Robert Kugel's Analyst Perspectives | Robotic Process Automation

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We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution.</p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/analyst_relations" rel="noopener">Analyst Relations</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/demand_generation" rel="noopener">Demand Generation</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/product-marketing" rel="noopener">Product Marketing</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/vendor-coverage" target="_self" role="menuitem">Market Coverage</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/briefing" target="_self" role="menuitem">Request a Briefing</a></strong><br><br><br></p></div> <span id="hs_cos_wrapper_dnd_area-module-2_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_simple_menu" style="" data-hs-cos-general-type="widget" data-hs-cos-type="simple_menu"><ul></ul></span> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <script src="https://robertkugel.isg-one.com/hs-fs/hub/2035844/hub_generated/template_assets/90531223305/1725882478811/Ventana_Research_2023/js/mmenu.min.js"></script> </div> </div> </div> </div> </div> </div> </div> </div> <div id="hs_cos_wrapper_Structured_data" 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"></div> <div class="body-container-wrapper"> <div class="blog-header background-image post_page_2" data-bg-color="secondary" style=" background-size:cover; background-position:50%; background-repeat:no-repeat; background-image:url(https://robertkugel.isg-one.com/hubfs/_images/_backgrounds_expertise/2024_VR_Office_of_Finance_Expertise_Image_AdobeStock_268736974_1200px.jpg); ">  <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section"> <img class="analyst-header-photo" src="https://robertkugel.isg-one.com/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png" style="padding: 10px; "> <br> <h1 class="analyst-header-title">Robert Kugel's Analyst Perspectives</h1>  </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <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-one.com/oracles-modern-finance-experience-is-robotic">Oracle’s Modern Finance Experience is Robotic</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">02 May 2018 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=200&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=100&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=200&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=300&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=400&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=500&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg?width=600&name=AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>After more than a decade of steady development, ERP systems today are changing fundamentally, facilitated by the availability of advances such as cloud computing, advanced database architecture, collaboration, improved user-interface design, mobility, analytics and planning. This was evident when Oracle recently held its third analysts-only ERP Cloud Summit in New York to coincide with its Modern Finance Experience event. Oracle now has an increasingly robust set of business applications that...</span></p> </div> <a href="https://robertkugel.isg-one.com/oracles-modern-finance-experience-is-robotic"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/mobile">Mobile</a>, <a href="https://robertkugel.isg-one.com/topic/erp">ERP</a>, <a href="https://robertkugel.isg-one.com/topic/machine-learning">Machine Learning</a>, <a href="https://robertkugel.isg-one.com/topic/cloud-computing">Cloud Computing</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://robertkugel.isg-one.com/topic/artificial-intelligence">Artificial intelligence</a>, <a href="https://robertkugel.isg-one.com/topic/blockchain">blockchain</a>, <a href="https://robertkugel.isg-one.com/topic/ai">AI</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/sap-highlights-its-blockchain-efforts">SAP Highlights Its Blockchain Efforts</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">26 March 2018 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=200&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=100&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=200&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=300&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=400&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=500&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg?width=600&name=AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>SAP recently held a teleconference to highlight its blockchain strategy. Lately, the major business software vendors have been calling attention to their blockchain initiatives. While the focus on this technology might seem premature to those who still equate it with cryptocurrencies, evidence is pointing to a future pace of adoption similar to the rapid take-up of the internet in the 1990s. That blockchain is useful for a wide range of business functions isn’t news – just google “blockchain...</p> </div> <a href="https://robertkugel.isg-one.com/sap-highlights-its-blockchain-efforts"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/machine-learning">Machine Learning</a>, <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/finance-transformation">finance transformation</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://robertkugel.isg-one.com/topic/artificial-intelligence">Artificial intelligence</a>, <a href="https://robertkugel.isg-one.com/topic/blockchain">blockchain</a>, <a href="https://robertkugel.isg-one.com/topic/ai">AI</a>, <a href="https://robertkugel.isg-one.com/topic/bots">bots</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-finance">robotic finance</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/the-modern-finance-organization-is-a-technology-fast-follower-1">The Modern Finance Organization is a Technology Fast Follower</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">15 March 2018 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=200&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=100&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=200&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=300&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=400&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=500&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg?width=600&name=AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>Robots of the physical sort are not about to take over finance and accounting but we have arrived at the age of “<a href="https://robertkugel.ventanaresearch.com/welcome-to-the-age-of-robotic-finance" rel=" noopener" target="_blank"><span style="text-decoration: underline;">Robotic Finance</span></a>”. I coined this term to focus on four key technologies with transformative capabilities: artificial intelligence and machine learning, robotic process automation, bots and natural language processing and blockchain distributed ledger technology. Embracing these technologies will enable any department to redefine itself as a forward-looking strategic partner to the...</span></p> </div> <a href="https://robertkugel.isg-one.com/the-modern-finance-organization-is-a-technology-fast-follower-1"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/machine-learning">Machine Learning</a>, <a href="https://robertkugel.isg-one.com/topic/close">close</a>, <a href="https://robertkugel.isg-one.com/topic/closing">closing</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://robertkugel.isg-one.com/topic/artificial-intelligence">Artificial intelligence</a>, <a href="https://robertkugel.isg-one.com/topic/blockchain">blockchain</a>, <a href="https://robertkugel.isg-one.com/topic/ai">AI</a>, <a href="https://robertkugel.isg-one.com/topic/accounting">Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/bots">bots</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-finance">robotic finance</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/welcome-to-the-age-of-robotic-finance">Welcome to the Age of Robotic Finance</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">29 December 2017 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=200&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=100&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=200&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=300&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=400&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=500&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg?width=600&name=AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>For several years, I’ve commented on a range of emerging technologies that will have a profound impact on white-collar work in the coming decade. I’ve now coined the term “Robotic finance” to describe this emerging focus, which includes four key areas of technology: Artificial intelligence (AI) and machine learning (ML), robotic process automation (RPA), bots utilizing natural language processing, and blockchain distributed ledger technology (DLT), each of which I describe below. Robotic...