ISG Software Research Analyst Perspectives

<!doctype html><html lang="en"><head> <meta charset="utf-8"> <title>ISG Software Research Analyst Perspectives | Expert Systems</title> <meta name="description" content="Expert Systems | Read the latest analyst perspectives and insights on analytics, customer experience, sales, finance, HR, and more from ISG Software Research."> <link rel="SHORTCUT ICON" href="https://blog.isg-research.net/hubfs/ISG_Bug_Reverse_Transparent.png">  <link rel="preload" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css"></noscript> <script src="https://kit.fontawesome.com/273b762442.js" crossorigin="anonymous"></script>  <link rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531223143/1725882474035/Ventana_Research_2023/css/_other/bootstrap.min.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531223143/1725882474035/Ventana_Research_2023/css/_other/bootstrap.min.css"></noscript> <link rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/141129694108/1731490049651/Ventana_Research_2023/css/base.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/141129694108/1731490049651/Ventana_Research_2023/css/base.css"></noscript> <link rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90533832970/1725882481651/Ventana_Research_2023/css/templates/blog.min.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90533832970/1725882481651/Ventana_Research_2023/css/templates/blog.min.css"></noscript> <link rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532893455/1725882477691/Ventana_Research_2023/css/templates/system.min.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532893455/1725882477691/Ventana_Research_2023/css/templates/system.min.css"></noscript> <meta name="viewport" content="width=device-width, initial-scale=1"> <script src="/hs/hsstatic/jquery-libs/static-1.4/jquery/jquery-1.11.2.js"></script> <script src="/hs/hsstatic/jquery-libs/static-1.4/jquery-migrate/jquery-migrate-1.2.1.js"></script> <script>hsjQuery = window['jQuery'];</script> <meta property="og:description" content="Expert Systems | Read the latest analyst perspectives and insights on analytics, customer experience, sales, finance, HR, and more from ISG Software Research."> <meta property="og:title" content="ISG Software Research Analyst Perspectives | Expert Systems"> <meta name="twitter:description" content="Expert Systems | Read the latest analyst perspectives and insights on analytics, customer experience, sales, finance, HR, and more from ISG Software Research."> <meta name="twitter:title" content="ISG Software Research Analyst Perspectives | Expert Systems"> <script id="hs-search-input__valid-content-types" type="application/json"> [ "SITE_PAGE", "LANDING_PAGE", "BLOG_POST", "LISTING_PAGE", "KNOWLEDGE_ARTICLE", "HS_CASE_STUDY" ] </script> <style> a.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px} </style> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94288142711/1728032344610/Ventana_Research_2023/Ventana_Research_2023_child.css"> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872842/module_90531062927_Header-Global.min.css"> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998030/1725882474041/Ventana_Research_2023/css/mmenu/mmenu.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998030/1725882474041/Ventana_Research_2023/css/mmenu/mmenu.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532297487/1725882477140/Ventana_Research_2023/css/mmenu/minimal-mmenu.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532297487/1725882477140/Ventana_Research_2023/css/mmenu/minimal-mmenu.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531162297/1725882475960/Ventana_Research_2023/css/mmenu/mburger.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531162297/1725882475960/Ventana_Research_2023/css/mmenu/mburger.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998027/1725882479981/Ventana_Research_2023/css/module-css/Header-Global.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998027/1725882479981/Ventana_Research_2023/css/module-css/Header-Global.min.css"></noscript> <style> .minimal-header--widget_1687168884328.minimal-sticky-header{ background-color:rgba(37, 90, 137,0.9); -webkit-backdrop-filter:blur(4px); backdrop-filter:blur(4px); } .minimal-header--widget_1687168884328 .minimal-header--centered-menu{padding-top:16px} @media (min-width: 1101px){.minimal-header--widget_1687168884328 {background-color:rgba(255, 255, 255,0.0);}} .minimal-header--widget_1687168884328 .minimal-header--mobile{background-color:rgba(17, 48, 73,0.1)} .minimal-header__container{min-height:100px}.minimal-header--widget_1687168884328 .minimal-header__logo--main{padding-top: 10px;padding-right: 32px;padding-bottom: 34px;padding-left: 10px;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a{ padding: 20px 20px;font-family: Open Sans; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 600; text-decoration: none;color: #FFFFFF;font-size: 17px;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a:hover, .minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a.minimal-active-item{color: #81CEE4;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a:hover .minimal-menu-chevron svg path{fill: #81CEE4;}.minimal-header--widget_1687168884328 .minimal-menu-chevron svg path{fill:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a > span:not(.minimal-menu-chevron):after{background-color:#81CEE4;} .minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a {font-family: Open Sans;font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color: #000000;font-size: 16px;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a:hover{color:#284A7B;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a > span:not(.minimal-menu-chevron):after {background-color: #284A7B;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-has-submenu .minimal-menu-chevron svg path{fill: var(--primary);}.minimal-header--widget_1687168884328 .minimal-has-submenu>.minimal-submenu {border-color:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-has-submenu>.minimal-submenu>.minimal-has-submenu>.minimal-submenu{border-color:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-header__mobile-nav .mburger b{background:rgba( 255, 255, 255, 1.0);;}.minimal-header--widget_1687168884328 .minimal-header__icons--search svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__icons--search:hover svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label-current {font-family: Raleway; font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none; color: #111111; font-size: color: #111111;font-size: 13px;font-family: Raleway, sans-serif;;}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-current {color: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328 .minimal-header--off-canvas-menu .minimal-header__mobile-nav .mburger b{background: rgba(255, 255, 255, 1);} @media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header--mobile{min-height: 64px;}}@media (max-width: 1100px) { .minimal-header--widget_1687168884328 .minimal-header--mobile {display: flex; padding: 0 15px;}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header__content {}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header__container:not(.minimal-header--mobile) {display: none;}}@media (min-width: 1101px) {.minimal-header--widget_1687168884328.minimal-header--transparent-true{position:absolute;width:100%;z-index:1}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328.minimal-header--mobile-transparent-true{position:absolute;width:100%;z-index:1}} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__mobile-nav .mburger b{background: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__icons--search svg path {fill: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__icons--search:hover svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label-current {color: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-current{color:rgba(255, 255, 255,1)} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a{color: #FFFFFF;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a:hover, .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a.minimal-active-item{color: #81CEE4;} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a:hover .minimal-menu-chevron svg path{fill: #CC6127;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-menu-chevron svg path{fill:#FFFFFF}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a > span:not(.minimal-menu-chevron):after {background-color: #81CEE4;} .minimal-header--widget_1687168884328 .minimal-header__mobile-nav__inner>span { ;color: ;font-size: ;text-transform: ;letter-spacing: px;}.minimal-header--widget_1687168884328 .minimal-header--centered-logo .minimal-header__mobile-nav__inner>span, .minimal-header--widget_1687168884328 .minimal-header--off-canvas-menu .minimal-header__mobile-nav__inner>span{color: #17161a;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header--centered-logo .minimal-header__mobile-nav__inner>span, .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header--off-canvas-menu .minimal-header__mobile-nav__inner>span{color: #363636;}#minimal-header__icons--search__mmenu .hs-search-field--open .hs-search-field__suggestions{border:1px solid rgba(215, 215, 215,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a{color:rgba(105, 119, 207,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a:hover{color:rgba(240, 84, 125,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a:before{border:1px solid#363636}#minimal-header__icons--search__mmenu .hs-search-field__suggestions #results-for{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#363636;font-size:{value=15, units=px}{value=15, units=px}}#minimal-header__icons--search__mmenu .hs-search-highlight{font-weight:regular}.minimal-header--widget_1687168884328 .minimal-header__content--rich-text{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}.minimal-header--widget_1687168884328 .minimal-social-links {margin-top:0px; margin-right: 10px;margin-bottom: 0px; margin-left:10px;}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link svg{width:20px;height:20px}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link svg path{fill:rgba(255, 255, 255,1.0)}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link:hover svg path{fill:rgba(129, 206, 228,1.0);}.minimal-header--widget_1687168884328 .minimal-button {font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: 500; text-decoration: none;color: rgba(255, 255, 255, 1) !important;font-size:14px;background-color: rgba(204, 97, 39, 1.0);border-radius: 4px; padding: 6px 20px; margin-top:px; margin-right: px; margin-bottom: px; margin-left:0px;}.minimal-header--widget_1687168884328 .minimal-button:hover{color:rgba(255, 255, 255,1)!important;background-color:rgba(204, 97, 39,0.8)}.minimal-header--widget_1687168884328 .minimal-button svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328 .minimal-button:hover svg path{fill:rgba(255, 255, 255,1)!important} .minimal-header--widget_1687168884328 .minimal-button{border-width:2px;border-style:solid;border-color:rgba(204, 97, 39,1.0)} .minimal-header--widget_1687168884328 .minimal-button:hover {border-color:rgba(204, 97, 39,1.0)} #minimal-header__mobile-nav__mmenu .mm-btn_prev.mm-btn:before{border-color:rgba(17, 17, 17,1.0)}#minimal-header__mobile-nav__mmenu .mm-navbar{color:rgba(17, 17, 17,1.0)}#minimal-header__mobile-nav__mmenu .mm-btn_close:before,#minimal-header__mobile-nav__mmenu .mm-btn_close:after{background-color:rgba(17, 17, 17,1.0)!important}#minimal-header__mobile-nav__mmenu .lang_list_class li a:hover{color:rgba(129, 206, 228,1.0)}#minimal-header__mobile-nav__mmenu .lang_list_class li a{color:rgba(37, 90, 137,1.0)}#minimal-header__mobile-nav__mmenu .mm-listitem,#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu.mm-menu{color:rgba(54, 54, 54,1.0;overflow:scroll;height:auto;min-height:100%; position:relative;)}#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu .mm-panels,#minimal-header__mobile-nav__mmenu .mm-listitem,#minimal-header__mobile-nav__mmenu.mm-menu{border-color:rgba(0, 0, 0,0.1;overflow:scroll;height:auto;min-height:100%;)}#minimal-header__mobile-nav__mmenu .mm-divider,#minimal-header__mobile-nav__mmenu .mm-panels,#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu.mm-menu{background:rgba(255, 255, 255,0.4);backdrop-filter:blur(4px);overflow:scroll;height:auto;min-height:100%;}#minimal-header__mobile-nav__mmenu .mm-btn:after,#minimal-header__mobile-nav__mmenu .mm-btn:before{border-color:rgba(54, 54, 54,1.0)}.mm-menu .minimal-header__mobile-nav__mmenu__content a:link,.mm-menu .minimal-header__mobile-nav__mmenu__content a{color:rgba(37, 90, 137,1.0)}.mm-menu .minimal-header__mobile-nav__mmenu__content a:active, .mm-menu .minimal-header__mobile-nav__mmenu__content a:hover, .mm-menu .minimal-header__mobile-nav__mmenu__content a:visited{color:rgba(129, 206, 228,1.0)}#minimal-header__mobile-nav__mmenu .hs-search-field--open .hs-search-field__suggestions{border:1px solid rgba(0, 0, 0,1.0);}#minimal-header__mobile-nav__mmenu .minimal-header__content--rich-text{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}#minimal-header__mobile-nav__mmenu .minimal-social-links{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link svg{width:18px;height:18px}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link svg path{fill:rgba(54, 54, 54,1.0)}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link:hover svg path{fill:rgba(62, 169, 245,1.0)}#minimal-header__mobile-nav__mmenu .minimal-button{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:rgba(255, 255, 255,1)!important;font-size:15px;background-color:rgba(2, 81, 88,1.0);border-radius:2px;padding:12px32px;margin-top:px;margin-right:px;margin-bottom:px;margin-left:px}#minimal-header__mobile-nav__mmenu .minimal-button:hover{color:rgba(255, 255, 255,1)!important;background-color:rgba(1, 0, 53,1.0)}#minimal-header__mobile-nav__mmenu .minimal-button svg path{fill:rgba(255, 255, 255,1)}#minimal-header__mobile-nav__mmenu .minimal-button:hover svg path{fill:rgba(255, 255, 255,1)!important} .minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#111111;font-size:17px} .minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a:hover{color:#6977cf}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .minimal-mega-menu__col__inner--menu-header .hs-menu-wrapper ul .hs-menu-item.hs-menu-depth-1 > a {font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#111111;font-size:17px}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a:hover:after{background-color:#6977cf}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .minimal-mega-menu__col__inner--menu-header .hs-menu-wrapper ul .hs-menu-item.hs-menu-depth-1 > a:after{display:none}#minimal-header__icons--search__mmenu{background:var(--primary_color)} </style> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/119347658644/1731343098581/module_119347658644_analyst_listing_for_sidebar.min.css"> <link rel="stylesheet" href="/hs/hsstatic/AsyncSupport/static-1.122/sass/rss_post_listing.css"> <link rel="stylesheet" href="https://7052064.fs1.hubspotusercontent-na1.net/hubfs/7052064/hub_generated/module_assets/1/2712622/1738022624508/module_Site_Search_Input.min.css"> <style> .boxs_outer { display: flex; flex-direction: column; gap: 20px; } .boxs_outer .box .content { display: flex; gap: 10px; justify-content: space-between; align-items: center; } .boxs_outer .box .content p, .boxs_outer .box .content h4{ margin:0; padding:0; } .boxs_outer .box .content h4 { font-size: 18px; line-height: 18px; } .boxs_outer .box .content .read_time, .boxs_outer .box .content .post_date, .box .content .author_outer { opacity: .7; font-size: 85%; } .boxs_outer .box .content .right img { max-width: 80px; } .border-row { background: #393333; width: 60px; height: 3px; margin: 12px 0; } .boxs_outer .box .content i { margin: 0; margin-left: 5px; font-style: normal; font-size: 18px; vertical-align: middle; } .boxs_outer .box .content .summary { display: block; margin-bottom: 10px; line-height: 24px; } .blog-post__tag-link { background: var(--secondary); color: var(--white); padding: 0px 4px 1px; border-radius: 2px; } .boxs_outer{ display: grid; grid-template-columns: 1fr 1fr 1fr; gap: 20px; } .boxs_outer .box .content { justify-content: center; flex-direction: column-reverse; border-radius: 10px; overflow: hidden; background:#fff; } .boxs_outer .box .content .right, .boxs_outer .box .content .right img { width: 100%; max-width: 100%; } @media (max-width:991px){ .boxs_outer { grid-template-columns: 1fr 1fr; } @media (max-width:575px){ .boxs_outer { grid-template-columns: 1fr; } .boxs_outer .box .content .left { padding: 20px 3px; } } @media (max-width:576px){ .outer_container{ padding:0px 15px; } } </style> <style> .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul{ list-style:none; padding:0; margin:0 } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li,.tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li a{ display:block; padding-right:0rem; cursor:pointer } .tf-footer-04 .tf-footer-nav li a{ line-height:2.5rem } .tf-footer-04 .tf-footer-nav li a:not(:hover){ color:inherit } .tf-footer-04 .social{ list-style:none; padding:0; margin:1rem 0 } .tf-footer-04 .social li{ display:inline-block; text-align:center } .tf-footer-04 .social li a{ border-bottom:none; font-size:1.4em } .tf-footer-04 ul.social li{ display:inline-block } .tf-footer-04 ul.social li i{ border-radius:50%; padding:6px; margin:3px;opacity:1;color:#fff; width:42px; height:42px;display:flex; justify-content:center; align-items:center; -webkit-transition:all ease-in-out .3s; -o-transition:all ease-in-out .3s; transition:all ease-in-out .3s; font-size:18px } .tf-footer-04 ul.social li a:hover i{ opacity:.75 } .tf-footer-04 ul.social li:hover, ul.social li a:hover { opacity: 1; } .tf-footer-04 .footer-logo { margin-bottom: .8rem; padding-bottom: 3rem; } .tf-footer-04 ul.hs-menu-children-wrapper { list-style-type: none; padding: 0; } .tf-footer-04 li.hs-menu-item.hs-menu-depth-2 a { padding: 8px 20px; display: block; } .tf-footer-04 li.hs-menu-item.hs-menu-depth-2 a:hover { background: #000; color: #fff; } .tf-footer-04 .row.footer-row { -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .tf-footer-04 .footer-logo-socials img { max-width: 100%; height: auto; } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li:hover a, .