) products support a secure, two-way exchange of data between multiple users. Instead of having to collect multiple spreadsheets through the email system and then combine them, BCP users can automatically share information at the individual cell level when they want. For instance, working offline in a spreadsheet model individuals can enter actual results and evaluate changes to a forecast or plan, playing with whatever what-if scenarios they see fit. When finished, they can connect to the Boardwalktech server and click to share the updated information with others in the organization. Those people will have immediate access to the changed data. This approach offers advantages to the way most organizations collaborate with spreadsheets. For example, the exchange of data between spreadsheet users is immediate and takes place at the cell level rather than replacing the entire spreadsheet. Thus, unlike when spreadsheets are exchanged through email, updates can be automatic and far more secure. When spreadsheets are connected through a server, contention (that is, two people trying to change the same data at roughly the same time) is an issue. Most server-based spreadsheets (such as applications built on an Excel server) deal with contention by controlling changes at the file or record-object level, employing a check-in and check-out methodology or record locking to control concurrency. This means that an entire spreadsheet or large portions of it cannot be altered until one person has finished making changes. This process can cause substantial delays. In contrast, BCP enables concurrent, multiuser collaboration at the cell level. Especially in larger spreadsheets shared among multiple users, that can cut down on delays in updates and changes because multiple people can be making updates to different parts of the spreadsheet at the same time. Another attractive feature of Boardwalktech’s approach – especially when compared with collaborating on spreadsheets over email – is that individuals can share only a portion of their spreadsheet (even just the contents of a single cell) with other individuals. Adam, for example, may want to share only a few lines of summarized information from his forecast with Betsy, who needs it to drive some – but not all – of her projections in her part of the business. Adam and Betsy have different spreadsheets with different row and column structures, yet the shared data remains synchronized regardless of the changes they make to their individual spreadsheets. Colleen, a business analyst, may have a complex formula that every other analyst must use, and this formula will evolve over time because of changing business conditions. David and Ed will always be using the same, correct and up-to-date formula in their own, individual spreadsheets that used by others in the organization without having to check for updates. Boardwalktech offers several prebuilt templates that support inter- and intra-business collaborative processes. For the latter, one area in which a third-party application often is not a viable solution is where analytical models of data and reports must be shared between companies. Cost, implementation times, existing software environments and licensing issues often make that impractical. Browser-based solutions may be more difficult for people to navigate through compared with a spreadsheet, especially if substantial amounts of data must be updated and people need to enter data across multiple dimensions. As well, people in different organizations may use incompatible approaches to modeling that reflect the different needs of their organizations. The ability to share only essential elements of spreadsheets without having to homogenize models and data structures eliminates serious barriers to collaboration. In addition, even within companies these issues can come into play, especially for cross-functional processes or among different business units. Boardwalktech’s products include configurations for processes where spreadsheets are heavily used today. These include sales and operations planning (S&OP), trading partner collaboration, supply and demand planning and sales and revenue forecasting. For finance organizations the company offers treasury and cash management and tax planning as well as budgeting and planning. There is also a project and portfolio management offering, which can be used by IT organizations, facilities management, R&D and others to plan, assess and forecast projects and project-like efforts. These can be deployed singly or in combination. One of the advantages of implementing, say, a sales and revenue forecasting application along with budgeting and planning is that the sales forecasting can easily tie in with the budgeting, meaning that these top-line numbers, which are managed by the sales organization, can be updated instantly in the budget and at whatever level of granularity is necessary. As well, Boardwalktech’s IT Process Platform allows companies to take any spreadsheet-driven collaborative process and eliminate many of the inherent defects. In 2013 Boardwalktech had couple of key steps forward with new integration framework using its ‘SuperMerge’ technology and advancements to configuring templates that are used for access and input. Both of which help further embrace and extend use of spreadsheets. For most organizations, spreadsheets are an indispensable tool but they are not always the appropriate technology, especially when used in repetitive, collaborative enterprise-wide processes. It’s important to understand their limitations and not abuse them. In some cases, third-party or internally developed dedicated applications are the right choice. In others, embracing and extending existing spreadsheet-driven processes is the most practical approach. If your organization is currently using desktop spreadsheets for some collaborative business process, it probably is putting up with a host of issues that are the inevitable result of the spreadsheet’s inherent shortcomings. If so, I recommend evaluating Boardwalktech’s collaboration platform. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ss21_spreadsheets_arent_easily_replaced-3.