</span></p> </div> <a href="https://robertkugel.isg-one.com/welcome-to-the-age-of-robotic-finance"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/erp">ERP</a>, <a href="https://robertkugel.isg-one.com/topic/machine-learning">Machine Learning</a>, <a href="https://robertkugel.isg-one.com/topic/close">close</a>, <a href="https://robertkugel.isg-one.com/topic/consolidation">Consolidation</a>, <a href="https://robertkugel.isg-one.com/topic/continuous-accounting">Continuous Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/reconciliation">Reconciliation</a>, <a href="https://robertkugel.isg-one.com/topic/cfo">CFO</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://robertkugel.isg-one.com/topic/blockchain">blockchain</a>, <a href="https://robertkugel.isg-one.com/topic/ai">AI</a>, <a href="https://robertkugel.isg-one.com/topic/natural-language-processing">natural language processing</a>, <a href="https://robertkugel.isg-one.com/topic/accounting">Accounting</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/robotic-process-automation-is-a-cornerstone-of-digital-finance">Robotic Process Automation is a Cornerstone of Digital Finance</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">25 December 2017 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=200&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=100&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=200&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=300&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=400&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=500&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png?width=600&name=vr_Office_of_Finance_11_automation_shortens_financial_close_updated2-3.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span>Robotic process automation (RPA) relies on programming or the application of analytical algorithms to execute the most appropriate action in an automated workflow. RPA enables business users to configure a “robot” (actually, computer software) to interact with applications or data sources to process a transaction, move or manipulate data, communicate with other digital systems and manage machine-to-machine and man-to-machine interactions. This technology is gaining increasing notice by finance...</span></p> </div> <a href="https://robertkugel.isg-one.com/robotic-process-automation-is-a-cornerstone-of-digital-finance"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/operations">Operations</a>, <a href="https://robertkugel.isg-one.com/topic/automation">automation</a>, <a href="https://robertkugel.isg-one.com/topic/close">close</a>, <a href="https://robertkugel.isg-one.com/topic/closing">closing</a>, <a href="https://robertkugel.isg-one.com/topic/continuous-accounting">Continuous Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/finance">finance</a>, <a href="https://robertkugel.isg-one.com/topic/banking">banking</a>, <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation</a>, <a href="https://robertkugel.isg-one.com/topic/accounting">Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/web-crawler">web crawler</a>, <a href="https://robertkugel.isg-one.com/topic/legacy-systems">legacy systems</a>, <a href="https://robertkugel.isg-one.com/topic/bank">bank</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); } }; // Category filters $('.all').click( function() { checkClass(); }); // Active tag $('.bttn').click(function(){ $('.bttn').removeClass('active'); $(this).addClass('active'); }) </script> </div> <div class="blog-numeric-pagination span12 ">   </div> </div> <div class="blog-sidebar">   <style> .blog-sidebar h3 { font-size: 18px; margin-bottom: 30px; position: relative; color: var(--light_blue); padding-top:40px; } .btn-secondary, .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } </style> <span class="hs-cta-wrapper" id="hs-cta-wrapper-960cd0b7-7494-40d3-ac1c-5825d5a075be"><span class="hs-cta-node hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be" id="hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be"><a href="https://cta-redirect.hubspot.com/cta/redirect/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be"><img class="hs-cta-img" id="hs-cta-img-960cd0b7-7494-40d3-ac1c-5825d5a075be" style="border-width:0px;" src="https://no-cache.hubspot.com/cta/default/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be.png" alt="JOIN OUR COMMUNITY"></a></span><script charset="utf-8" src="https://js.hscta.net/cta/current.js"></script><script type="text/javascript"> hbspt.cta.load(2035844, '960cd0b7-7494-40d3-ac1c-5825d5a075be', {"useNewLoader":"true","region":"na1"}); </script></span> <span id="hs_cos_wrapper_module_1495215326694198" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3 style="color: var(--light_blue);">Our Analyst Perspective Policy</h3> <ul> <li style="display: none; list-style: none;"> <p>Ventana Research’s Analyst Perspectives are fact-based analysis and guidance on business, <g class="gr_ gr_12 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-ins replaceWithoutSep" id="12" data-gr-id="12">industry</g> and technology vendor trends. Each Analyst Perspective presents the view of the analyst who is an established subject matter expert on new developments, business and technology trends, findings from our research, or best practice insights.</p> <p>Each is prepared and reviewed in accordance with Ventana Research’s strict standards for accuracy and objectivity and reviewed to ensure it delivers reliable and actionable insights. It is reviewed and edited by research management and is approved by the Chief Research Officer; no individual or organization outside of Ventana Research reviews any Analyst Perspective before it is published. If you have any issue with an Analyst Perspective, please email them to <a href="mailto:ChiefResearchOfficer@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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&name=Menninger.David%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&name=Menninger.David%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&name=Menninger.David%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&name=Menninger.David%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&name=Orr.Jeff.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&name=Orr.Jeff.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&name=Orr.Jeff.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&name=Orr.Jeff.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&name=Dawson.Keith%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&name=Dawson.Keith%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&name=Dawson.Keith%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&name=Dawson.Keith%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&name=Smith.Mark%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&name=Smith.Mark%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&name=Smith.Mark%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&name=Smith.Mark%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&name=Aslett.Matt%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&name=Aslett.Matt%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&name=Aslett.Matt%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&name=Aslett.Matt%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&name=Kugel.Robert%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&name=Kugel.Robert%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&name=Kugel.Robert%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&name=Kugel.Robert%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&name=Hurrell.Stephen%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&name=Hurrell.Stephen%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&name=Hurrell.Stephen%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&name=Hurrell.Stephen%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/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-one.com/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-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&name=ISG_Bug_Reverse_Transparent.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&name=ISG_Bug_Reverse_Transparent.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&name=ISG_Bug_Reverse_Transparent.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&name=ISG_Bug_Reverse_Transparent.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=300&name=ISG_Bug_Reverse_Transparent.