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li a:hover { color: rgba(129, 206, 228,1.0); } @media only screen and (max-width: 768px) { .tf-footer-04 ul.social li { margin-right: 0.5rem; margin-left: 0; } .row.footer-row { -webkit-box-orient: vertical; -webkit-box-direction: reverse; -ms-flex-direction: column-reverse; flex-direction: column-reverse; } .tf-footer-04 .social { padding-bottom: 0.2rem; padding-top: 0; display: flex; justify-content: center; } .footer-row p { margin-bottom: 20px !important; text-align: center; } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li, .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li a { line-height: 3; } } .footer-heading { padding-bottom: 5px; margin-top: 20px; } .footer-logo-socials { margin: 40px 0 0 } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul { display: block } .footer-row p { margin-bottom: 0 } .footer-email { padding-bottom: 60px; max-width: 550px; margin: auto; position: relative } .footer-email .actions .hs-button { transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: Poppins, sans-serif; font-style: normal; font-weight: 400; text-decoration: none; font-size: 2rem; line-height: 1.1812500000000001rem; height: 45px; width: 45px; text-align: center; padding: 0rem; border: 1px solid; border-radius: 50%; display: -webkit-inline-box; display: -ms-inline-flexbox; display: flex; justify-content: center; -webkit-box-align: center; -ms-flex-align: center; align-items: center; position: absolute; right: 7px; bottom: 6.8% } .footer-email form { position: relative } .footer-email input:not([type="radio"]):not([type="checkbox"]):not([type="file"]):not([type="submit"]):not([type="button"]) { border-radius: 40px; background: #012E41; border-color: #012E41; color: #f9f9f9; box-shadow: 0 3px 20px #0000002e } .footer-email .hs-error-msgs { position: absolute } .footer-email input[type=submit].hs-button.primary { background: #ffffff !important; color: #012e41; border-color: #ffffff !important } .tf-footer-04 svg { width: 100%; height: auto; margin-top: -15px } .footer__logo { padding-bottom: 10px; } .footer__logo img { width: 150px; height: auto; object-fit: contain } @media(max-width:481px) { .footer-email .actions .hs-button { position: absolute; right: 2px; bottom: 2.5% } .pl-05 { padding-left: 20px } } .Footer { position:relative; } .pl-05{ padding-left:20px } .submitted-message{ text-align:center; color:green } .Footer p a{ border:0!important; text-decoration:none } .email__form input.hs-input.invalid.error{ padding:15px; width:100%; border:none; border-radius:4px; margin-bottom:10px } .email__form ul.no-list.hs-error-msgs.inputs-list{ padding:0 } </style> <style> @font-face { font-family: "Poppins"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Poppins/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Poppins/regular.woff") format("woff"); } @font-face { font-family: "Poppins"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Poppins/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Poppins/regular.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 500; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/500.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/500.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 600; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/600.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/600.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/regular.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/regular.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 500; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/500.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/500.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 600; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/600.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/600.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/regular.woff") format("woff"); } </style> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531298689/1725882485377/Ventana_Research_2023/js/jquery-1.7.1.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531222542/1725882476332/Ventana_Research_2023/js/jQuery.min.js"></script>  <script> var _hsp = window._hsp = window._hsp || []; _hsp.push(['addPrivacyConsentListener', function(consent) { if (consent.allowed || (consent.categories && consent.categories.analytics)) { (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,'script','//www.google-analytics.com/analytics.js','ga'); ga('create','UA-1223294-1','auto'); ga('send','pageview'); }}]); </script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; if (!window._hsGoogleConsentRunOnce) { window._hsGoogleConsentRunOnce = true; gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); if (useGoogleConsentModeV2) { _hsp.push(['useGoogleConsentModeV2']) } else { _hsp.push(['addPrivacyConsentListener', function(consent){ var hasAnalyticsConsent = consent && (consent.allowed || (consent.categories && consent.categories.analytics)); var hasAdsConsent = consent && (consent.allowed || (consent.categories && consent.categories.advertisement)); gtag('consent', 'update', { 'ad_storage': hasAdsConsent ? 'granted' : 'denied', 'analytics_storage': hasAnalyticsConsent ? 'granted' : 'denied', 'ad_user_data': hasAdsConsent ? 'granted' : 'denied', 'ad_personalization': hasAdsConsent ? 'granted' : 'denied' }); }]); } } gtag('js', new Date()); gtag('set', 'developer_id.dZTQ1Zm', true); gtag('config', 'G-QPB833ZNSJ'); </script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-QPB833ZNSJ"></script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; var hsLoadGtm = function loadGtm() { if(window._hsGtmLoadOnce) { return; } if (useGoogleConsentModeV2) { gtag('set','developer_id.dZTQ1Zm',true); gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); _hsp.push(['useGoogleConsentModeV2']) } (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-MS22B69'); window._hsGtmLoadOnce = true; }; _hsp.push(['addPrivacyConsentListener', function(consent){ if(consent.allowed || (consent.categories && consent.categories.analytics)){ hsLoadGtm(); } }]); </script>   <meta property="fb:pages" content="ISG-Research">  <meta name="theme-color" content="#255A89">  <meta name="msapplication-navbutton-color" content="#255A89">  <meta name="apple-mobile-web-app-capable" content="yes"> <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent"> <link rel="apple-touch-startup-image" href="//blog.isg-research.net/hubfs/Logos/VentanaResearch_HorizontalLogo_TwoLines_onecolor_Reversed.svg">  <link href="https://fonts.googleapis.com/css?family=Open+Sans:400,600,700" rel="stylesheet"> <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:400,600,700%7CRoboto+Slab:100,300,400,700" media="none" onload="if (media !== 'all') media = 'all'"> <link href="https://blog.isg-research.net/hubfs/Website_Files/css/animate.css" rel="stylesheet">  <meta name="twitter:site" content="@ventanaresearch"> <meta property="og:url" content="https://blog.isg-research.net/topic/expert-systems"> <meta property="og:type" content="blog"> <meta name="twitter:card" content="summary"> <link rel="alternate" type="application/rss+xml" href="https://blog.isg-research.net/rss.xml"> <meta name="twitter:domain" content="blog.isg-research.net"> <meta http-equiv="content-language" content="en-us"> <link rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94310869011/1725882483469/Ventana_Research_2023/css/components/custom-style.min.css" as="style" onload="this.rel='stylesheet'"><noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94310869011/1725882483469/Ventana_Research_2023/css/components/custom-style.min.css"></noscript>  <style> /*css for menga menu issue fixes */ @media (min-width: 769px){ .minimal-header--dnd_area-module-1 { z-index: 1000 !important; } } </style> <style> .custom-banner { background-attachment: fixed; background-position: center bottom; background-repeat: no-repeat; background-size: cover; padding: 7em 0 3em; text-align: center; } .blog--post__image { text-align: center; } .blog-header{ height: 250px; } .custom-banner { background-position: center top; } img.analyst-header-photo { display:inline; } h1.analyst-header-title{ text-align: center; display:inline; } .analyst-header-photo { width: 180px; } @media (max-width: 600px) { .wrapingimage { float: none !important; width: 100% !important; margin: 0 !important; margin-bottom: 5px !important; } .wrapingimage img { width: 100%; } .analyst-header-photo { width: 150px; } } .blog-sidebar { -ms-flex-preferred-size: 40%; flex-basis: 40%; /*width: 330px;*/ margin-top: 0px; border: 0px solid; padding: 40px !important; } .wrapingimage { float: right; margin: 5px 5px 5px 20px; } .list-card-p p { font-size: 18px !important; } .author-meta{ font-size: 15px !important; } ul.social-share li { align-items: center; background: #255a89; border-radius: 100%; display: flex; font-size: 20px; height: 40px; justify-content: center; margin: 0 5px; width: 40px; } </style><meta name="generator" content="HubSpot"></head> <body class="">  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-MS22B69" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>  <div class="container-fluid body-container body-container--home p-0"> <div class="row-fluid-wrapper"> <div class="row-fluid"> <div class="span12 widget-span widget-type-cell dnd-area" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-1 dnd-section"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_17272820929775" 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> #hs_cos_wrapper_module_17272820929775 span.inner.second_inner ul { list-style:none; margin:0; padding:0; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { display:flex !important; flex-direction:row-reverse; flex-wrap:wrap !important; justify-content:space-between; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { text-align:right; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip { background-color:rgba(17,48,73,1.0); } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner ul li a, #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner .inner { color:rgba(255,255,255,1.0); position:relative; z-index:2; } #hs_cos_wrapper_module_17272820929775 .top_cta_outer .btn { padding:4px 10px !important; height:auto; border-radius:2px; } #hs_cos_wrapper_module_17272820929775 .top_cta_outer p { margin:0; padding:0; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { padding:4px 0px; padding-bottom:5.5px; } #hs_cos_wrapper_module_17272820929775 span.inner.second_inner { display:flex; align-items:center; } #hs_cos_wrapper_module_17272820929775 .top_cta_outer a#cta_button_2035844_fdef8ece-3c43-415d-bcfa-76656891e304 { background:#235683 !important; padding:3px 15px !important; line-height:15px !important; font-weight:100 !important; border-radius:0 !important; padding-bottom:9px !important; } #hs_cos_wrapper_module_17272820929775 .top_cta_outer a#cta_button_2035844_fdef8ece-3c43-415d-bcfa-76656891e304 strong { margin:0; padding:0; line-height:10px; } #hs_cos_wrapper_module_17272820929775 .top_cta_outer a#cta_button_2035844_fdef8ece-3c43-415d-bcfa-76656891e304 span { font-size:14px !important; text-transform:lowercase; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { display:block; } @media (max-width:991px) { #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { padding-bottom:0.5px !important; } } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner ul li a { padding:2px 4px; font-size:14px; margin:0px 4px; position:relative; z-index:2; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner ul { display:inline-flex; flex-direction:row; } @media (max-width:991px) { #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner .inner.text_content_parent { text-align:center; padding-bottom:5px; line-height:18px; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { flex-direction:column; align-items:center; text-align:center; } } @media (max-width:575px) { #hs_cos_wrapper_module_17272820929775 .inner.second_inner ul { display:flex; flex-wrap:wrap; list-style:none; margin:0; padding-left:0; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner { text-align:center; } #hs_cos_wrapper_module_17272820929775 .top_bar_strip .content_inner ul { justify-content:center; } } .top_bar_strip { display: none !important; } .top_bar_strip.new{ display:block !important; } </style> <div class="top_bar_strip new" style="display:block !important;"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="content_inner">     </div> </div> </div> </div> </div> <script> $(document).ready(function(){ // Remove all code from the top bar which comes from minimal actucall theme $(".top_bar_strip:not(.new)").empty(); }); </script></div> </div> </div> </div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-3 dnd-section"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-4 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_widget_1687168884328" 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> .top_bar_strip .content_inner { text-align: right; } .top_bar_strip{ background-color:rgba(17, 48, 73, 1.0); } .top_bar_strip .content_inner ul li a, .top_bar_strip .content_inner .inner{ color:rgba(255, 255, 255, 1.0); } .top_bar_strip .content_inner { display:block; } </style> <style> .minimal-has-submenu>.minimal-submenu { background-color: rgba( 255, 255, 255, 1.0);; padding: 0.7rem 10px; } .minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a:hover { background-color: rgba( 255, 255, 255, 0.0);; } </style> <div class="top_bar_strip"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="content_inner"> <div id="hs_menu_wrapper_widget_1687168884328_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="" data-menu-id="" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/_hcms/mem/login" role="menuitem" target="_self">Log In</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/search" role="menuitem" target="_self"> <svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-search" viewbox="0 0 16 16"> <path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z" /> </svg> Search</a></li> </ul> </div> </div> </div> </div> </div> </div> <div class="minimal-header minimal-header--widget_1687168884328 minimal-header--transparent-true minimal-header--mobile-transparent-true minimal-header--mega-menu-full-width" data-sticky="true"> <div class="minimal-header__container minimal-content-wrapper minimal-header--default"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__navigation minimal-header__nav--right"> <nav aria-label="Main menu" class="minimal-navigation-primary"> <ul class="minimal-submenu level-1"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-menu-link">About Us<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-menu-link">Awards</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-menu-link">Events & Webinars</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-menu-link">Media Kit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" class="minimal-menu-link">Now Part of ISG</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-menu-link">Our Team</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-menu-link">Our eXperience</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-menu-link">Press Releases</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-menu-link">Testimonials</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Expertise</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-menu-link">Industries<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-menu-link">Automotive</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-menu-link">Banking</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-menu-link">Consumer Products</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-menu-link">Financial Services</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-menu-link">Food & Beverage</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-menu-link">Healthcare</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-menu-link">Hospitality</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-menu-link">Insurance</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-menu-link">Manufacturing</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-menu-link">Real Estate</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-menu-link">Research<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Buyers Guides<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Overview</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-menu-link">Participation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-menu-link">Published</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guide-search" class="minimal-menu-link">Search</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-menu-link">Services - Software Provider Services</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-menu-link">Market Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/agendas/market-assertions" class="minimal-menu-link">Market Assertions</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-menu-link">Market Coverage</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.isg-research.net/" class="minimal-menu-link">Analyst Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-4"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.isg-research.net/" class="minimal-menu-link">David Menninger</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.isg-research.net/" class="minimal-menu-link">Jeff Orr</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-menu-link">Keith Dawson</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.isg-research.net/" class="minimal-menu-link">Mark Smith</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-menu-link">Matt Aslett</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-menu-link">Matthew Brown</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.isg-research.net/" class="minimal-menu-link">Robert