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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 Integrates Risk Management for Financial Services", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/12/18/ibm-integrates-risk-management-for-financial-services", "datePublished": "18/12/2013", "dateModified": "18/12/2013", "articleBody": "Integrated risk management (IRM) was a major theme at IBM’s recent Smarter Risk Management analyst summit in London. In the market context, IBM sees this topic as a means to differentiate its product and messaging from those of its competitors. IRM includes cloud-based offerings in operational risk analytics, IT risk analytics and financial crimes management designed for financial institutions and draws on component elements of software that IBM acquired over the past five years, notably from Algorithmics for risk-aware business decisions, Open Pages for compliance management, SPSS for sophisticated analytics, Cognos for reports, dashboards and scorecards, and Tivoli for managing all of this in a Web environment. Putting its software in the cloud enables IBM to streamline integration and maintenance, offer more flexible deployment and consumption options and potentially lower the total cost of ownership. From a competitive standpoint, IRM is an attempt to change today’s highly fragmented financial services software market by emphasizing an integrated approach to managing risk and the often intertwined regulatory compliance. Although in concept this could apply to any risky, highly regulated business, the greatest payoff today is in financial services. IRM focuses the value proposition at a high level in the organization and shifts the objective from a narrow functional or business silo-based approach to a more strategic one. Beyond fully exploiting its applications portfolio, IBM is trying to capitalize on an important trend in global finance: the need to optimize the use of capital to achieve a higher risk-adjusted return on equity than one’s competitors. This has several implications: Deploying bank capital in areas that offer the best risk/return characteristics in a way that matches the organization’s strategy. Since business and financial market conditions are in constant flux, optimization must be an ongoing process and the systems that support it must be fast and efficient. Striving for fewer “unforced errors” in trading and lending and mitigating the impact when loss situations develop. According to IBM’s tracking of incidents, 45 percent of the biggest losses incurred by financial institutions in 2013 occurred at the boundary between credit and operational risks – an area that unintegrated risk management systems may not be able to track. Integrating regulatory compliance into the risk management environment. Our research shows that financial services companies are far more regulated than other businesses. Nearly eight in 10 participants from this industry sector described themselves as heavily regulated compared to 58 percent of government, education and nonprofits, 40 percent of services companies and just 19 percent of those in manufacturing according to our benchmark research on governance, risk and compliance. Today, because the economics of managing financial services business are shaped by a micromanaged regulatory structure, it’s increasingly valuable to incorporate compliance into risk management systems. More effective risk management will be among the three top strategic objectives of all financial institutions in open financial market systems for the next decade. The ability of these organizations to balance risk and return across their entire asset portfolio in a way that matches their institutional strengths, minimizes avoidable losses and responds quickly to changing market conditions will be a critical determinant for long-term success. The importance of optimizing trade-offs between risk and return in structuring financial institution assets – in daily trading-desk decisions as well as longer-term strategic portfolio ones – reflects a fundamental change in the financial services environment. For the three decades leading up the 2008 financial crisis, capital was relatively more abundant (in the sense that regulators permitted higher leverage), and in a relatively benign, liquidity-driven environment returns were high enough to compensate for mistakes. That has not been the case since the crisis. Rather, returns on capital have been constrained by a systematic deleveraging of financial institutions, increasing regulation and constraints on how these companies operate, especially in deposit-taking institutions. Given the severity of the crisis and its aftermath, it’s unlikely that this stringency will lessen soon. To be sure, other strategic elements – such as having sufficient critical mass in one or more segments of the capital markets or retail brand equity – will continue play roles in differentiating individual companies’ strategies. In many instances those may be more important than integrated risk management, but the latter will be a capability essential to ensuring the competitiveness of all banking, capital markets and insurance organizations for at least the next decade. As well, the full impact of this sea change has not yet taken effect. In the United States, for example, the fiendishly complex Dodd-Frank Act is still a work in progress. Some of the provisions of new regulations have altered the economics of business and rendered some seemingly plain-vanilla offerings unattractive or even unprofitable. New rules governing risk capital and liquidity (such as the Net Stable Funding Ratio) have yet to go into effect. It now appears that under the Volcker Rule bank executives may be responsible for attesting to their compliance environment. This means at the least that U.S.