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">ISG Software Research</h5> </a> </div> </div>  </div> <div id="hs_cos_wrapper_module_1552944263900179" class="hs_cos_wrapper 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href="https://robertkugel.isg-one.com/archive/2018/12">December 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/11">November 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/10">October 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/09">September 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/08">August 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/07">July 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/05">May 2018 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/04">April 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/03">March 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2018/02">February 2018 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2017/12">December 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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="" 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class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/asc842">ASC842 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/assets">assets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/audit">audit <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/automation">automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/bank">bank <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/banking">banking <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/benchmark">benchmark <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/blockchain">blockchain <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/bots">bots <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/bribery">bribery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/budget">budget <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/budgeting">Budgeting <span class="filter-link-count" dir="ltr">(75)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/business">Business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/business-planning">Business Planning <span class="filter-link-count" dir="ltr">(90)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/ceo">CEO <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/cfo">CFO <span class="filter-link-count" dir="ltr">(141)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/challenge">challenge <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/channel">channel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/chargebacks">chargebacks <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/chatter">Chatter <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/cio">CIO <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/close">close <span class="filter-link-count" dir="ltr">(43)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/closing">closing <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/coda">CODA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/cognos">Cognos <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/collaboration">Collaboration <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/commission">commission <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/communications">communications <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/compensation">Compensation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/competition">competition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/compliance">compliance <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/computing">computing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/concur">Concur <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/connectwise">ConnectWise <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/connotate">Connotate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidate-and-close-management">Consolidate and Close Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/consolidating">consolidating <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidation">Consolidation <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consulting">Consulting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/container">container <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/contingency">contingency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/contract">contract <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/control">control <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controller">Controller <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controller-2">controller <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controls">controls <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/coo">COO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/costing">costing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cpq">CPQ <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/credit">credit <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/crisis">crisis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/crm">CRM <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/cro">CRO <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cryptic">cryptic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/currency">currency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer">Customer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/dashboard">dashboard <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dashboards">Dashboards <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data">Data <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/database">Database <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/datawatch">Datawatch <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/debt">debt <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/decision">decision <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/design">design <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/development">development <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/digital-finance">digital finance <span class="filter-link-count" dir="ltr">(109)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/distribution">distribution <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/dreamforce">Dreamforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/dynamics">Dynamics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/edi">EDI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ediscovery">eDiscovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/effectiveness">effectiveness <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/environmental">Environmental <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/epicor">Epicor <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/epiphany">Epiphany <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/erm">ERM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/erp">ERP <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(145)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/error">error <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/esg">ESG <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/essbase">Essbase <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/excel">Excel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/executive">executive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/expense">expense <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/exterro">Exterro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fasb">FASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/fei">FEI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/finance">finance <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/financial">financial <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/financialforce">FinancialForce <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/financials">financials <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fms">FMS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/forecast">Forecast <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/forecasting">forecasting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fpa">FP&A <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fpm">FPM <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fraud">Fraud <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/gaap">GAAP <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/generative-ai">Generative AI <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/governance">Governance <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/grc">GRC <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/green">Green <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/gui">GUI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hana">HANA <span class="filter-link-count" dir="ltr">(8)</span></a> 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href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/hyperion">Hyperion <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/iasb">IASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ibm">IBM <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/ibp">IBP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ifrs">IFRS <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ifrs16">IFRS16 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/infor">Infor <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/informatica">Informatica <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information">Information <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/information-management">Information Management <span class="filter-link-count" dir="ltr">(9)</span></a> 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href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/intercompany-financial-management">Intercompany Financial Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/international-finance">International Finance <span 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href="https://robertkugel.isg-one.com/topic/jonova">Jonova <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kapow">Kapow <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kenandy">Kenandy <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kinaxis">Kinaxis <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kofax">Kofax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kri">KRI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kyriba-financial-performance-management">Kyriba 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href="https://robertkugel.isg-one.com/topic/longview">LongView <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/management">Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/manufacturing">Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/marketing">Marketing <span class="filter-link-count" dir="ltr">(18)</span></a> 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style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/operations">Operations <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/oracle">Oracle <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/paas">PaaS <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/payments">Payments <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/peoplesoft">PeopleSoft <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/performance">Performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/perillon">Perillon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planmill">PlanMill <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planning">Planning <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planview">Planview <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/plex">Plex <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/pro">PRO <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/procurement">procurement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/profitability">Profitability <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/projecthelp">ProjectHelp <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/projector">Projector <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/pros">PROS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/psa">PSA <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/purchasing">purchasing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/qad">QAD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/quantrix">Quantrix <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/reconcile">reconcile <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/reconciliation">Reconciliation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/reporting">Reporting <span class="filter-link-count" dir="ltr">(74)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/research">Research <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue">Revenue <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/revenue-management">Revenue Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/risk">Risk <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/roi">ROI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sop">S&OP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/saas">SaaS <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sage">Sage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/topic/sales">Sales <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/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-one.com/topic/sales-performance-management-spm">Sales 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href="https://robertkugel.isg-one.com/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-one.com/topic/sas">SAS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sasb">SASB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/scm">SCM <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/topic/sec">SEC 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class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/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-one.com/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-one.com/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-one.com/topic/smb">SMB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/social">Social <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/social-collaboration">Social Collaboration 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src="/hs/hsstatic/content-cwv-embed/static-1.1293/embed.js"></script> <script src="https://robertkugel.isg-one.com/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-one.com/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": "Oracle’s Modern Finance Experience is Robotic", "mainEntityOfPage": "https://robertkugel.isg-one.com/oracles-modern-finance-experience-is-robotic", "datePublished": "02/05/2018", "dateModified": "02/05/2018", "articleBody": "After more than a decade of steady development, ERP systems today are changing fundamentally, facilitated by the availability of advances such as cloud computing, advanced database architecture, collaboration, improved user-interface design, mobility, analytics and planning. This was evident when Oracle recently held its third analysts-only ERP Cloud Summit in New York to coincide with its Modern Finance Experience event. Oracle now has an increasingly robust set of business applications that reside in the cloud and a growing list of live customers – large and midsize – from a range of industries across the world, both of which were offered as part of the here-and-now technology theme at the event. This being a gathering of IT analysts, the summit also emphasized Oracle’s future technology direction, which includes four familiar items: artificial intelligence (AI) and machine learning, blockchain distributed ledgers, bots and robotic process automation. Technologies such as these are beginning to change the familiar landscape of ERP and, more generally, business computing in at least three respects. First, they will alter the mission of the finance organization and the role of the CFO more profoundly over the next 10 years than technology has over the past 50. Their impacts will change the Office of Finance and its relationship with the rest of the organization. However, the adoption of these technologies will be uneven: High-performing finance organizations will be the early adopters and demonstrate the feasibility and value of using these new technologies to support a transformation of the finance function. But many CFOs will struggle to match their performance. Our Office of Finance research confirms that a majority of finance organizations are laggards when it comes to departmental performance: 51 percent of organizations operate at the lowest tactical level of performance while only 10 percent are at the highest innovative level. Second, the rapid evolution of information technology means that finance organizations must change their approach to adopting technology. In the past, a wait-and-see attitude often was warranted. On-premises software advanced slowly because orchestrating major releases was complex and extensive customizations made it hard for customers to implement these new releases. This leisurely approach aligned well with the department’s typically conservative practices. Today, the increasing adoption of cloud-based software makes it easier for vendors to make a steady stream of incremental improvements without having to contend with a multitude of customized environments. CFOs don’t have to embrace a bleeding-edge approach to be successful in this new environment, but they must accept the view that being able to quickly exploit technology is a core competence of their department. As I’ve noted, departments today must develop a “fast-follower” approach to technology adoption to operate as efficiently as possible and to be able to extend the scope of the department so it is a more strategic partner with the rest of the company. Third, the ability of vendors to find ways to apply artificial intelligence, blockchains, bots and robotic process automation to business applications is likely to result in greater product differentiation than has existed in the past two decades. Oracle’s shift to cloud ERP is in full swing. The company stated that it has more than 5,000 cloud ERP customers (excluding NetSuite users), up 47 percent from a year earlier. Of those, 2,100 have the Oracle products deployed and in use. More than half of all its cloud ERP customers were not previously Oracle ERP customers. The company also stated that 24 percent of its ERP customers have its human capital management software and more than one-third (35%) are using its platform-as-a-service (PaaS). The last figure is significant because I view the strength of its PaaS offering as a competitive advantage as companies augment the core Oracle functionality with customizations relevant to their businesses. The presentations also emphasized the scope of Oracle’s cloud presence in a wide range of business applications, including human capital management, supply-chain management, procurement, logistics, planning and budgeting, risk management and project management. Oracle’s sales of its cloud ERP software are following a classic adoption pattern that is reminiscent of client-server ERP. Organizations are testing the technology in a risk-minimization mode. In the early days of client-server computing, human resources management systems often served as the test bed because while this type of system is business-critical, it is a less complex undertaking than implementing an ERP system and it also