Kugel</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.isg-research.net/" class="minimal-menu-link">Stephen Hurrell</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-menu-link">Market Perspectives</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-menu-link">Industry Perspectives</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/industry-agendas" class="minimal-menu-link">Industry Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-menu-link">Services<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-menu-link">Enterprises<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-menu-link">Investment Firms</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-menu-link">Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-menu-link">Software Providers</a> </li> </ul> </li> </ul> </nav> </div> <div class="minimal-header__icons"> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> <div class="minimal-header__container minimal-content-wrapper minimal-header--mobile"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__mobile-nav"> <div class="minimal-header__mobile-nav__inner"> <a href="#minimal-header__mobile-nav__mmenu" class="mburger"> </a> </div> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> </div> <div class="minimal-header--widget_1687168884328 minimal-sticky-header minimal-header--mega-menu-full-width"> <div class="minimal-header__container minimal-content-wrapper minimal-header--default"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__navigation minimal-header__nav--right"> <nav aria-label="Main menu" class="minimal-navigation-primary"> <ul class="minimal-submenu level-1"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-menu-link">About Us<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-menu-link">Awards</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-menu-link">Events & Webinars</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-menu-link">Media Kit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" class="minimal-menu-link">Now Part of ISG</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-menu-link">Our Team</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-menu-link">Our eXperience</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-menu-link">Press Releases</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-menu-link">Testimonials</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Expertise</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-menu-link">Industries<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-menu-link">Automotive</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-menu-link">Banking</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-menu-link">Consumer Products</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-menu-link">Financial Services</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-menu-link">Food & Beverage</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-menu-link">Healthcare</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-menu-link">Hospitality</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-menu-link">Insurance</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-menu-link">Manufacturing</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-menu-link">Real Estate</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-menu-link">Research<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Buyers Guides<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Overview</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-menu-link">Participation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-menu-link">Published</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guide-search" class="minimal-menu-link">Search</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-menu-link">Services - Software Provider Services</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-menu-link">Market Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/agendas/market-assertions" class="minimal-menu-link">Market Assertions</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-menu-link">Market Coverage</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.isg-research.net/" class="minimal-menu-link">Analyst Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-4"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.isg-research.net/" class="minimal-menu-link">David Menninger</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.isg-research.net/" class="minimal-menu-link">Jeff Orr</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-menu-link">Keith Dawson</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.isg-research.net/" class="minimal-menu-link">Mark Smith</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-menu-link">Matt Aslett</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-menu-link">Matthew Brown</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.isg-research.net/" class="minimal-menu-link">Robert Kugel</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.isg-research.net/" class="minimal-menu-link">Stephen Hurrell</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-menu-link">Market Perspectives</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-menu-link">Industry Perspectives</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/industry-agendas" class="minimal-menu-link">Industry Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-menu-link">Services<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-menu-link">Enterprises<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-menu-link">Investment Firms</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-menu-link">Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-menu-link">Software Providers</a> </li> </ul> </li> </ul> </nav> </div> <div class="minimal-header__icons"> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> <div class="minimal-header__container minimal-content-wrapper minimal-header--mobile"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__mobile-nav"> <div class="minimal-header__mobile-nav__inner"> <a href="#minimal-header__mobile-nav__mmenu" class="mburger"> </a> </div> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> </div> <div id="minimal-header__mobile-nav__mmenu" class="minimal-header__mobile-nav__mmenu" data-navigation-title="" data-position="right"> <div> <ul class="minimal-mobile-menu-submenu level-1"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-mobile-menu-link"></a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/search" class="minimal-mobile-menu-link"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-search" viewbox="0 0 16 16"> <path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z" /> </svg> Search</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-mobile-menu-link">About Us</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/about/teams" class="minimal-mobile-menu-link">Our Team</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-mobile-menu-link">Our eXperience</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-mobile-menu-link">Testimonials</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-mobile-menu-link">Awards</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-mobile-menu-link">Events & Webinars</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-mobile-menu-link">Press Releases</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-mobile-menu-link">Media Kit</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-mobile-menu-link">Our Team</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about#Services" class="minimal-mobile-menu-link">Our Services</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link">Expertise</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/analytics-and-data" class="minimal-mobile-menu-link">Analytics and Data</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/artificalintelligencemachinelearning" class="minimal-mobile-menu-link">AI & Machine Learning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/analytics" class="minimal-mobile-menu-link">Analytics</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-intelligence" class="minimal-mobile-menu-link">Data Intelligence</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-operations" class="minimal-mobile-menu-link">Data Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-platforms" class="minimal-mobile-menu-link">Data Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/streaming-and-events" class="minimal-mobile-menu-link">Streaming & Events</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/artificial-intelligence" class="minimal-mobile-menu-link">Artificial Intelligence</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/computer-vision" class="minimal-mobile-menu-link">Computer Vision</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/focus/artificial-intelligence/deep-learning" class="minimal-mobile-menu-link">Deep Learning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/generative-ai" class="minimal-mobile-menu-link">Generative AI</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/mlops" class="minimal-mobile-menu-link">Machine Learning Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link">Model Building & Large Language Models</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link">Natural Language Processing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link">Customer Experience</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link">Agent Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link">Contact Center</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link">Customer Experience Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link">Field Service</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link">Intelligent Self-Service</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link">Voice of the Customer</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link">Digital Business</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link">Digital Applications</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link">Digital Communications</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link">Digital Intelligence</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link">Digital Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link">Experience Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link">Generative AI</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link">Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link">Sustainability & ESG</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link">Work Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link">Digital Technology</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link">Business Continuity</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link">Cloud Computing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link">DevOps and Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link">Digital Security</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link">Intelligent Automation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link">IoT and Edge Computing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link">ITOps</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link">IT Service Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link">Observability</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link">Human Capital Management</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link">Employee Experience</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link">Learning Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link">Payroll Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link">Talent Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link">Total Compensation Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link">Workforce Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link">Marketing</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link">Customer Data Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link">Digital Experience Platform</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link">Digital Marketing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link">Intelligent Marketing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link">Marketing Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link">Product Experience Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link">Office of Finance</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link">Business Planning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link">Digital Finance</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link">ERP & Continuous Accounting</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link">Consolidate & Close Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link">Procure-to-Pay</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link">Order-to-Cash</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link">Office of Revenue</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link">Digital Commerce</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link">Partner Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link">Revenue Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link">Revenue Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link">Sales Engagement</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link">Subscription Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link">Operations & Supply Chain</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link">Continuous Planning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link">Continuous Supply Chain & ERP</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link">Product Information Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link">Property Technology</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link">Supplier Relationship Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link">Sustainability Management</a> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link">Industries</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link">Automotive</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link">Banking</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link">Consumer Products</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link">Financial Services</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link">Food & Beverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link">Healthcare</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link">Hospitality</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link">Insurance</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link">Manufacturing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link">Real Estate</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link">Research</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link">Market Agendas</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link">Analyst Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link">David Menninger</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.ventanaresearch.com/" class="minimal-mobile-menu-link">Jeff Orr</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-mobile-menu-link">Keith Dawson</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.ventanaresearch.com/" class="minimal-mobile-menu-link">Mark Smith</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-mobile-menu-link">Matt Aslett</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-mobile-menu-link">Matthew Brown</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.ventanaresearch.com/" class="minimal-mobile-menu-link">Robert Kugel</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.ventanaresearch.com/" class="minimal-mobile-menu-link">Stephen Hurrell</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/analyst-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-mobile-menu-link">Buyers Guide</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/research/buyers-guides" class="minimal-mobile-menu-link">Overview</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-mobile-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-mobile-menu-link">Participation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-mobile-menu-link">Published</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/buyers-guide-search" class="minimal-mobile-menu-link">Search</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-mobile-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-mobile-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-mobile-menu-link">Services - Software Provider</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-mobile-menu-link">Market Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-mobile-menu-link">Industry Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-mobile-menu-link">Market Coverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides" class="minimal-mobile-menu-link">Published Research</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-mobile-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-mobile-menu-link">Services</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-mobile-menu-link">Investment Firms</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-mobile-menu-link">Enterprises</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-mobile-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-mobile-menu-link">Service Providers</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-mobile-menu-link">Software Providers</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/analyst_relations" class="minimal-mobile-menu-link">Analyst Relations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/demand_generation" class="minimal-mobile-menu-link">Demand Generation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/product-marketing" class="minimal-mobile-menu-link">Product Marketing</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-mobile-menu-link">Market Coverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-mobile-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources" class="minimal-mobile-menu-link">Resources</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-mobile-menu-link">Award Programs</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards/innovation" class="minimal-mobile-menu-link">Digital Innovation Awards</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards/leadership" class="minimal-mobile-menu-link">Digital Leadership Awards</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-mobile-menu-link">Press Releases</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-mobile-menu-link">Events & Webinars</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-mobile-menu-link">Media Kit</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/careers" class="minimal-mobile-menu-link">Careers</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/join-our-community" class="minimal-mobile-menu-link">Join our Community</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net" class="minimal-mobile-menu-link">Home</a> </li> </ul>  <div class="minimal-header__mobile-nav__mmenu__content"> </div>  <script> $(document).ready(function(){ $(".mm-listitem__text").append(""); }); $(document).ready(function(){ $("#minimal-header__mobile-nav__mmenu .mm-panels .mm-panel .mm-listview li span a span span ").click(function(){ $(".minimal-header__mobile-nav__mmenu__content").toggleClass("active"); }); }); </script> </div> </div> <div class="minimal-mega-menu mega-menu-1 minimal-mega-menu--col5 minimal-mega-menu--20_20_20_20_20" data-mega-menu-title="Expertise"> <div class="minimal-content-wrapper"> <div class="minimal-mega-menu__inner"> <div class="minimal-mega-menu__col minimal-mega-menu__col1"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_1.richtext"><a href="https://www.ventanaresearch.com/analytics-and-data" rel="noopener">Analytics & Data</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/artificalintelligencemachinelearning" target="_self" class="expertise-mega-menu-item" role="menuitem">AI & Machine Learning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/analytics" target="_self" class="expertise-mega-menu-item" role="menuitem">Analytics</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-intelligence" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Intelligence</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-operations" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-platforms" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/streaming-and-events" target="_self" class="expertise-mega-menu-item" role="menuitem">Streaming & Events</a></li> </ul>   <a href="https://www.ventanaresearch.com/artificial-intelligence" rel="noopener">Artificial Intelligence</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/computer-vision" target="_self" role="menuitem">Computer Vision</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/deep-learning" target="_self" role="menuitem">Deep Learning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/generative-ai" target="_self" role="menuitem">Generative AI</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/mlops" target="_self" role="menuitem">Machine Learning Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/model-building-and-llm" target="_self" role="menuitem">Model Building & Large Language Models</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/natural-language-processing" target="_self" role="menuitem">Natural Language Processing</a></li> </ul></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col2"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_2.richtext"><a href="https://www.ventanaresearch.com/customerexperience" rel="noopener">Customer Experience</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/agentmanagement" target="_self" class="expertise-mega-menu-item" role="menuitem">Agent Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/contactcenter" target="_self" class="expertise-mega-menu-item" role="menuitem">Contact Center</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/customerexperiencemanagement" target="_self" class="expertise-mega-menu-item" role="menuitem">Customer Experience Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/fieldservice" target="_self" class="expertise-mega-menu-item" role="menuitem">Field Service</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/intelligentselfservice" target="_self" class="expertise-mega-menu-item" role="menuitem">Intelligent Self-Service</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/voiceofthecustomer" target="_self" class="expertise-mega-menu-item" role="menuitem">Voice of the Customer</a></li> </ul>   <a href="https://www.ventanaresearch.com/digitalbusiness" rel="noopener">Digital Business</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-applications" target="_self" role="menuitem">Digital Applications</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digitalcommunications" target="_self" role="menuitem">Digital Communications</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-intelligence" target="_self" role="menuitem">Digital Intelligence</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-operations" target="_self" role="menuitem">Digital Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/experiencemanagement" target="_self" role="menuitem">Experience Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/generative-ai" target="_self" role="menuitem">Generative AI</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/performancemanagement" target="_self" role="menuitem">Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/sustainabilityandesg" target="_self" role="menuitem">Sustainability & ESG</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/workmanagement" target="_self" role="menuitem">Work Management</a></li> </ul></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col3"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_3.richtext"><a href="https://www.ventanaresearch.com/digitaltechnology" rel="noopener">Digital Technology</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/businesscontinuity" target="_self" role="menuitem"> Business Continuity</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/cloudcomputing" target="_self" role="menuitem"> Cloud Computing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/devops" target="_self" role="menuitem"> DevOps and Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/digitalsecurity" target="_self" role="menuitem"> Digital Security</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/intelligentautomation" target="_self" role="menuitem"> Intelligent Automation</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/internetofthings" target="_self" role="menuitem"> IoT and Edge Computing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/itops" target="_self" role="menuitem"> ITOps</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/it-service-management" target="_self" role="menuitem"> IT Service Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/observability" target="_self" role="menuitem"> Observability</a></li> </ul>   <a href="https://www.ventanaresearch.com/humancapitalmanagement" rel="noopener">Human Capital Management</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/employeeexperience" target="_self" role="menuitem">Employee Experience</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/learningmanagement" target="_self" role="menuitem">Learning Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/payrollmanagement" target="_self" role="menuitem">Payroll Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/talentmanagement" target="_self" role="menuitem">Talent Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancaptialmanagement/totalcompensationmanagement" target="_self" role="menuitem">Total Compensation Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/workforcemanagement" target="_self" role="menuitem">Workforce Management</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col4"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_4.richtext"><a href="https://www.ventanaresearch.com/marketing" rel="noopener">Marketing</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/customerdataplatforms" target="_self" role="menuitem">Customer Data Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/digitalexperienceplatforms" target="_self" role="menuitem">Digital Experience Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/digitalmarketing" target="_self" role="menuitem">Digital Marketing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/intelligentmarketing" target="_self" role="menuitem">Intelligent Marketing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/marketingperformancemanagement" target="_self" role="menuitem">Marketing Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/productexperiencemanagement" target="_self" role="menuitem">Product Experience Management</a></li> </ul>   <a href="https://www.ventanaresearch.com/officeoffinance" rel="noopener">Office of Finance</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/businessplanning" target="_self" role="menuitem">Business Planning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/consolidate-and-close-management" target="_self" role="menuitem">Consolidate and Close Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/digitalfinance" target="_self" role="menuitem">Digital Finance</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/erpandcontinuousaccounting" target="_self" role="menuitem">ERP & Continuous Accounting</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/order-to-cash" target="_self" role="menuitem">Order-to-Cash</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/procure-to-pay" target="_self" role="menuitem">Procure-to-Pay</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col5"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_5.richtext"><a href="https://www.ventanaresearch.com/officeofrevenue" rel="noopener">Office of Revenue</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/digitalcommerce" target="_self" role="menuitem">Digital Commerce</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/partnermanagement" target="_self" role="menuitem">Partner Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/revenuemanagement" target="_self" role="menuitem">Revenue Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/revenueperformancemanagement" target="_self" role="menuitem">Revenue Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/salesengagement" target="_self" role="menuitem">Sales Engagement</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/subscriptionmanagement" target="_self" role="menuitem">Subscription Management</a></li> </ul>   <a href="https://www.ventanaresearch.com/operationsandsupplychain" rel="noopener">Operations & Supply Chain</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/continuousplanning" target="_self" role="menuitem">Continuous Planning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/continuousupplychainanderp" target="_self" role="menuitem">Continuous Supply Chain & ERP</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/productinformationmanagement" target="_self" role="menuitem">Product Information Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/propertytechnology" target="_self" role="menuitem">Property Technology</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/supplierrelationshipmanagement" target="_self" role="menuitem">Supplier Relationship Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/sustainabilitymanagement" target="_self" role="menuitem">Sustainability Management</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <div class="minimal-mega-menu mega-menu-2 minimal-mega-menu--col3 minimal-mega-menu--33_33_33" data-mega-menu-title="Services"> <div class="minimal-content-wrapper"> <div class="minimal-mega-menu__inner"> <div class="minimal-mega-menu__col minimal-mega-menu__col1"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_1.richtext"><a href="https://www.ventanaresearch.com/services/organizations" rel="noopener">Services for Organizations</a> Using our research, best practices and expertise, we help you understand how to optimize your business processes using applications, information and technology. We provide advisory, education, and assessment services to rapidly identify and prioritize areas for improvement and perform vendor selection <a href="https://www.ventanaresearch.com/services/strategy-sessions-for-users" rel="noopener">Consulting & Strategy Sessions</a> <a href="https://www.ventanaresearch.com/services/ventana_on-demand/organizations" rel="noopener">Ventana On Demand</a></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col2"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_2.richtext"><a href="https://www.ventanaresearch.com/services/investment-firms" rel="noopener">Services for Investment Firms</a> We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution. <a href="https://www.ventanaresearch.com/services/strategy-sessions-for-users" rel="noopener">Consulting & Strategy Sessions</a> <a href="https://www.ventanaresearch.com/services/ventana_on-demand/investment-firms" rel="noopener">Ventana On Demand</a></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col3"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_3.richtext"><a href="https://www.ventanaresearch.com/services/vendors" rel="noopener">Services for Technology Vendors</a> We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution. <a href="https://www.ventanaresearch.com/services/vendors/analyst_relations" rel="noopener">Analyst Relations</a> <a href="https://www.ventanaresearch.com/services/vendors/demand_generation" rel="noopener">Demand Generation</a> <a href="https://www.ventanaresearch.com/services/vendors/product-marketing" rel="noopener">Product Marketing</a> <a href="https://www.ventanaresearch.com/vendor-coverage" target="_self" role="menuitem">Market Coverage</a> <a href="https://www.ventanaresearch.com/briefing" target="_self" role="menuitem">Request a Briefing</a> </div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <script src="https://blog.isg-research.net/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> </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://blog.isg-research.net/hubfs/_images/_backgrounds/314838419_1200px.jpg)">  <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section">  <h1 class="analyst-header-title">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://blog.isg-research.net/2012/12/11/ibm-watson-advances-a-new-category-of-cognitive-computing">IBM Watson Advances a New Category of Cognitive Computing</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on 11 December 2012 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=200&name=vr_techaward_winner_logo-3.jpg" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=100&name=vr_techaward_winner_logo-3.jpg 100w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=200&name=vr_techaward_winner_logo-3.jpg 200w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=300&name=vr_techaward_winner_logo-3.jpg 300w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=400&name=vr_techaward_winner_logo-3.jpg 400w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=500&name=vr_techaward_winner_logo-3.jpg 500w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg?width=600&name=vr_techaward_winner_logo-3.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <a href="http://www.ibm.com/watson" target="_blank">IBM Watson</a> blends existing and innovative technology into a new approach called cognitive computing. At the simplest operational level it is technology for asking natural language-based questions, getting answers and support appropriate action to be taken or provide information to make more informed decisions. The technology relies on massive processing power to yield probabilistic responses to user questions using sophisticated analytical algorithms. A cognitive system like Watson accesses... </div> <a href="https://blog.isg-research.net/2012/12/11/ibm-watson-advances-a-new-category-of-cognitive-computing"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance</a>, <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance</a>, <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning</a>, <a href="https://blog.isg-research.net/topic/it-performance">IT Performance</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance</a>, <a href="https://blog.isg-research.net/topic/ibm">IBM</a>, <a href="https://blog.isg-research.net/topic/information-management">Information Management</a>, <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance</a>, <a href="https://blog.isg-research.net/topic/cognitive-computing">Cognitive Computing</a>, <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems</a>, <a href="https://blog.isg-research.net/topic/ibm-watson">IBM Watson</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/2012/11/20/quill-brings-a-narrative-of-insights-to-business-analytics">Quill Brings a Narrative of Insights to Business Analytics</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on 20 November 2012 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=200&name=vr_bti_br_technology_innovation_priorities3-4.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=100&name=vr_bti_br_technology_innovation_priorities3-4.png 100w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=200&name=vr_bti_br_technology_innovation_priorities3-4.png 200w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=300&name=vr_bti_br_technology_innovation_priorities3-4.png 300w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=400&name=vr_bti_br_technology_innovation_priorities3-4.png 400w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=500&name=vr_bti_br_technology_innovation_priorities3-4.png 500w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png?width=600&name=vr_bti_br_technology_innovation_priorities3-4.