-regulated institutions must have sufficiently effective enterprise-wide compliance monitoring and reporting that goes a step beyond a plausible deniability standard. As well, over the past five years governments in many developed nations have been coddling the balance sheets of local financial institutions (directly or indirectly) to preserve and/or rebuild their balance sheets. This period is coming to an end, and the pressure on senior executives to eke out even basis-point measures of performance will intensify. Today, most financial services organizations achieve a unified view of risk and make determinations of how to deploy bank capital by cobbling together information from multiple systems. The process consumes a great deal of employee time, is slow and uses data that is not always trustworthy. While the process integrates data and analyses, it is far from integrated. In today’s environment for financial services organizations, IBM’s challenge is to create a market for integrated risk management largely from scratch. It’s a concept likely to get enthusiastic endorsement at the executive level but then founder on the practical problems of rolling it out – especially in the sort of complex organizations that could utilize it best. Two sets of issues – one related to data and the other to people – are key obstacles. For the former, IBM is advocating the adoption of an integrated risk platform (IRP) to better address risk management. The platform integrates three broad pieces: A data repository with data management capabilities, a unified risk modeling approach supported by risk information governance to ensure commonality in performing planning and analysis to be able to frame risk policy and highlight issues on an enterprise-wide basis. These must be supported by reporting and other communications capabilities. Integrating risk data is a significant challenge for financial institutions. Historically, risk data has been collected and managed close to its source. Consequently, financial services firms have multiple silos of risk processes, risk systems and risk data. Our research on information management shows that data fragmentation is a bigger issue for financial services than other businesses: On average, they source data from about twice as many systems as manufacturing and services companies (39% vs. 22% and 19%, respectively) according to our information management benchmark research. On top of that, each part of the business may use different terminology, apply its own rules for quantifying and qualifying risk and have different governance procedures. Those operating in multiple jurisdictions must conform local operations to local regulations but also at parent levels that may be in different regulatory regimes. Thus companies have multiple risk management systems and data stores, each structured for the specific needs of individual business silos. It’s therefore difficult for them to aggregate risk data into an enterprise view in a meaningful way and report on risk in a comprehensive and timely fashion. Similarly, like many businesses, few financial institutions have a unified view of their customer data. Parts of the organization may be dealing with different legal entities of the same organization, and this can have an impact on risk and compliance issues. From both risk management and compliance standpoints, it’s vital that the organization maintain accurate master client data that contains data hierarchies that reflect the structure of the clients’ business. As for people issues, IBM insists on the need to have an integrated risk management platform and broad, cross-functional compliance management capabilities to support an effective chief risk officer (CRO). Our research finds that two in three (66%) financial services companies have a CRO. Yet this person often lacks a strategic mandate to manage and quantify the full spectrum of risk and returns from front-office risk intelligence, to operational governance processes and strategic capital planning. Instead, the CRO acts as a point person who has responsibility for overseeing a wide array of atomized, silo-based sets of risk management operations. It’s an aggregation of administrative responsibilities rather than a reimagined, integrated approach that transforms what today is a cost-minimization effort into something that promotes long-term competitiveness. To be truly strategic, a CRO must have an accurate, unified view of risk and compliance. It’s essential that financial services companies be able to automate the assembly of this information to facilitate rapid risk management cycles, enable full drill-down and drill-around analysis and increase the reliability the data and analyses while reducing the amount of staff time required to do all of this. The data and people issues are mutually reinforcing. Support for IRM is essential to developing a truly strategic CRO position for financial services companies. Such a CRO will be able to drive improvements in managing risk and compliance in an integrated fashion that produces data and analyses that are reliable and timely. This approach is necessary to provide more trustworthy risk and compliance information to senior executives to enable them to confidently make consistently good decisions faster. Thus, establishing a more effective CRO role and the systems to support that function will be essential in the industry’s new environment. Having this connection recognized at the most senior levels of an organization is important because absent a top-level mandate for a CRO, the process of achieving a unified view of risk and compliance probably will be painfully slow. And unless they address their fragmented systems and data, financial services companies will find it increasingly difficult to manage risk and compliance well in the challenging business and regulatory climate. Making major changes to enterprise data structures and making the role of a CRO more strategic are not going to happen overnight. IBM executives are well aware of that, describing the process of getting to integrated risk management as a journey. Fortunately, this is not the sort of initiative that requires a “big bang” to produce results. Data management and data integration efforts can produce measurable results if they are handled in a piecemeal yet steady fashion. Assembling a unified risk management platform can be performed on a step-by-step basis, allowing financial services companies to minimize deployment and disruption risk while developing skills for managing the implementation process. Risk and regulatory management are more important than ever to the success of financial services companies. They should being their journey to an integrated view of both as soon as possible. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_grc_10_financial_services_companies_are_more_regulated.