can tolerate short-term outages. In moving to the cloud, larger corporations for the most part are taking a conservative approach by testing it in subsidiaries rather than core ERP. Early-adopter companies that I’ve interviewed regard the long-term benefits of cloud computing as outweighing short-term costs of adjusting some of their processes to work with the software. The benefits consist chiefly of some combination of a lower total cost of ownership, better performance, greater security and being able to refocus IT efforts from maintenance to strategic initiatives. And as was the case in the early days of client-server, those adopting the cloud are more focused on achieving better business results with technology than on replacing an obsolete or poorly performing system. As this successful cohort of adopters demonstrates the value of moving to the cloud and reduces the perceived risk of doing so, it continues to move business closer to the point where companies facing the necessity of replacing their core ERP system see as much risk in implementing an on-premises system (for fear that they’re buying an obsolescent technology) as in moving a business-critical system to the cloud. That noted, I expect that companies will continue to replace their existing ERP systems only when the state of that software threatens their ability to handle daily business activities. The cost and disruption entailed in changing ERP software is such that it’s done infrequently. Our research shows that the average age of the core ERP systems is seven years. However, in coming years replacement may accelerate if vendors can provide compelling reasons to replace existing software sooner. As to its future roadmap, Oracle, like many software vendors, emphasized the promise that emerging technologies have for the finance function. “Robotic Finance” is a term that I use to describe the integration of machine learning and artificial intelligence (AI), blockchains, RPA and bots into a full range of finance processes. (You can find my webcast on this topic here.) These four “robotic” technologies already are in use, albeit some in a limited fashion. Finance organizations use RPA to automate data movements and simple tasks as well as orchestrate more complex processes involving multiple systems such as the accounting close. Bots have multiple uses for the finance function, for example as a user interface to facilitate voice interactions with financial systems. Even though establishing the foundational elements is still underway, blockchain is already demonstrating the wide range of uses to which it can be applied. Machine learning and artificial intelligence will redefine white-collar work, especially accounting. Oracle is well positioned to be a leader in applying robotic technologies to business applications. Moreover, currently Oracle has a broad portfolio of business applications that will enable it to amortize its investments in advanced technologies over a potentially larger set of customers. For now, though, the technologies have not yet advanced to the point where they offer significant capabilities and therefore points of differentiation that influence companies’ buying decisions. Oracle’s ability to offer a “full stack” of a technology infrastructure and applications in the cloud –servers and storage, database and middleware, and business applications – provides it with competitive advantages. One is that it will appeal to organizations that want to purchase full suites of software from a single vendor. Although our Office of Finance research finds that the market is divided on the issue of buying suites versus individual applications (sometimes referred to as “best of breed”), more prefer full suites (42%) than individual applications or “best of breed” (27%). An important source of differentiation in Oracle’s cloud offering, and its second competitive advantage, is its Adaptive Intelligent Applications approach. Adaptive Intelligent is Oracle’s label for its applications that marry third-party data with real-time analytics as well as machine and behavioral learning. “Adaptive” means that the applications can mold to how organizations behave rather than forcing users to adjust to how the software works. The objective is to embed in its business applications situational awareness that simplifies how individuals perform tasks and provides executives, employees and customers with recommendations tailored to their specific needs in the immediate context. This approach utilizes a key advantage of cloud applications: Vendors are able to bring their expertise and economies of scale to bear in expanding the scope of their services to provide capabilities that, for cost or other practical reasons, most customers couldn’t duplicate on their own premises. Oracle’s ERP Cloud Summit demonstrated the company’s progress in transitioning its ERP software business to the cloud and in making available robotic technologies that have the potential to transform finance organizations in the coming decade more substantially than has been the case over the past century. All the use cases presented at MFE and the analyst summit highlight practical advantages and many may well be available within five years. However, Oracle will need to demonstrate more precisely how it’s going to deliver on that promise. And Oracle, like all vendors, will need to show that its offerings and services are so compelling that it will be able to overcome the traditional unwillingness of finance and accounting organizations to change. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Oracles_Modern_Finance_Exp_Robotic_Twitter_Card.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "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": "SAP Highlights Its Blockchain Efforts", "mainEntityOfPage": "https://robertkugel.isg-one.com/sap-highlights-its-blockchain-efforts", "datePublished": "26/03/2018", "dateModified": "26/03/2018", "articleBody": "SAP recently held a teleconference to highlight its blockchain strategy. Lately, the major business software vendors have been calling attention to their blockchain initiatives. While the focus on this technology might seem premature to those who still equate it with cryptocurrencies, evidence is pointing to a future pace of adoption similar to the rapid take-up of the internet in the 1990s. That blockchain is useful for a wide range of business functions isn’t news – just google “blockchain use cases.” Payment, provenance, testament and efficiency are four main themes driving a multitude of applications of the technology. That said, blockchain isn’t technology in search of a mission but is something more like the internet, both in its broad utility and in value multiplication through network effects. SAP has been energetically pursuing the application of blockchain technology to its offerings under its SAP Leonardo brand. Specifically, the company highlighted pharmaceutical traceability from factory to consumer as an example of how it can be used to serve all interested parties – manufacturers, marketers, wholesalers, regulators, healthcare providers, retailers and consumers. Verifying that the pharmaceuticals are genuine, not counterfeit, and monitoring prescription purchasing are two practical applications of the use of blockchains. Other use cases that SAP customers are exploring include distributed manufacturing using 3-D printing, secure bidding in procurement, supply chain security in pharmaceuticals and trusted digital credentials. Digital credentials have the potential to provide greater security of personal information as well as shift ownership of medical records to the individual rather than having them scattered across multiple systems or controlled by some agency. SAP stated that over the past year its engagement with customers on blockchain efforts have moved from theoretical and exploratory to creating proof-of-concept use cases. It stated it has 3,000 members in its blockchain community. While it’s still in its infancy, the adoption of blockchain technology is advancing faster than I, and I suspect most other people, expected. Protocols and platforms are maturing rapidly, spurred by an energetic open-source community and a broad belief that blockchain technology has great commercial promise A recurring theme in SAP’s blockchain use cases is the technology’s ability to control data – and therefore data integrity – end-to-end in any process. Maintaining data integrity is essential to ensure trust between parties in commercial transactions. Better data integrity also supports a higher degree of process automation and a reduction of back-office workloads. Yet, I assert that data management is the main flaw in SAP’s and other vendors’ blockchain strategies. Blockchain will not achieve its full potential without a universal system of self-describing data, as I detailed in an earlier research note. “Self-describing” means that the system that creates the data need not address what system is going to use the data, and those receiving the data will be able to interact with it without having to know anything about the system that created it. This sort of loosely-coupled approach is necessary for general purpose, permissioned commercial blockchains. This enables permissioned blockchains to serve as a