Market Perspectives | business intelligence

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hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link"><span>Model Building & Large Language Models</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link"><span>Natural Language Processing</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link"><span>Customer Experience</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link"><span>Agent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link"><span>Contact Center</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link"><span>Customer Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link"><span>Field Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link"><span>Intelligent Self-Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link"><span>Voice of the Customer</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link"><span>Digital Business</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link"><span>Digital Applications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link"><span>Digital Communications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link"><span>Digital Intelligence</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link"><span>Digital Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link"><span>Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link"><span>Generative AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link"><span>Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link"><span>Sustainability & ESG</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link"><span>Work Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link"><span>Digital Technology</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link"><span>Business Continuity</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link"><span>Cloud Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link"><span>DevOps and Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link"><span>Digital Security</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link"><span>Intelligent Automation</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link"><span>IoT and Edge Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link"><span>ITOps</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link"><span>IT Service Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link"><span>Observability</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link"><span>Human Capital Management</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link"><span>Employee Experience</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link"><span>Learning Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link"><span>Payroll Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link"><span>Talent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link"><span>Total Compensation Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link"><span>Workforce Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link"><span>Marketing</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link"><span>Customer Data Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link"><span>Digital Experience Platform</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link"><span>Digital Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link"><span>Intelligent Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link"><span>Marketing Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link"><span>Product Experience Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link"><span>Office of Finance</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link"><span>Business Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link"><span>Digital Finance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link"><span>ERP & Continuous Accounting</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link"><span>Consolidate & Close Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link"><span>Procure-to-Pay</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link"><span>Order-to-Cash</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link"><span>Office of Revenue</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link"><span>Digital Commerce</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link"><span>Partner Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link"><span>Revenue Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link"><span>Revenue Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link"><span>Sales Engagement</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link"><span>Subscription Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link"><span>Operations & Supply Chain</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link"><span>Continuous Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link"><span>Continuous Supply Chain & ERP</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link"><span>Product Information Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link"><span>Property Technology</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link"><span>Supplier Relationship Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link"><span>Sustainability Management</span></a></span> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link"><span>Industries</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link"><span>Automotive</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link"><span>Banking</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link"><span>Consumer Products</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link"><span>Financial Services</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link"><span>Food & Beverage</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link"><span>Healthcare</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link"><span>Hospitality</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link"><span>Insurance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link"><span>Manufacturing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link"><span>Media & Entertainment</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link"><span>Real Estate</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link"><span>Retail</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link"><span>Research</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link"><span>Market Agendas</span></a></span> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Analyst Perspectives</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>David Menninger</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://jefforr.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Jeff Orr</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://keithdawson.isg-research.net" class="minimal-mobile-menu-link"><span>Keith Dawson</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://marksmith.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Mark Smith</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://mattaslett.isg-research.net" class="minimal-mobile-menu-link"><span>Matt Aslett</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://matthewbrown.isg-research.net" class="minimal-mobile-menu-link"><span>Matthew Brown</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://robertkugel.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Robert Kugel</span></a></span> </li> <li class="minimal-no-mobile-submenu 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Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT.</p> </div> <a href="https://www.isg-research.net/market-perspectives/aera-technology-earns-analytics-digital-innovation-award-for-2023"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/business-intelligence-3">business intelligence</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics">Analytics</a>, <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology</a>, <a href="https://www.isg-research.net/market-perspectives/tag/natural-language-processing">natural language processing</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics-data">Analytics & Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/ai-and-machine-learning">AI and Machine Learning</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://www.isg-research.net/market-perspectives/domino-manages-data-science-life-cycle">Domino Manages Data Science Life Cycle</a></h2> <div class="author-meta"> Posted by <a href="https://www.isg-research.net/market-perspectives/author/isg-software-research"> ISG Software Research </a> on <span class="post-date">23 November 2021 </span> </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=200&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png" width="200" !important: srcset="https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=100&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 100w, https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=200&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 200w, https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=300&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 300w, https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=400&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 400w, https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=500&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 500w, https://www.isg-research.net/hs-fs/hubfs/MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png?width=600&name=MP_Domino%20Manages%20Data%20Science%20Life%20Cycle.