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Informatica and Exterro Partner for More Effective E-discovery", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/11/01/informatica-and-exterro-partner-for-more-effective-e-discovery", "datePublished": "31/10/2013", "dateModified": "31/10/2013", "articleBody": "Informatica and Exterro have announced a partnership in the market for discovery of electronic data and documents (known as e-discovery). Exterro has made its reputation in e-discovery workflow and legal holds management while Informatica is a leader in data integration that our Value Index finds as the top and Hot rated provider. The partnership is designed to provide users of Exterro’s Fusion E-Discovery software with a single point of control for organizing and managing legal and preservation holds (that is, preventing electronic data from alteration or deletion) of unstructured and structured data that are held in Informatica’s Data Archive. Informatica specializes in the efficient management of information assets, which our benchmark research shows is not easy for most organizations to do because they have data spread across multiple applications and systems: Two-thirds of organizations said that this makes it difficult to manage information. By consolidating in a single repository the storage of information that is likely to be the subject of discovery, companies can simplify and cut the cost of the search process as well as reduce risk. Orchestrating legal and preservation holds can be complex since multiple people or groups within a company may be legally involved with the same data over an extended period of time. Moreover, it’s important to ensure that once the holds are no longer needed, all data that can be eliminated is eliminated. This situation brings to light an increasingly sensitive predicament for many businesses. Corporations are required by law to retain records for a given period. These times differ from one jurisdiction to the next and vary according to the type of information in the records. For example, retention periods for general business matters tends to be the shortest, while information related to pharmaceuticals and radioactive materials require long retention. Traceability – the ability to determine and verify the history, use or location of an item and its constituent parts across an entire supply chain – is a fixture in some in some businesses such as those providing critical materials used in aerospace parts and to an increasing extent food. Failure to preserve data or to be able to produce it a timely fashion can lead to heavy fines or expensive judgments. The flip side to retention is that corporations must take care to delete records that no longer have business value and are not required to be retained, since even innocent items can pose a needless threat in litigation and add to the cost of maintaining and finding information. Once mainly an issue in the United States, the increasing volume of litigation worldwide and ever expanding regulation of businesses has expanded the breadth and amount of information that parties may have to produce in the discovery phase of litigation and regulatory actions. Along with this trend, e-discovery has grown exponentially in importance as more and more of everyday business is captured in electronic systems. Hence the need for software to manage the e-discovery process and the underlying data. A great deal of the information needed for e-discovery is unstructured – documents and email are particularly common. But especially in financial services, information contained in structured databases also is important. Banks, brokers/dealers and insurance companies all generate a considerable amount of structured data related to operations that can be subject to discovery. The volumes of data that are exposed to discovery continue to grow in lockstep with the growth of data created by today’s IT systems. Law and regulation by the book prescribe processes that must be managed and documented carefully. Workflows handle processes affect the efficiency with which discovery management is executed. Legal holds require tagging of documents that have to be available in the discovery process to ensure that they are not inadvertently removed or deleted from a repository. For example, if a set of transactions and related email messages are germane to a regulatory action, they must be preserved until the issue is resolved, regardless of whether under ordinary circumstances they would be destroyed because their legally defined retention period had expired. Exterro’s Fusion E-Discovery Suite incorporates the necessary capabilities as well as data mapping and data management to make processing records efficient. Exterro competes with IBM and Hewlett Packard/Autonomy, among others, in the e-discovery market. It positions itself as providing a more open portal than the others, enabling customers to have greater freedom to decide where the data is held. The company will benefit from the new partnership by having tight integration with a key information storage provider. Informatica for its part has acquired another important use case that provides durable value to its existing and prospective customers. Companies – especially their legal departments – often fail to recognize the negative impact that poor data management has on their ability to execute consistently and efficiently. Usually, they recognize they have a problem only after an expensive or embarrassing failure. It’s important that organizations regularly review their data assets and data management practices to determine where they can be a source of failure or inefficiency and address these issues immediately. They should consider how Exterro and Informatica can help them reduce a potentially dangerous risk exposure that our research confirms that over half (51%) of organizations indicate as their top ranked concern in governance, risk and compliance. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_infomgt_barriers_to_information_management-10.