sort-of USB data connector. That noted, there will be many situations where it will best for blockchains to have unique data structures and protocols, especially for use cases requiring high-volume transactions between a defined set of trading partners such as interbank payments or securities trading. This approach will be desirable or even necessary in cases where efficiency in data transport is a paramount consideration and where the investment in proprietary, standardized forms of data interchange is small compared to the value of efficiency gains. Therefore, at this stage in the development of blockchains, self-describing data should be a priority for technology companies and the open-source community. Otherwise we’re heading for a future where blockchains underperform their potential for three reasons. Without self-describing data, valuable network effects are blunted by data interchange issues. An important reason behind the rapid worldwide adoption of the internet was the development of a standard protocol that enabled anyone to be connected to everyone. Metcalfe’s law states that the value of any telecommunications network is proportional to the square of the number of participants on that network. The internet is immensely valuable and has attracted so many users because of the absence of barriers to participation. Standard hypertext protocol and free browsers running on already ubiquitous personal computers were major factors spurring rapid widespread adoption. This precedent must be followed: Without self-describing data, the performance of computing systems will be degraded because of the processing overhead to handle the translation of data as it moves from system to system. And without self-describing data, costs will be inflated by the need for individual companies to create and maintain data mappings that manage data translations. There’s been a great deal of progress in blockchain technology over the past year. Yet we still lack the architecture necessary to use self-describing data in general-purpose blockchains. There’s still a great deal of work that must be accomplished to make blockchain a mainstream technology for businesses, so it may be jumping the gun to focus on the now-non-existent challenge of architecting blockchains to efficiently handle self-describing data. However, I’m raising the issue because decades of experience with IT-related matters makes it easy to foresee a data-management issue. If we don’t deal with this issue in parallel with the development of basic blockchain technology, the mess that likely will ensue will impede adoption of blockchain and unnecessarily raise the costs of using them. Regards, Robert Kugel SVP & Research Director To read more perspectives by Rob, visit https://robertkugel.ventanaresearch.com/", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_SAP_Highlights_Blockchain_Efforts_Quote_Twitter_Card.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The Modern Finance Organization is a Technology Fast Follower", "mainEntityOfPage": "https://robertkugel.isg-one.com/the-modern-finance-organization-is-a-technology-fast-follower-1", "datePublished": "15/03/2018", "dateModified": "15/03/2018", "articleBody": "Robots of the physical sort are not about to take over finance and accounting but we have arrived at the age of “Robotic Finance”. I coined this term to focus on four key technologies with transformative capabilities: artificial intelligence and machine learning, robotic process automation, bots and natural language processing and blockchain distributed ledger technology. Embracing these technologies will enable any department to redefine itself as a forward-looking strategic partner to the rest of the company. Robotic finance isn’t a futuristic idea: The technologies are already here and will evolve rapidly over the next five years. CFOs are generally right to avoid the bleeding edge of technology; however, in a departure from past behavior, they should prepare their department to be a “fast follower” in information technology to ensure their company’s competitiveness. Fast followers are neither innovators nor laggards; rather, they apply a strategy of quickly imitating the innovations of their competitors. For years people have been talking about “finance transformation,” that is, the remaking of the finance department into an organization that functions more as a strategic asset to the company – one that shifts its focus from what just happened to what’s happening next, one that provides greater visibility into how the company and each of the business units is performing. This finance department is looking at the big picture backed by details rather than obsessing over the details – doing bean counting, in other words – so that time is spent not making certain that the numbers are right but rather focused on deriving business meaning from the numbers. Yet despite the potential that technology has created, not much has changed over the past 15 years. There is wide agreement on the need to complete the close within one business week, but our research has found no improvement in this important metric over this period. The close process is a particularly useful performance benchmark because all companies do it for the same purpose and they do it repeatedly. Our Office of Finance benchmark research finds that companies with similar characteristics (for instance, they are in the same industry, are the same size and operate in the same geographic regions) complete their close process at significantly different intervals. The speeds with which these organizations close is, however, correlated with their use of technology. Most (71%) companies that apply a high degree of automation in their close process complete the process within six business days while just 23 percent that use little or no automation can close in this period. How soon a company closes, in turn, has an impact on the timeliness of the information the finance organization provides executives and managers. Our research shows that 75 percent of companies that complete their close within two business days say the information produced by the finance organization is timely. By contrast, only 20 percent of those working in companies that take seven or more business days to complete their close said the information they receive from the finance department is timely. There are many reasons why finance departments don’t use technology as effectively as they should. Technology vendors and systems integrators have consistently overpromised and under-delivered on benefits to finance departments. For their part, finance and accounting organizations tend to underinvest in software and technology and underutilize the capabilities of the systems they already have. Departments seem to view technology as a force of nature that they can’t control. But they can – and they should. To be effective, finance departments must adopt a “fast-follower” approach to technology adoption. In practice this means establishing a standing group with clout that stays abreast of relevant technologies and anticipates their introduction into departmental processes. In the past, there might have been no penalty for a department to have a wait-and-see attitude, reacting slowly instead of finding opportunities to exploit technology capabilities when they become practical. Increasingly, though, delaying the application of technology to finance department processes has negative consequences. For example, companies that delayed applying automation to the new revenue-recognition standards are paying for it with heavy workloads. A fast-follower approach is now a necessity because the four robotic finance technologies aren’t some futuristic dream. All are in use today. Artificial intelligence is at the core of fraud detection and AI programs built by Alibaba and Microsoft have edged out humans on a Stanford University reading comprehension test. Bots are a fixture in customer support and systems integrators are aggressively applying RPA to address data integrity issues that add to finance department workloads. Blockchain initiatives and demonstration projects ranging from securities trading to documenting the provenance of Thanksgiving turkeys are proliferating. To be sure, at this point the four technologies are at different maturity states for different purposes and they will advance unevenly over the next five years. Some require and will continue to require a heavy dose of IT capabilities to get into place while others will shortly be adaptable by business users. If your company is usually an innovator in using information-technology systems, then AI, blockchain and all the rest are either on your roadmap or top of mind. If your company is a fast follower in applying technology innovations, that’s still a good strategy. However, these two groups are in the minority. Our research found just 5 percent of finance departments are innovative in their use of technology and only 16 percent are strategic. Most finance departments (79%) lag and need to change their approach to adopting and using technology. The fast followers will have a very real advantage in utilizing robotic technologies because they will be ready to take advantage of technologies quickly. Those that pursue a wait-and-see strategy – and there will be many – will fall behind and underperform their peers. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Modern_Finance_Orgs_Tech_Fast_Follower_Quote_Twitter_Card.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Welcome to the Age of Robotic Finance", "mainEntityOfPage": "https://robertkugel.isg-one.com/welcome-to-the-age-of-robotic-finance", "datePublished": "29/12/2017", "dateModified": "29/12/2017", "articleBody": "For several years, I’ve commented on a range of emerging technologies that will have a profound impact on white-collar work in the coming decade. I’ve now coined the term “Robotic finance” to describe this emerging focus, which includes four key areas of technology: Artificial intelligence (AI) and machine learning (ML), robotic process automation (RPA), bots utilizing natural language processing, and blockchain distributed ledger technology (DLT), each of which I describe below. Robotic finance will have a disproportionate impact on finance and accounting departments: I estimate that adoption of these technologies potentially will eliminate one-third of the accounting department’s workload within a decade. How quickly and exactly in what way a department adopts robotic finance technologies will impact the effectiveness of its CFO and the finance organization. Used appropriately, they will reduce the risk of misstatements and errors in financial statements and provide senior executives and the board with greater visibility into the health of – and the prospects for – the company. These technologies also will increase the efficiency of the finance department. For these reasons, corporate boards and their audit committees must monitor the planning for the adoption of these technologies. Yet even with this oversight there’s a reason to be concerned that the digital finance department will emerge far more slowly than it should. Here’s the reason for my concern: In most companies, organizational inertia will slow adoption of new technologies with the familiar phrase, “We’ve always done it this way.” Our Office of Finance benchmark research finds that most finance departments fit the stereotype of a reactive organization. Just 10 percent of the departments participating in the research had sufficient competence across people, process, information and technology dimensions to qualify as innovative performers – the highest level of competence and effectiveness in our assessment. By contrast, 51 percent were at the lowest tactical level. Automation clearly accelerates the accounting close. Yet our data shows that most finance departments have been slow to change, especially in adopting new technology. This reluctance persists despite the demonstrated ability of technology to improve departmental performance. For instance, our research shows that most (71%) companies that apply a substantial degree of automation to their close process can close their books within six business days compared to only 23 percent of those that apply little or none. Despite a quarter-century of agreement on the desirability of closing the books within a business week, the research finds that only 40 percent of companies complete the process within six business days. One likely reason why this is the case is that just 12 percent of companies have applied a substantial degree of automation to the process while 37 percent use little or none. The four technologies noted above will have the greatest impact on restructuring the work performed by the Office of Finance. These will expand the scope of automation available to free individuals from having to perform rote repetitive tasks. They will streamline and standardize processes and procedures by having systems recommend courses of action. They will support data integrity, ensuring accuracy and eliminating the need for checks and reconciliations. They will strengthen governance and control, thereby facilitating audits. The main components of robotic finance are: Artificial intelligence and machine learning: Machine learning involves the application of data-science-derived algorithms that create the capability to “learn” and therefore improve results as more data and outcomes are observed. Artificial intelligence applies machine learning algorithms, often in a way that mimics how a human might respond to or manage a process. Combined, the two make it possible for computer systems to adapt to the needs of an organization without requiring a custom deployment process that results in a rigid implementation. Cognitive computing or cognitive systems are related to AI and ML but include a greater ability to work with unstructured data types such as text, speech, audio, static images and video. Artificial intelligence and machine learning are receiving a great deal of attention and a wide range of software vendors have been jumping on this bandwagon. The rush is warranted – because accounting is a rules-driven process demanding accuracy and consistency, AI systems will be able to automate large amounts of departmental work accurately and consistently, meaning professionals will be able to manage their operations by exception. Some applications of AI and ML such as invoice matching are already in use. Other routine accounting processes such as the automated end-to-end processing of common transactions from order to cash could be mainstream within five years, along with more rigorous testing of forecasts to identify key vulnerabilities in assumptions. So could automating what-if analyses based on historic norms as well as outlier cases to present a more analytically sound range of outcomes than the traditional base-upside-conservative triad. By 2025 some larger companies will be able to have a “first look” statutory consolidation that is more comprehensive than a soft close while falling short of a final close. Robotic process automation: In their simplest form, “robots” (actually, computer software) can automate a wide range of rote activities currently handled by individuals, for example, collecting data from multiple systems or spreadsheets and entering it into another system. Algorithmic RPA systems are more sophisticated in that they perform some analysis to determine what to do next. For example, RPA can perform some ratio analysis and choose one of five courses of action based on the result, or determine if two values are close enough that the difference isn’t material. The system, not an individual, does what people spend an awful lot of their time doing every day: making simple judgments that most of the time could be done by a machine. RPA is underutilized by finance and accounting organizations and can be used to support a continuous accounting methodology. Bots and natural language processing: A bot is an application that performs an automated task, such as handling a simple customer inquiry or searching for information. Bots that have natural language processing (NLP) capabilities facilitate human interactions with information systems by allowing users to search and ask questions using everyday written or, increasingly, spoken language. Applied to finance and accounting tasks, bots can, for example, simplify the work of clerks by finding invoices or customer master records, or provide advice on how to book certain transactions. They can give executives insights about their business without their having to do a lot of clicking around. Most software vendors have on their development roadmaps bots that use NLP. These are part of a broader trend to enhance the user experience and improve productivity. Today, the scope of capabilities of bots is relatively narrow but will widen as machine learning capabilities grow and the systems are able to deal with greater complexity and ambiguity. Blockchain Distributed Ledger Technology: Even as the uses of blockchains in commerce and government are multiplying, it’s still necessary to emphasize that blockchains don’t have to be about bitcoin and other cryptocurrencies. A year ago, I published a research note about the business potential of blockchain DLT. Increasingly people are recognizing that blockchains have substantial potential to facilitate a wide range of transactions that have nothing to do with cryptocurrencies. One key difference between blockchains designed for cryptocurrencies and those for commercial and most other purposes is that the former are unpermissioned. These have the advantage of requiring no access control and allow participants to be entirely anonymous while facilitating secure transactions that are immutable (that is, it would be extremely difficult for anyone to alter the record). On the other hand, commercial blockchains are almost always permissioned because participants are discoverable and bad actors can be sanctioned or banished. Moreover, currently permissioned blockchains also can process transactions faster with greater throughput than unpermissioned ones. One broad application of blockchain distributed ledger technology (DLT) is in “smart contracts.” These self-executing contracts have the terms of the agreement between buyer and seller written directly into lines of code that are stored in a distributed, decentralized blockchain network. Such smart contracts can replace letters of credit used in trade finance. The technology also can be applied to much of the commerce that is now