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>With more and more data available to analyze, organizations are realizing the value that sophisticated analyses using artificial intelligence and machine learning (AI/ML) can provide. The benefits of these analyses are significant: our <a href="/dynamic_insights/big_data/machine_learning/survey/" style="text-decoration: none;" rel="noopener" target="_blank">Dynamic Insights research on machine learning</a> finds that organizations most often benefit through competitive advantage, but also improved customer experiences, increased sales, the ability to respond quickly to opportunities in the market, and lower costs....</p> </div> <a href="https://www.isg-research.net/market-perspectives/domino-manages-data-science-life-cycle"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/business-intelligence-3">business intelligence</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics">Analytics</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data-governance">Data Governance</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data-integration">Data Integration</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data">Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/business">Business</a>, <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology</a>, <a href="https://www.isg-research.net/market-perspectives/tag/ai-and-machine-learning">AI and Machine Learning</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); 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href="https://www.isg-research.net/market-perspectives/tag/data-management">Data Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/data-observability">Data Observability <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/data-operations">data operations <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/data-orchestration">Data Orchestration <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/data-pipeline">Data Pipeline <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a 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href="https://www.isg-research.net/market-perspectives/tag/digital-communications">Digital Communications <span class="filter-link-count" dir="ltr">(40)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-experience-platform">Digital Experience Platform <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-finance">digital finance <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-innovation-awards">Digital Innovation Awards <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-learning">Digital Learning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-marketing">Digital Marketing <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-operations">Digital Operations <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-payments">Digital Payments <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-security">Digital Security <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology <span class="filter-link-count" dir="ltr">(72)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/digital-transformation">Digital transformation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/domestic-payroll">Domestic Payroll <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/embedded-analytics">embedded analytics <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/employee-experience">employee experience <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/enterprise-resource-planning">Enterprise Resource Planning <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/experience-management">Experience Management <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/extended-reality">extended reality <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/field-service">Field Service <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/financial-performance-management">Financial Performance Management <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/global-payroll">Global Payroll <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/governance-risk">Governance & Risk <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/hcm">HCM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/hiring">Hiring <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/hr">HR <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/hr-tech">HR Tech <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/hrtech">HRTech <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/human-capital-management">Human Capital Management <span class="filter-link-count" dir="ltr">(102)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/intelligent-automation">Intelligent Automation <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/intelligent-document-processing">Intelligent Document Processing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/intelligent-marketing">intelligent marketing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/intelligent-self-service">Intelligent Self-Service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/internet-of-things">Internet of Things <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/knowledge-management">Knowledge Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/learning">Learning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/learning-management">Learning Management <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/learning-management-system">Learning Management System <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/lease-tax-accounting">Lease & Tax Accounting <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/lms">LMS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/lxp">LXP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/machine-learning-operations">Machine Learning Operations <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/marketing">Marketing <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/marketing-performance-management">Marketing Performance Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/mobile-analytics">Mobile Analytics <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/mobile-computing">mobile computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/natural-language-processing">natural language processing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/office-of-finance">Office of Finance <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/office-of-revenue">Office of Revenue <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/office-of-sales">Office of Sales <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-plaftforms">operational data plaftforms <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-platforms">Operational Data Platforms <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/operations-supply-chain">Operations & Supply Chain <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/partner-management">partner management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/payroll-management">Payroll Management <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/performance-management">Performance Management <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/process-automation-platforms">Process Automation Platforms <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/process-discovery-and-mining">Process Discovery and Mining <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/process-mining">Process Mining <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/procure-to-pay">Procure-to-Pay <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/product-experience-management">product experience management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/product-information-management">Product Information Management <span class="filter-link-count" dir="ltr">(41)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/product-master-data-management">product master data management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/profitability-management">profitability management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/project-management">Project Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/property-technology">Property Technology <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/purchase-to-pay">Purchase-to-Pay <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/purchasing-sourcing-payments">Purchasing / Sourcing / Payments <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue">Revenue <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-and-lease-accounting">revenue and lease accounting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-management">revenue management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-performance-management">Revenue Performance Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/robotic-automation">robotic automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales">Sales <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales-engagement">sales engagement <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/skills">Skills <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/streaming-analytics">Streaming Analytics <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/streaming-data">Streaming Data <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(40)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/supplier-relationship-management">Supplier Relationship Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sustainability-management">Sustainability Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/talent-management">Talent