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Spreadsheets Consume More Time Than It Seems", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/08/07/spreadsheets-consume-more-time-than-it-seems", "datePublished": "07/08/2013", "dateModified": "07/08/2013", "articleBody": "The spreadsheet is one of the five most important advances in business management over the last 50 years. It has changed all aspects of running an organization. It was the original “killer app” that made people go out and buy personal computers. So you see I’m enthusiastic about spreadsheets, but I realize they have limits that must be respected to work efficiently. One of the more important findings from our benchmark research Spreadsheets for Today’s Enterprise was about the time spent in maintaining spreadsheets. We asked participants how much time they spend per month in updating, revising, consolidating, modifying and correcting the spreadsheet used in the most important process associated with their job. The answers varied depending on the intensity with which people work with spreadsheets. On average, the heaviest users – those whose work requires them to spend all or almost all of their time using them – spend 18.1 hours per month on maintenance – the equivalent of more than two days per month! Even those who spend more than half their time in this fashion use up nearly two days (15.7 hours). For a tool designed to enhance personal productivity, these results should be sobering to executives and managers. The heart of the problem is the comfort factor. People are so familiar with and in many cases so adept at using spreadsheets that they overlook or minimize their inherent problems. Spreadsheets make it easy for individuals with no IT skills to translate their ideas into analytic business models, capture data and create reports with that information. For experienced users, they are easy to design and set up. Many find them preferable to more formal methods used by the IT department or another third party. Spreadsheets give users autonomy. Indeed, a majority (56%) of our research participants said it takes too long or far too long for their IT department to create or modify a report. That’s the upside. Problems arise when spreadsheets are used in collaborative, repetitive processes. Desktop spreadsheets are error-prone and have cost companies billions of dollars. One problem is that they bog down quickly. Our finding about time spent in maintaining spreadsheets illustrates another major defect with spreadsheets: The time saved in setting them up is more than offset by the time spent using and taking care of them. Our research and experience have identified several factors that cause people to underestimate the negative impacts of spreadsheets on productivity. Generally, while the consequences of problems with spreadsheets can be various and persistent, they are rarely catastrophic and infrequently serious. Thus, while people may be aware that they are losing time, each loss is a small one and may be forgotten soon. Moreover, people (especially heavy and/or long-experienced users of spreadsheets) who have adapted their work styles to deal with these issues may not view this chore as interrupting productive work. People used to dealing with spreadsheet hassles also may think that their job includes fixing such problems. As well, senior executives and decision-makers are not likely to be concerned by the increments of time in which spreadsheets occupy people, especially since those whose careers go back to the beginning of spreadsheets still perceive them as productivity enhancers relative to paper-based systems. In other words, people are in denial about the issues they face daily when they misuse desktop spreadsheets. Today, companies have more options than ever before to embrace and extend spreadsheets – to have the best of both worlds. There is a variety of new, affordable software to complement spreadsheets and address their shortcomings. Many applications use Excel as their interface – giving users the same familiar look and feel – while addressing key technological shortcomings of desktop spreadsheets that make them error-prone and difficult to consolidate or roll up. In short, there are many ways to make a core business process function better by replacing desktop spreadsheets with tools better suited to the task. Not all of these products are provided by large vendors, so you may have to find them yourself. The next time you find yourself debugging a spreadsheet, dealing with maintenance issues or trying to find the source of some error in one, consider that there is a better way that doesn’t necessarily mean migrating to software that requires ongoing IT involvement. Take a look at the large assortment of spreadsheet replacements on the market; you should be able to find one that solves your problem. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ss21_spreadsheet_maintenance_is_a_burden-9.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "International Integrated Reporting Framework Takes Shape", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/04/23/international-integrated-reporting-framework-takes-shape", "datePublished": "23/04/2013", "dateModified": "23/04/2013", "articleBody": "The International Integrated Reporting Council (IIRC) recently published a draft framework outlining how it believes businesses ought to communicate with their stakeholders. In this context the purpose of an “integrated report” is to promote corporate transparency by clearly and concisely presenting how an organization’s strategy, governance, and financial and operational performance will create value for shareholders and other stakeholders in both the short and the long term. Such a report aims to address broader needs than only those of investors’ and therefore must be more than a simple extension of a company’s external financial reports, which are aimed at a specialist audience including analysts, regulators and lawyers. Those with long memories may recall that in the 1990s the United States Securities and Exchange Commission (SEC) implemented a “plain English” requirement that replaced then-prevailing legalese with something easier for laymen to understand. But despite this mandate, unless you’re familiar with them, these financial filings can be daunting documents to navigate and understand. Financial filings must conform to a structure defined by regulatory authorities to be all-encompassing and to obey an exhaustive list of requirements that may not be relevant to general readers. Every company required to file financial statements with the SEC, for example, must have a section on mine safety disclosures – even Apple and McDonald’s. Thus the filings contain a mass of information that in its totality may not be useful