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> Business analytics has become the highest ranked technology innovation, according to <a href="//www.ventanaresearch.com/bti" target="_blank">our benchmark research on business technology innovation</a>, but a lack of trained resources and inefficient technology have hampered the best of organizations when they attempt to roll out analytics. Our benchmark research on business analytics in 2012 found that the majority of analysts in organizations spend more of their time on data-related activities than on analytic tasks, and our 2013 research on business... </div> <a href="https://blog.isg-research.net/2012/11/20/quill-brings-a-narrative-of-insights-to-business-analytics"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/big-data">Big Data</a>, <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance</a>, <a href="https://blog.isg-research.net/topic/social-media">Social Media</a>, <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance</a>, <a href="https://blog.isg-research.net/topic/narrative-science">Narrative Science</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/cio">CIO</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance</a>, <a href="https://blog.isg-research.net/topic/information-applications">Information Applications</a>, <a href="https://blog.isg-research.net/topic/information-management">Information Management</a>, <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance</a>, <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems</a>, <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/2012/08/22/the-pathetic-state-of-dashboards">The Pathetic State of Dashboards</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on 22 August 2012 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> Over the last several months, my colleague VP and Research Director Tony Cosentino and I have been assessing vendors and products in the business intelligence market as part of our upcoming Value Index. Tony recently wrote about <a href="http://tonycosentino.ventanaresearch.com/2012/08/09/making-sense-of-the-swirling-world-of-business-analytics/" target="_blank">the swirling world of business analytics</a>, covering many of the dynamics of this industry. He and I have been reviewing the breadth and depth of over 15 of these vendors using our Value Index methodology, which examines the products closely in terms of usability,... </div> <a href="https://blog.isg-research.net/2012/08/22/the-pathetic-state-of-dashboards"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance</a>, <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/cio">CIO</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/dashboards">Dashboards</a>, <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance</a>, <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://blog.isg-research.net/topic/information-management">Information Management</a>, <a href="https://blog.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance</a>, <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems</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> <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><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> <h3>Our Analyst Perspective Policy</h3> <ul> <li style="display: none; list-style: none;"> 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. Each is prepared and reviewed in accordance with Ventana Research’s strict standards for accuracy and objectivity and reviewed to ensure it delivers reliable and actionable insights. It is reviewed and edited by research management and is approved by the Chief Research Officer; no individual or organization outside of Ventana Research reviews any Analyst Perspective before it is published. If you have any issue with an Analyst Perspective, please email them to <a href="mailto:ChiefResearchOfficer@ventanaresearch.com" style="color: #284a7b;">ChiefResearchOfficer@ventanaresearch.com</a> </li> </ul> <a class="btn-secondary" href="https://www.ventanaresearch.com/analyst-perspective-policy">View Policy</a>  <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://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png" alt="David Menninger" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&name=Menninger.David%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&name=Menninger.David%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&name=Menninger.David%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&name=Menninger.David%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=300&name=Menninger.David%20Pic.Circle.png 300w"> <h5 class="analyst_name">David Menninger</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://jefforr.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png" alt="Jeff Orr" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&name=Orr.Jeff.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&name=Orr.Jeff.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&name=Orr.Jeff.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&name=Orr.Jeff.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=300&name=Orr.Jeff.Circle.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Jeff Orr</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://keithdawson.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png" alt="Keith Dawson" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&name=Dawson.Keith%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&name=Dawson.Keith%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&name=Dawson.Keith%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&name=Dawson.Keith%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=300&name=Dawson.Keith%20Pic.Circle.png 300w"> <h5 class="analyst_name">Keith Dawson</h5> </a> </div> <div class="span6" style="text-align:center;"> <a href="https://marksmith.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png" alt="Mark Smith" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&name=Smith.Mark%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&name=Smith.Mark%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&name=Smith.Mark%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&name=Smith.Mark%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=300&name=Smith.Mark%20Pic.Circle.png 300w"> <h5 class="analyst_name">Mark Smith</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://mattaslett.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png" alt="Matt Aslett" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&name=Aslett.Matt%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&name=Aslett.Matt%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&name=Aslett.Matt%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&name=Aslett.Matt%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=300&name=Aslett.Matt%20Pic.Circle.png 300w"> <h5 class="analyst_name">Matt Aslett</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://matthewbrown.isg-research.net/"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png" alt="Matthew Brown" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=50&name=profile_vr_matthew_brown_circle_900x900.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=150&name=profile_vr_matthew_brown_circle_900x900.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=200&name=profile_vr_matthew_brown_circle_900x900.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=250&name=profile_vr_matthew_brown_circle_900x900.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=300&name=profile_vr_matthew_brown_circle_900x900.png 300w"> <h5 class="analyst_name">Matthew Brown</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://robertkugel.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png" alt="Robert Kugel" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&name=Kugel.Robert%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&name=Kugel.Robert%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&name=Kugel.Robert%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&name=Kugel.Robert%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=300&name=Kugel.Robert%20Pic.Circle.png 300w"> <h5 class="analyst_name">Robert Kugel</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://stephenhurrell.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png" alt="Stephen Hurrell" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&name=Hurrell.Stephen%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&name=Hurrell.Stephen%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&name=Hurrell.Stephen%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&name=Hurrell.Stephen%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=300&name=Hurrell.Stephen%20Pic.Circle.png 300w"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> </div>   <div class="row-fluid">  <div style="text-align: center;"> <a href="https://blog.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png" alt="ISG Software Research" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&name=ISG_Bug_Reverse_Transparent.png 50w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png 100w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&name=ISG_Bug_Reverse_Transparent.png 150w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&name=ISG_Bug_Reverse_Transparent.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&name=ISG_Bug_Reverse_Transparent.png 250w, https://blog.isg-research.net/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 hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-form" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <h3 id="hs_cos_wrapper_module_1552944263900179_title" class="hs_cos_wrapper form-title" data-hs-cos-general-type="widget_field" data-hs-cos-type="text">Subscribe to Email Updates</h3> <div id="hs_form_target_module_1552944263900179"></div> </div>  <div class="block"> <h3>Posts by Month</h3> <div class="widget-module"> <ul> <li> <a href="https://blog.isg-research.net/archive/2025/01">January 2025 (12)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/12">December 2024 (1)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/11">November 2024 (10)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/10">October 2024 (12)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/09">September 2024 (6)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/08">August 2024 (10)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/07">July 2024 (11)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/06">June 2024 (7)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/05">May 2024 (16)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/04">April 2024 (12)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/03">March 2024 (17)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/02">February 2024 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2024/01">January 2024 (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/12">December 2023 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/11">November 2023 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/10">October 2023 (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/09">September 2023 (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/08">August 2023 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/07">July 2023 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/06">June 2023 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/05">May 2023 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/04">April 2023 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/03">March 2023 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/02">February 2023 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/01">January 2023 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/12">December 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/11">November 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/10">October 2022 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/09">September 2022 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/08">August 2022 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/07">July 2022 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/06">June 2022 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/05">May 2022 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/04">April 2022 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/03">March 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/02">February 2022 (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/01">January 2022 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/12">December 2021 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/11">November 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/10">October 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/09">September 2021 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/08">August 2021 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/07">July 2021 (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/06">June 2021 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/05">May 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/04">April 2021 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/03">March 2021 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/02">February 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/01">January 2021 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/12">December 2020 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/11">November 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/10">October 2020 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/09">September 2020 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/08">August 2020 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/07">July 2020 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/06">June 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/05">May 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/04">April 2020 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/03">March 2020 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/02">February 2020 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/01">January 2020 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/12">December 2019 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/11">November 2019 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/10">October 2019 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/09">September 2019 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/08">August 2019 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/07">July 2019 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/06">June 2019 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/05">May 2019 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/04">April 2019 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/03">March 2019 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/02">February 2019 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/01">January 2019 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/12">December 2018 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/11">November 2018 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/10">October 2018 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/09">September 2018 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/08">August 2018 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/07">July 2018 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/06">June 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/05">May 2018 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/04">April 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/03">March 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/02">February 2018 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/01">January 2018 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/12">December 2017 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/11">November 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/10">October 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/09">September 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/08">August 2017 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/07">July 2017 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/06">June 2017 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/05">May 2017 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/04">April 2017 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/03">March 2017 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/02">February 2017 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/01">January 2017 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/12">December 2016 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/11">November 2016 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/10">October 2016 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/09">September 2016 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/08">August 2016 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/07">July 2016 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/06">June 2016 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/05">May 2016 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/04">April 2016 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/03">March 2016 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/02">February 2016 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/01">January 2016 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/12">December 2015 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/11">November 2015 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/10">October 2015 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/09">September 2015 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/08">August 2015 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/07">July 2015 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/06">June 2015 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/05">May 2015 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/04">April 2015 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/03">March 2015 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/02">February 