Management <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/task-management">task management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/total-compensation-management">Total Compensation Management <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/voice-of-the-customer">Voice of the Customer <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/wfm">WFM <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/work-management">Work Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/workforce-compensation">Workforce Compensation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/workforce-management">Workforce Management <span class="filter-link-count" dir="ltr">(37)</span></a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> </span> <br><br> <h3 style="color: #255a89;padding-top:40px;">Market Perspectives Archive</h3> <p><a class="btn-secondary" href="https://www.isg-research.net/market-perspectives/all">See All</a></p>   </div> </div> 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"@type": "BlogPosting", "headline": "Aera Technology Earns Analytics Digital Innovation Award for 2023", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/aera-technology-earns-analytics-digital-innovation-award-for-2023", "datePublished": "08/06/2023", "dateModified": "08/06/2023", "articleBody": "The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications, as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT. Ventana Research has awarded Aera Technology Aera Decision Cloud its prestigious 2023 Analytics Digital Innovation Award. This award is given to the vendor that best exemplifies innovation in any use or application of analytics across business and/or IT. Analytics paired with data science advances the sophistication of the organization, introducing techniques such as discovery, machine learning, predictive analytics and visualization. All finalists in the area of Analytics were considered for this award. Ventana Research selected Aera Technology for the 16th Annual Analytics Digital Innovation Award for its approach to decision intelligence. Aera Decision Cloud combines decision intelligence capabilities with numerous predefined measures, prepackaged algorithms, write-back and natural language processing. Incorporating these additional capabilities are not only innovative, but make decision intelligence easier to use and more valuable to the organizations using the product. Organizations need more than insights; they need action. Aera recognizes this gap and brings a suite of capabilities together in its approach to decision intelligence. Some vendors focus solely on decision making assisted by artificial intelligence and machine learning (AI/ML). However, AI/ML alone is not sufficient. Decision-making requires multidimensional what-if analysis, simulation and planning capabilities. Once a decision is made, it must be implemented in the operations systems of the organization, and that requires write-back to those systems. In addition, most workers in most organizations do not have access to the analytics that they require. Providing a natural language interface via voice commands makes it easier for a much larger portion of an organization to access data and analytics. Aera is one of the first vendors to combine all these capabilities into a single platform. Insights are valuable, but organizations need to do more. They need to support the decision-making and decision implementation process. If you have not examined how Aera Technology and Aera Decision Cloud can help your organization, it is well worth your time. Congratulations, Aera Technology, for your continued innovation.", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/MP_Aera_Technology_Earns_Analytics_Digital_Innovation_Award_for_2023.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://www.isg-research.net/market-perspectives/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "www.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Domino Manages Data Science Life Cycle", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/domino-manages-data-science-life-cycle", "datePublished": "23/11/2021", "dateModified": "23/11/2021", "articleBody": "With more and more data available to analyze, organizations are realizing the value that sophisticated analyses using artificial intelligence and machine learning (AI/ML) can provide. The benefits of these analyses are significant: our Dynamic Insights research on machine learning finds that organizations most often benefit through competitive advantage, but also improved customer experiences, increased sales, the ability to respond quickly to opportunities in the market, and lower costs. However, the need for specialized skills to deploy AI/ML models can stall data science initiatives. An organization’s efforts to scale data science and apply models are often complicated by a lack of self-service access to infrastructure, tools and data. Analytics vendors have made it easier to build and deploy models, embedding AI/ML into many types of applications to reduce the time it takes to create production-ready models. Data science platforms like Domino Data Lab streamline data science operations by providing access to data, integrating quantitative tools, facilitating collaboration and monitoring the development of models. Often considered in the same context as automation tools designed to help data analysts build models by automating tasks in data science, Domino supports the broader context of centralizing data science work and infrastructure across the enterprise for collaboratively building, training, deploying and managing models faster and more efficiently. System components include: Domino Data Science Platform for creation, deployment and maintenance of production models at scale Domino Model Monitor for managing the performance of all models across the organization Workbench for integrating preferred tools to collaborate on reproducible and reusable models Launchpad for exporting production models to any infrastructure and monitoring their impact Domino Collaboration for storing all code, data, comments and results in a centralized location so workers can share, review and discuss projects as well as use tagging capabilities to promote idea generation Domino Reproducibility Engine for easily locating previous work, reproducing results and providing context-specific recommendations for content that may be useful Domino is compatible with all major cloud software and on-premises hardware. The unified, open platform enables workers to develop, validate, monitor and deliver models at scale, making data science initiatives more accessible across the organization. Data scientists can better manage the analytics environment, access scalable resources to run complex and multiple tasks in parallel, and share and activate analytic models. Workers have the advantage of collaboration to speed development since all of the organization’s output is stored in a central analytics hub, making it viewable and reproducible. Models are created and managed by data scientists, not computer engineers, reducing operational costs and increasing analytics productivity. Centralized management of changes across the enterprise means teams can collaborate more effectively and infrastructure governance is more manageable for IT groups. Combined, these benefits could increase an organization’s return on investment by reducing time required to build and deploy models. Domino Data Lab recently announced an expanded relationship with NVIDIA to increase accelerated computing capabilities in its platform. Domino’s certification for the NVIDIA AI Enterprise will expand market opportunities as Domino Data Lab will run seamlessly on mainstream NVIDIA-certified systems and servers. The collaboration enhances ease-of-access for NVIDIA customers. Domino employs enterprise-grade security to maintain a secure data science operation, safeguarding against regulatory and operational risks. Data access is governed consistently through permissioning, single sign-on and credential propagation. Data governance resources include tools that maintain a secure history of project changes, creating an auditable environment that will satisfy regulatory requirements. Expectations are high for data science teams to deliver business impact. Organizations may find that current resources, including people, processes and tools are not sufficient to create and manage sophisticated data science efforts. More than one-quarter (27%) of organizations participating in our Machine Learning Dynamic Insights research said that not having enough skilled resources and difficulty building and maintaining ML systems are pressing challenges. Identifying an appropriate data science platform can help further data management efforts by supporting the workforce and operational aspects of AI/ML as well as model development and deployment. A data science platform unifies people, tools and work products used across the data science life cycle, developing a culture of collaboration and continuous learning that provides a competitive advantage through the increased value derived from data. Workers need the ability to utilize more tools and spend less time waiting for models and experiments to run, and data science team leaders need information to manage teams and prioritize work more efficiently. 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