or even comprehensible to those without formal training in financial analysis. An integrated report can address this unwieldiness, being more concise in presenting details, more discerning in presenting risks and more comprehensive in presenting strategy, opportunities and salient trends in its external environment. The IIRC’s work is still at the draft stage, so it’s hard to know how the design of the integrated report will evolve and how responsive it will be to the needs of companies creating them and people reading them. Its backers recognize that many elements of the concept are foreign to people who are used to creating financial reports to shareholders. Beyond that, however, there are important cultural differences that will make it difficult to gain consistent adoption worldwide. For example, compared to European ones, corporate “stakeholders” have fewer rights (either statutory or by consent) in most countries with an Anglo-Saxon corporate tradition. In some countries and/or industries, employees own their jobs, not just their labor. Companies that are consumer-oriented, depend on government largesse or are heavily regulated must be more sensitive to public perception than those that aren’t. The latter may be far less willing to disclose details of, say, long-range capital spending plans if they consider them proprietary, particularly if their competitors aren’t doing the same. Especially in countries with a litigious tradition (such as the United States), it may be hard for internal legal counsel to sign off on a list of risks and opportunities without copious disclaimers and case law that extends “safe harbor” provisions to these reports. If there is a contemporary SEC filing with a concise risks section, I haven’t found it. And then there’s likely to be an overarching concern about achieving accuracy and comparability between companies’ reports in areas where standards are not well developed, such as in measures of sustainability. Organizations such as the Sustainability Accounting Standards Board (SASB) are in the process of developing these standards, but they are not yet fully available. As we know, corporate reports of all kinds these days depend on information technology. It is for those involved in preparing them to wonder whether their company will need new reporting tools to conform to this reporting framework. In our view, the answer is, Probably not. Corporations will still be using the same sort of data stores, reporting tools, spreadsheets and balanced scorecards that they use now to manage the data that will go into an integrated report. In fact our research into organizations find that spreadsheets are used quite frequently (74%) that I have already indicated the importance of finding alternatives. Yet they likely will need to capture different categories of internal operating data and of external industry and general economic data. Creating such a report would be another use case for “close-to-disclose” software that many organizations are currently using to prepare their financial regulatory filings. As well, companies that create integrated reports should plan on making these available on interactive Web pages, as I have discussed before, not just on paper or static Internet reports. Skeptics may view integrated reporting as just a fad, but there is a real need for it. Management accounting, which looks forward and is designed to serve the needs of executives and managers rather than shareholders, is now an outdated reporting method introduced more than a century ago. Still, it’s not clear that integrated reporting has a bright future. Calls for more socially aware reporting methods in the past have gone nowhere, and this may be the latest futile iteration. The idea is bound to encounter resistance. For the average U.S.-based corporate counsel, for example, integrated reporting may be fraught with terror, since, despite its good intentions, it opens up a potential avenue for lawsuits and attempts by outside groups to hijack corporate governance. In many emerging markets, financial reports to shareholders are far more opaque than in developed ones. It’s not clear how forthcoming their integrated reports will be and how accurate the more difficult-to-audit components will be. Consequently, corporations that are not susceptible to public or consumer pressure may be balk at adopting integrated reporting without a legal requirement and legal protections. That noted, senior corporate and finance executives should continue to monitor the progress of the integrated report to be prepared for changes it could bring. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Investigate User-Friendly Spreadsheet Alternatives", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/04/18/investigate-user-friendly-spreadsheet-alternatives", "datePublished": "18/04/2013", "dateModified": "18/04/2013", "articleBody": "I’ve been using spreadsheets for more than 30 years. I consider this technology tool among the five most important advances in business management of the 20th century. Spreadsheets have revolutionized many aspects of running an organization. Yet as enthusiastic as I am about them, I know the limits of desktop spreadsheets and the price we pay if we fail to respect those limits. The essential problem arises when people use desktop spreadsheets for purposes beyond what they were originally designed to do. Desktop spreadsheets were designed to be a personal productivity tool, and they are good for prototyping models and creating analytics used in processes, performing one-off analyses using simple models and storing small amounts of data. They were not designed built to be used to manage or support repetitive, collaborative enterprise-wide processes. As a rule of thumb, when a spreadsheet is used by more than six people six or more times, it’s time to look for an alternative. Otherwise, errors and inconsistencies easily creep in and undermine the accuracy and value of important data. But long-time business users, especially the most skilled ones, keep on using spreadsheets inappropriately. They often rationalize continued use by insisting that the ease with which they can create spreadsheets is a reasonable trade-off for the problems they routinely encounter (especially errors and excessive time spent maintaining shared spreadsheets). As well, these