handled using proprietary electronic data interchange (EDI) services. Unlike proprietary EDI networks, it’s likely that that smart contract services will be offered free or at a nominal cost. If so, use of blockchain-supported smart contracts will expand as companies are able to publish and subscribe to multiple permissioned blockchains, providing them with increased flexibility and visibility into their markets. Smart contracts can increase a company’s efficiency by automating routine purchases and sales end-to-end as well as the associated documentation and accounting. Blockchains are highly versatile, lending themselves to applications beyond smart contracts. There already is a wide range of use cases. It’s useful to think of blockchain DLT as a blank canvas that can serve as a machine-to-machine universal data connector for business-to-business transactions. For instance, in many countries financial institutions are required to follow “know your customer” protocols in setting up accounts, which is time-consuming and expensive. Moreover, having collected their customers’ personal data, banks are in danger of having this information hacked. It would be better if financial institutions could reference personal data from a blockchain distributed ledger of trusted identities. Individuals would own and control their personal data, keeping it more secure and saving institutions and themselves considerable time and effort in establishing an account. Cargill recently experimented with a food provenance blockchain that provides consumers with information about where the turkey they purchased was raised and how it got to their table, including photos as well as comments from the farmers. The age of robotic finance is upon us. The technology is already in use but has considerable room for growth in capabilities and ease of use. Finance organizations will find that these technologies will enable them to realize the longstanding objective of becoming primarily a forward-looking engaged advisor to the rest of the organization. Of course, CFOs will need to cast a skeptical eye to claims by visionaries and vendors. But they also should recall the example of the internet, which went from nothing to a pervasive part of commerce and enterprise computing in a few short years. At the very least, they will do well to be prepared to be fast followers as these technologies evolve rapidly and demonstrate practical value. Come learn more at my 2018 webcast On January 18th at 11am PDT called Robotic Finance. Register Now. Regards, Robert Kugel Senior Vice President Research Follow me on Twitter and connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "https://research.ventanaresearch.com/hubfs/Images/Twitter_Cards/AP/RK/AP_RK_Welcome_Age_Robotic_Finance_Quote_Twitter_Card.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "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": "Robotic Process Automation is a Cornerstone of Digital Finance", "mainEntityOfPage": "https://robertkugel.isg-one.com/robotic-process-automation-is-a-cornerstone-of-digital-finance", "datePublished": "25/12/2017", "dateModified": "25/12/2017", "articleBody": "Robotic process automation (RPA) relies on programming or the application of analytical algorithms to execute the most appropriate action in an automated workflow. RPA enables business users to configure a “robot” (actually, computer software) to interact with applications or data sources to process a transaction, move or manipulate data, communicate with other digital systems and manage machine-to-machine and man-to-machine interactions. This technology is gaining increasing notice by finance departments, with good reason: RPA represents an important step beyond simple process automation in that it uses software to execute routine but complex workflows that require judgment. Rather than making an individual check-off a step in a routine approval, a robotic system applies an algorithm that decides the next step. The system thus does what people spend an awful lot of their time doing every day: making judgments that most of the time could be done by a machine. RPA is an important technology that can serve as a cornerstone of the digital-enabled finance organization. This technology can automate a wide range of rote routines that today must be handled by individuals, for example, collecting data from multiple systems or spreadsheets and entering it into another system. RPA supports Continuous Accounting, an approach to managing the accounting cycle that can improve departmental performance, by automating accounting processes in a continuous, end-to-end fashion to improve efficiency, ensure data integrity and enhance visibility into processes, and distributing workloads continuously over the accounting period to eliminate bottlenecks and optimize when tasks are executed. Workflow automation is a staple of enterprise systems but only works within a single application. An RPA system can work with multiple applications rather than just one, eliminating the need for an individual to open some other software to, for example, pull information about a transaction to confirm that a shipping invoice matches that order or to extract customer information from one mainframe legacy system to automatically enter a form into another mainframe system. RPA systems essentially offload repetitive tasks from individuals to digital systems, enabling organizations to be more efficient. Moreover, just as manufacturing robots can perform actions more consistently than humans, RPA systems can improve the quality and accuracy of the work and shorten cycle times. In cases where they free up skilled employees to concentrate more on matters requiring their education, experience and judgement, they also make their organization more effective. Finance departments can gain substantial value by implementing RPA because accounting involves performing rules-driven repetitive tasks that until now may have been difficult to automate without the aid of specialized tools. Automation can improve a department’s performance. Our Office of Finance benchmark research finds a correlation between the degree of automation used in the financial close and the time it takes to complete the process. Nearly three in four companies (71%) that use a substantial degree of automation are able to complete their monthly close within six business days. In contrast, only 43 percent of companies that use some automation and just 23 percent of those that use little or none in their close process are able to close in that time frame. How quickly a company closes its books affects the timeliness of the information that the company receives. There is a correlation between how quickly an organization completes its close and the timeliness of the financial information that executives and managers have with which to make decisions. Three-fourths (75%) of those companies that close their quarter in one to two days said they have timely information, compared to 38 percent that take three to six business days and 10 percent that take 11 or more business days. There are two basic types of robotic process automation systems: programmatic and algorithmic. Purely programmatic RPA executes rules-based tasks based on defined parameters – for example, taking a set of data from one system, placing it into a spreadsheet and, after using a macro to make adjustments, uploading the resulting data into a second system for additional processing or storage. Algorithmic RPA systems are more sophisticated in that they perform some analysis to determine what to do next. For example, the system may perform some ratio analysis and choose one of five courses of action based on the result of its analysis, or determine if two values are close enough that the difference isn’t material. RPAs eliminate the need for individuals to perform rote assessments of conditions or data, thereby speeding the execution of that process while ensuring that it is executed consistently. However, because ambiguities exist to some degree in almost all business situations, an algorithmic RPA is almost never fully automatic. Even so, it can be quite valuable because it enables organization to deal with these situations through exception-based management. Handling only the exceptions utilizes employees’ time, experience and judgment most productively, boosting the performance of finance and accounting organizations. I recommend that all senior finance executives and managers familiarize themselves with the capabilities of RPA. Every midsize and larger company should undertake a pilot program to begin to develop the skills necessary for applying it on a broad scale. Robotic process automation is an important evolutionary step beyond decades-old business process automation. It supports a continuous-accounting approach to managing the department by streamlining processes and ensuring data integrity. By applying automation and analytics, it eliminates the need for skilled individuals to do tasks that are better performed automatically. And in doing so, it can enable a finance organization to use the gains in efficiency to concentrate on playing a more strategic role in its company. 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Robert Kugel's Analyst Perspectives | Robotic Process Automation