persistent users typically believe that alternatives to desktop spreadsheets are too expensive and require substantial training. But this view is out of date. Today, there are relatively inexpensive spreadsheet alternatives that address their common shortcomings and are designed for business users, not IT professionals. One area where spreadsheets are commonly misused is as a “data off-ramp” for business intelligence and other systems, leaving the highway of reliability for a back road that is hard for others to follow. Our recent benchmark research Spreadsheet Use in Today’s Enterprise found that three-fourths (74%) of companies use spreadsheets and BI systems frequently or all the time. This also applies to other enterprise data sources such as ERP or CRM systems. Ad-hoc analyses or reports, prototypes and exploratory models are examples of work that’s probably best done in a desktop spreadsheet. And many of those who use a spreadsheet as a data off-ramp are not abusing the technology. However, when people use desktop spreadsheets to repetitively create analyses and reports that they share with others, they are creating a problem. Downloading data from an enterprise system into a spreadsheet severs the connection between the source system and the report. This is a root cause behind inefficient processes that ultimately blunt the effectiveness of company executives and managers. It also can present governance and compliance issues since these spreadsheets may not be controlled and therefore may not represent the source information properly and may contain material errors. What people usually find missing when they employ desktop spreadsheets as an enterprise system off-ramp is revealed in the top three capabilities that research participants find absent in their spreadsheets. Heading the list was the ability to make real-time connections to company data from within the spreadsheet, cited by three-fourths. Dumping BI system data into a spreadsheet model and/or a report is handy and expedient, but doing so severs the link to the source systems, rendering the data static. Maintaining the link to data ensures that those viewing the numbers are seeing the most up-to-date version. It cuts down or even eliminates the time spent recreating the analyses and reports to produce an updated version and reduces the probability that people will be looking at different versions of the report. Nearly as many participants said they’d like to be able to drill down into the underlying data when using spreadsheets. Again, by severing the link to the source data and lacking multidimensional links to that data, users are unable to uncover the numbers that are behind the numbers in their static spreadsheet. This same root cause is behind the desire by almost as many (72%) who want decision-makers to be able to refresh and filter the reports that they receive. The most interesting fact about these research findings of what users would like to have in spreadsheets is that these capabilities are already available in software that is easy to use and, for many companies, affordable. For many years desktop spreadsheets were the only solution, but today inertia is the main reason why more organizations aren’t using spreadsheet alternatives. Few people are aware that affordable and easy-to-use alternatives to desktop spreadsheets exist, and fewer still are looking for them. Companies – especially their finance departments – need to find ways to automate mechanical repetitive tasks to free up resources for more useful and productive activities. Desktop spreadsheets are an indispensible tool, but they are not capable of doing everything well. There are a wide array of applications that can help – you just have to look for them. We recommend making that effort now. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ss21_business_intelligence_and_spreadsheets-2.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.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": "Use – Don’t Abuse – Spreadsheets", "mainEntityOfPage": "https://robertkugel.isg-research.net/robert-kugel/2013/02/21/use-dont-abuse-spreadsheets", "datePublished": "21/02/2013", "dateModified": "21/02/2013", "articleBody": "I’ve been using electronic spreadsheets for more than 30 years. I consider this technology among the 20th century’s top five most important advances in business management. Spreadsheets have revolutionized every aspect of running any organization. A spreadsheet (specifically, VisiCalc) was the original “killer app” that made business people feel the necessity to buy a personal computer. Yet, as enthusiastic as I am about spreadsheets, I know they have their limits. If you fail to respect those limits, you wind up paying for it, either in obvious ways, as JP Morgan did when faulty spreadsheets used by its trading desk cost it billions, or in less obvious ways, such as in multiple business mistakes that go unnoticed and uncounted, or by hours lost trying to make spreadsheets do things they were never designed for, or in valuable opportunities organizations cannot take advantage of because they run out of time dealing with basic issues imposed by spreadsheets. The essential problem is the disconnect between what spreadsheets were originally designed to do and how they are actually being used in corporations. Spreadsheets were designed to be a personal productivity tool, good at prototyping models and analytics used in processes, performing one-off analyses using simple models and storing small amounts of data. But many people run into issues using spreadsheets for collaborative, repetitive, enterprise-wide tasks. More than half (58%) of participants in our research said that the most important spreadsheet they work with is used in just these sorts of efforts. One of the most serious, longstanding, but mostly overlooked issues is that desktop spreadsheets are error-prone. One-third of our research participants say that errors in data occur in the spreadsheets they use for their most important process, and a quarter say there are errors in formulas. Errors in spreadsheets are common, and may remain even when they are checked and, indeed, audited. The consequences of these errors can be catastrophic. Yet few of our participants (even the most experienced and proficient users) said they do rigorous checking to ensure accuracy of the data; half do checking only when something doesn’t look right, and when they do check they look only at selected cells. This likely is another reason why most people see no impact on their productivity from problems in spreadsheets: They simply don’t spend a lot of time checking for errors. It also may explain why mistakes have a limited impact on businesses – even the selective eyeballing method of checking for accuracy is likely to spot many of the blatant mistakes that would have a significant impact on business. Productivity is one of the important reasons why spreadsheets became popular – but when used improperly, spreadsheets sap productivity. Spreadsheets are seductive because people are familiar with them. They are easy to set up to do even moderately complex models, perform analyses and create reports. However, after more than a few people become involved and a spreadsheet file is used and reused, cracks begin to appear. Very quickly, a large percentage of the time spent with the file is devoted to finding the source of errors and discrepancies and fixing the mistakes. Our research confirms this. When it comes to important spreadsheets that people use over and over again to collaborate with colleagues, on average people spend about 12 hours per month consolidating, modifying and correcting the spreadsheets. That’s about a day and a half per month – or about 5-10 percent of their time – just maintaining these spreadsheets. It’s fairly common for there to be multiple spreadsheets circulating around an organization that are supposed to be the same, but that are different versions with different numbers in them. Long ago, this phenomenon got its own term: dueling spreadsheets. It happens because the data in a desktop spreadsheet is not bound to a single source that everyone is working from. It may be a single source, but the data may be collected at different times. There may be changes to formulas or additions or deletions that take place, and not everyone is on the same version. This is what happens when spreadsheets are used in repetitive, collaborative enterprise processes. It’s a problem that is more common in larger companies than small; 44 percent of companies with 10,000 or more employees – very large companies – say that it happens frequently or all the time, which is about twice the rate reported by small or midsize businesses, and for companies between 1,000 and 10,000 employees the percentage is about one-third. It’s also more commonly experienced in finance departments – which requires absolute accuracy. Sometimes the differences between spreadsheets are not that important, or you can work around them. But time is wasted as our research found – more than half of organizations (56% always time-consuming and usually time-consuming) spend significant amount of time combining spreadsheets. But in many other cases it’s important to not waste time trying to resolve whose spreadsheet is right – because they all could be wrong. People routinely communicate the results of their data gathering and analysis using spreadsheet charts and graphs as visual aids. Most (64%) research participants – and 80 percent of those who spend more than three-fourths of their time working with spreadsheets – find it easy or very easy to create graphs and charts in spreadsheets. Yet while it’s easy enough to create them, organizations find that these graphs and charts do not satisfy their needs for visualizing information. Only one-fourth said that these graphical elements are all they need to communicate information effectively in visual form; another one-fourth said that these graphs and charts are suitable for only some of their work. While one-third of those in small or midsize organizations said spreadsheet visuals are enough, just 18 percent from large and very large organizations said spreadsheets are a suitable visual communications tool. People working in larger companies likely have higher expectations for the quality of presentations and other such material and may need to convey more complex information. We conclude that the charting and graphing capabilities included in desktop spreadsheets (notably Microsoft Excel) are not adequate for communicating data and insights. Today businesses have many more options than ever before to embrace and extend spreadsheets – to have the best of both worlds. Many new, affordable software solutions complement spreadsheets and address their shortcomings. Many applications use Excel as an interface – giving people a familiar look and feel while addressing key technological shortcomings of desktop spreadsheets that make them error-prone and difficult to consolidate or roll up. Spreadsheets are a leading reporting tool – critical for communicating results, forecasts, situations and risks. Yet even after all this time, when it comes to reporting, spreadsheets fall short because they can be time-consuming to update contain unseen errors and – even though it’s easy to create basic charts – they aren’t flexible or capable enough for even moderately sophisticated visual communications. Even with these drawbacks, people frequently choose to create reports themselves because the IT department takes too long to create and modify them: nearly half (46%) find this to be the case. It’s important for senior executives to understand the limitations of spreadsheets and acknowledge their shortcomings. Spreadsheets are indispensible to any organization, but they must be used only for what they were designed for. It’s important not to abuse them and allow them to saddle your organization with hidden costs, risks, and poor or untimely decisions driven by spreadsheets. Regards, Robert Kugel – SVP Research", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_ss21_combining_spreadsheets_is_a_chore1.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-research.net/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script>  <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: '2915', pageId: '4387296360', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "daadfc7672048786293dbe53796bbfa2", css: '', target: '#hs_form_target_module_1552944263900179', contentType: "listing-page", formsBaseUrl: '/_hcms/forms/', formData: { cssClass: 'hs-form stacked hs-custom-form' } }; 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