2015 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/01">January 2015 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/12">December 2014 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/11">November 2014 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/10">October 2014 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/09">September 2014 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/08">August 2014 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/07">July 2014 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/06">June 2014 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/05">May 2014 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/04">April 2014 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/03">March 2014 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/02">February 2014 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/01">January 2014 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/12">December 2013 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/11">November 2013 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/10">October 2013 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/09">September 2013 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/08">August 2013 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/07">July 2013 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/06">June 2013 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/05">May 2013 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/04">April 2013 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/03">March 2013 (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/02">February 2013 (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/01">January 2013 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/12">December 2012 (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/11">November 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/10">October 2012 (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/09">September 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/08">August 2012 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/07">July 2012 (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/06">June 2012 (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/05">May 2012 (32)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/04">April 2012 (23)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/03">March 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/02">February 2012 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/01">January 2012 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/12">December 2011 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/11">November 2011 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/10">October 2011 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/09">September 2011 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/08">August 2011 (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/07">July 2011 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/06">June 2011 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/05">May 2011 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/04">April 2011 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/03">March 2011 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/02">February 2011 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/01">January 2011 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/12">December 2010 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/11">November 2010 (132)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/06">June 2010 (1)</a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> <div class="block"> <h3>Posts by Topic</h3> <div class="widget-module"> <ul> <li> <a href="https://blog.isg-research.net/topic/10q">10Q (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/vendor-references">[Vendor references] (2)</a> </li> <li> <a href="https://blog.isg-research.net/topic/absolute-data">Absolute Data (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/accessibility">Accessibility (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/accountants">accountants (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting">Accounting (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-close">accounting close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-software">accounting software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-analytics-erp-eam-crm-hcm-innovation-cl">accounting, analytics, ERP, EAM, CRM, HCM, innovat (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-payable">Accounts Payable (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-receivable">Accounts Receivable (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acd">ACD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acquisition">acquisition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agent-management">agent management (110)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agile">agile (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai">AI (32)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-machine-learning">AI & Machine Learning (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-and-machine-learning">AI and Machine Learning (270)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/aiops">AIOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alert">alert (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alpine-data-labs">alpine data labs (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alteryx">alteryx (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/alteryx-inspire">Alteryx Inspire (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analysis">analysis (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-catalyst">analytic catalyst (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-data-platforms">Analytic Data Platforms (45)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytic-operations">Analytic Operations (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytical-application">analytical application (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytical-discovery">analytical discovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics">Analytics (958)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-data">Analytics & Data (124)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-and-data">Analytics and Data (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-in-the-cloud">analytics in the cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/and-verint">and Verint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/application">application (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ar">AR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/arcplan">arcplan (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/artificial-intelligence">Artificial intelligence (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc-606">asc 606 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc842">ASC842 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/assets">assets (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/audit">audit (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/augmented-analytics">Augmented Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/augmented-reality">Augmented Reality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/automation">automation (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/awards">Awards (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/azure">azure (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/backup">Backup (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/balanced-scorecard">balanced scorecard (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/banking">banking (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/benchmark">benchmark (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beps">BEPS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beqom">beqom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/best-pracices">best pracices (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bi-platform">BI platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-analytics">big analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-data">Big Data (431)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-query">big query (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-and-recurring-revenue">Billing and Recurring Revenue (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-software">billing software (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain">blockchain (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain-distributed-ledger-dlt-erp-scm-supply-c">blockchain, distributed ledger, DLT, ERP, SCM, sup (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-international">BOARD International (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-of-directors">board of directors (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bot">Bot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bots">bots (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/box">box (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bribery">bribery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budget">budget (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting">Budgeting (74)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-and-planning">budgeting and planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-software">budgeting software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business">Business (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-activity-monitoring">business activity monitoring (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics (663)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-applications">Business Applications (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration (361)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-continuity">Business Continuity (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-digital-commerce">business digital commerce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-innovation">business innovation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence (666)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-3">business intelligence (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-2">business intelligence (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-business-analytics-cloud-clo">Business Intelligence, Business Analytics, Cloud, (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-mobility">Business Mobility (160)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-model">business model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects">Business Objects (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects-predictive-analytics">Business Objects predictive analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance">Business Performance (739)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM) (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-plan">business plan (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-planning">Business Planning (98)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process">business process (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-execution">business process execution (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-management">Business Process Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-monitoring">business process monitoring (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-outsourcing">business process outsourcing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-suite">Business Suite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology">Business Technology (40)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology-innovation">Business Technology Innovation (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-value">business value (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calabrio">Calabrio (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center">Call Center (301)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center-analytics">call center analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-copy">Call Copy (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-routing">Call Routing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callidus-software">Callidus Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calliduscloud">CallidusCloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callminer">Callminer (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calltower">CallTower (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cambridge-semantics">Cambridge Semantics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/camelon-software">Camelon Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-engagement">candidate engagement (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-experience">Candidate Experience (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capacity-utilization">capacity utilization (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-adequacy">capital adequacy (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-budget">capital budget (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-markets">capital markets (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-spending">capital spending (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cash-management">cash management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ccaas">CCaaS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdh3">CDH3 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdp">CDP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/celergo-hcm">Celergo HCM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cem">CEM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo">CEO (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo-cfo-financial-performance-management-forecasti">CEO, CFO, Financial Performance Management, Foreca (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cep">CEP (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceridian">Ceridian (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cfo">CFO (164)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/challenge">challenge (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channel">channel (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channelinsight">ChannelInsight (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chargebacks">chargebacks (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chart-of-accounts">chart of accounts (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatbots">Chatbots (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatter">Chatter (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chief-risk-officer">Chief Risk Officer (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chro">CHRO (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ci-cd">CI/CD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cicero">Cicero (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cincom">Cincom (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio">CIO (112)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio-callenges">cio callenges (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cirro">Cirro (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cisco">Cisco (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ciso">CISO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarabridge">Clarabridge (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarity-systems">Clarity Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clickfox">Clickfox (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/close">close (43)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closed-loop">closed loop (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closing">closing (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud">Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-analytics">cloud analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-business-intelligence">cloud business intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing (863)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-erp">cloud ERP (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud9-analytics">Cloud9 Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudera">Cloudera (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudops">CloudOps (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cmo">CMO (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coaching">coaching (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coda">CODA (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognitive-computing">Cognitive Computing (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos">Cognos (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-analytics">cognos analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-enterprise">cognos enterprise (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-express">cognos express (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-insight">cognos insight (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration">Collaboration (263)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration-for-business">collaboration for business (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-conversational-computing">Collaborative & Conversational Computing (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-analytics">Collaborative Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-computing">collaborative computing (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commerce">Commerce (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commission">commission (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-model">commodity model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-models">commodity models (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/communications">communications (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compensation">Compensation (64)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/competition">competition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/complex-event-processing">Complex Event Processing (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compliance">compliance (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-document">Composite document (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-software">Composite Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computer-vision">Computer Vision (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computing">computing (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/concur">Concur (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/confirmit">Confirmit (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connectwise">ConnectWise (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connotate">Connotate (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-and-close-management">Consolidate and Close Management (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-close-report">Consolidate/Close/Report (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidating">consolidating (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidation">Consolidation (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consulting">Consulting (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center">Contact Center (439)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center-analytics">Contact Center Analytics (226)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contactual">Contactual (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/container">container (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/content-management">Content Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency">contingency (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency-planning">contingency planning (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-accounting">Continuous Accounting (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-improvement">continuous improvement (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-payroll">Continuous Payroll (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-planning">Continuous Planning (60)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain">continuous supply chain (42)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain-erp">Continuous Supply Chain & ERP (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-threat-exposure-management">Continuous Threat Exposure Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract">contract (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract-management">contract management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/control">control (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller">Controller (36)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller-2">controller (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controls">controls (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-ai">Conversational AI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-computing">Conversational Computing (45)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-marketing">Conversational Marketing (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coo">COO (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/core-hr">Core HR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cornerstone-ondemand">Cornerstone OnDemand (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-finance">Corporate Finance (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-governance">Corporate Governance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corvisa-cloud">Corvisa Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cost-management">Cost Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/costing">costing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpaas">CPaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpq">CPQ (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/credit">credit (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crisis">crisis (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm">CRM (267)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm-customer-service">CRM customer service (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cro">CRO (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cryptic">cryptic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cryptography">Cryptography (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crystal-reports">Crystal reports (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctalk-ltd">cTalk Ltd (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctem">CTEM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cto">CTO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/currency">currency (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer">Customer (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center (557)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-analytics">Customer Analytics (263)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-communications">Customer Communications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-management">Customer Data Management (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-platforms">Customer Data Platforms (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-digital-technology">Customer Digital Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-engagement">Customer Engagement (70)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-excellence">Customer Excellence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience (534)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience-management">Customer Experience Management (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback">Customer Feedback (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback-management">Customer Feedback Management (123)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-information-management">Customer Information Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-intelligence">Customer Intelligence (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-interaction-technology">Customer Interaction Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-journey-maps">Customer Journey Maps (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-life-cycle">customer life cycle (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-performance">Customer Performance (109)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-relationship-management">Customer Relationship Management (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service">Customer Service (289)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service-and-support">customer service and support (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-success">Customer Success (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cxm">CXM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cybersecurity">Cybersecurity (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboard">dashboard (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboards">Dashboards (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data">Data (305)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-analytics">Data Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-artisan">data artisan (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-blending">data blending (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-catalog">Data catalog (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-democratization">Data Democratization (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-discovery">Data Discovery (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-fabric">data fabric (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-governance">Data Governance (155)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integration">Data Integration (82)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integrity">data integrity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-intelligence">Data Intelligence (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-lake">Data Lake (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-lakes">data lakes (43)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-management">Data Management (88)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-mart">data mart (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-mining">Data Mining (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-observability">Data Observability (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-operations">data operations (101)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-ops">Data Ops (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-orchestration">Data Orchestration (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-pipelines">Data Pipelines (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-platforms">data platforms (48)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-preparation">Data Preparation (89)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-products">Data Products (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-quality">Data Quality (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-science">Data Science (61)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-scientist">Data Scientist (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-storage">Data Storage (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-virtualization">Data Virtualization (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-virtualization-data-integration-data-lake-big">Data virtualization, data integration, data lake, (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-visualization">Data Visualization (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-viz">data viz (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-warehousing">Data Warehousing (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database">Database (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database-as-a-service">Database as a Service (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/database-com">database.com (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/datameer">Datameer (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dataops">dataops (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dataprep">DataPrep (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/datawatch">Datawatch (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dayforce">dayforce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ddi">DDI (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/debt">debt (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision">decision (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-hub">Decision Hub (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-intelligence">Decision Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decision-management">Decision Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/decusoft">Decusoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/deep-learning">Deep Learning (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dell">Dell (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dell-boomi">Dell Boomi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-chain">Demand Chain (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-generation">Demand Generation (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-management">demand management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/demand-planning">Demand Planning (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/design">design (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/designed-data">designed data (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/desktop-analytics">Desktop Analytics (124)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/development">development (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/devops-and-platforms">DevOps and Platforms (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/devsecops">DevSecOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/df11">DF11 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dg">DG (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dhcp">DHCP (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-applications">Digital Applications (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-business">Digital Business (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-commerce">Digital Commerce (104)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-communications">Digital Communications (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-experience-platform">Digital Experience Platform (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-finance">digital finance (111)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-innovation-awards">Digital Innovation Awards (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-intelligence">Digital Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-interviewing">Digital Interviewing (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-marketing">Digital Marketing (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-operations">Digital Operations (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-publishing">Digital Publishing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-security">Digital Security (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology (294)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-transformation">Digital transformation (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/direct-data-mapping">Direct Data Mapping (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/disaster-recovery">Disaster Recovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery">Discovery (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-analytics">discovery analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-tools">discovery tools (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/distribution">distribution (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dns">DNS (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/document-management">Document Management (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dodd-frank">Dodd-Frank (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domestic-payroll">Domestic Payroll (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domo">Domo (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dovetail">Dovetail (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dreamforce">Dreamforce (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-analysis">driver analysis (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based">driver-based (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based-planning">driver-based planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics">Dynamics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-ax">Dynamics AX (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-gp">Dynamics GP (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-nav-dynamics-sl">Dynamics NAV Dynamics SL (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/e-discovery">e-discovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/echopass">Echopass (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eclipse">Eclipse (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/edi">EDI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ediscovery">eDiscovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/editorial">Editorial (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/effectiveness">effectiveness (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eg-solutions">eg Solutions (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/elasticube">elasticube (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eloqua">Eloqua (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/embedded-analytics">embedded analytics (95)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/emc">EMC (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-engagement">Employee Engagement (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-experience">employee experience (48)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-onboarding">Employee Onboarding (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-productivity">Employee Productivity (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/empower">Empower (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/end-to-end">end-to-end (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/endeca">endeca (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enghouse-interactive">Enghouse interactive (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enkata">Enkata (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-applications">Enterprise Applications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-data-strategy">Enterprise Data Strategy (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-messaging-internet-of-things-iot-middle">Enterprise messaging, Internet of Things, IoT, mid (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-profitability-management">enterprise profitability management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning (72)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-risk-management">enterprise risk management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-software">Enterprise Software (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-tax">Enterprise Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterworks">Enterworks (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environment-management">Environment Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environmental">Environmental (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/envision">Envision (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epicor">Epicor (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epiphany">Epiphany (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equifax">Equifax (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equity-research">equity research (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erm">ERM (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp">ERP (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting (154)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/error">error (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esg">ESG (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esri">ESRI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/essbase">Essbase (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ethority">eThority (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-data">Event Data (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-discovery">Event discovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream">Event Stream (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream-processing">Event Stream Processing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-streams">Event Streams (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exacttarget">ExactTarget (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exadata">exadata (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exalytics">Exalytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excel">Excel (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excentive">Excentive (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/executive">executive (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense">expense (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense-management">expense management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/experience-management">Experience Management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploration">Exploration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploratory-analytics">exploratory analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/explorium">Explorium (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-close">extended close (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-reality">extended reality (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/external-data-platform">External Data Platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exterro">Exterro (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/f-type">F-Type (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fasb">FASB (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fast-close">Fast close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/feedback">Feedback (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fei">FEI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ferf-ceo">FERF CEO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/field-service">Field Service (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance">finance (53)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-analytics">Finance Analytics (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-cloud">finance cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-financial-applications-financial-close">Finance Financial Applications Financial Close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-performance-management">Finance Performance Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-transformation">finance transformation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial">financial (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-analytics">financial analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-applications">Financial Applications (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-close">Financial Close (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-governance">Financial Governance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-management">Financial Management (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-model">financial model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance (561)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-2">financial performance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management (237)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM) (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-planning">financial planning (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-regulation">financial regulation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-reporting">financial reporting (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-risk-management">financial risk management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-services">Financial Services (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-software">financial software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-standards">financial standards (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-statement">financial statement (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-systems">financial systems (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce">FinancialForce (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce-com">FinancialForce.com (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financials">financials (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/five9">Five9 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/flow">flow (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fms">FMS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/for-example-genesys">for example Genesys (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecast">Forecast (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecasting">forecasting (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpa">FP&A (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpm">FPM (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fraud">Fraud (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fuel50">Fuel50 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fusion-applications">Fusion Applications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gaap">GAAP (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gamifiacation">Gamifiacation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gartner">Gartner (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genai">GenAI (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/generative-ai">Generative AI (44)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genesys">Genesys (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/geographic-information-systems">Geographic Information Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gis">GIS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/global-payroll">Global Payroll (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/globoforce">Globoforce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/golden-records">Golden Records. (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gooddata">Gooddata (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/google">Google (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance">Governance (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk">Governance & Risk (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-and-compliance">Governance Risk and Compliance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC) (143)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc">GRC (55)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc-governance-risk-compliance-risk-management-wat">GRC, governance, risk, compliance, risk management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/green">Green (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/greenplum">Greenplum (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gui">GUI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hadoop">Hadoop (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hana">HANA (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/harvard-business-review">Harvard Business Review (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hawq">HAWQ (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm">HCM (57)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-analytics">HCM Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-systems">HCM Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-hr-hrms-workforce-management-learning-manageme">HCM, HR, HRMS, Workforce Management, Learning Mana (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdfs">HDFS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdinsights">HDinsights (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdp">HDP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/headcount-planning">headcount planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-compliance">Healthcare Compliance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-reform">Healthcare Reform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/heiler">Heiler (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hewlett-packard">Hewlett Packard (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hirevue">HireVue (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hiring">Hiring (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive">Hive (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive9-marketing-performance-management">Hive9 Marketing Performance Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hortonworks">Hortonworks (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hospitality">Hospitality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/host-analytics">Host Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp">HP (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-neoview">HP Neoview (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-touchpad">HP Touchpad (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr">HR (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-analytics">HR Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-management">HR Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-managementhrms">HR Management(HRMS) (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-research">HR research (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-tech">HR Tech (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology">HR technology (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology-conference">HR Technology Conference (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrpayroll">HR/Payroll (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hris">HRIS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrms">HRMS (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/html5">HTML5 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hubspot">HubSpot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital">Human Capital (45)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-analytics">Human Capital Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-management">Human Capital Management (309)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-concepts">Human Concepts (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-resources-management">Human Resources Management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hunite">Hunite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybrid-cloud-platforms">Hybrid Cloud Platforms (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybris">Hybris (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hyperion">Hyperion (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/i9">I9 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iac">IaC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iasb">IASB (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm">IBM (73)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-business-analytics">IBM Business Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-db2">IBM DB2 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-predictive-customer-intelligence">IBM Predictive Customer Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-spss">IBM SPSS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-watson">IBM Watson (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibp">IBP (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs">IFRS (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs16">IFRS16 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/impala">Impala (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory">In-memory (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory-computing">In-Memory Computing (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inclusion">Inclusion (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/incontact">InContact (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/industry-analyst">Industry Analyst (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inetsoft">InetSoft (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/influencers">Influencers (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infodiscovery">InfoDiscovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infomgt-location">InfoMgt; Location (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infopia">InfoPia (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor">Infor (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor-birst">Infor Birst (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica">Informatica (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-cloud">Informatica Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-hparser">Informatica HParser (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-world">Informatica World (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatics">Informatics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information">Information (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-applications">Information Applications (222)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-availability">Information Availability (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builder-iway">Information Builder iway (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders">Information Builders (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders-summit-2019">Information Builders Summit 2019 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-discovery">Information Discovery (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-life-cycle-management">Information Life Cycle Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management">Information Management (381)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management-im">Information Management (IM) (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-optimization">Information Optimization (52)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-platform">Information Platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-technology">Information Technology (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infosphere">InfoSphere (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-management">Initiatives Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-planning">Initiatives Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inkling">inkling (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/innovation-awards">Innovation Awards (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/insights">Insights (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intacct">Intacct (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/integrated-business-planning">Integrated Business Planning (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-automation">Intelligent Automation (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-cx">Intelligent CX (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-marketing">intelligent marketing (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-memory">Intelligent Memory (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-sales">intelligent sales (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-self-service">Intelligent Self-Service (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactions">Interactions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence">Interactive Intelligence (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence-jacada">Interactive Intelligence Jacada (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intercompany-financial-management">Intercompany Financial Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internal-audit">Internal Audit (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/international-finance">International Finance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-everything">Internet of Everything (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-things">Internet of Things (74)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intradiem">Intradiem (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intuit-quicken">Intuit Quicken (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-management">inventory management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-optimization">Inventory Optimization (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot">IOT (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-and-edge-computing">IoT and Edge Computing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-operationalintelligence-real-time">IOT, OperationalIntelligence, Real-time (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ipam">IPAM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it">IT (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics">IT Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics-performance">IT Analytics & Performance (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-controls">IT controls (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-cost">IT cost (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-governance">IT governance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance">IT Performance (178)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM) (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-research">IT Research (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-risk-management">IT Risk Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-service-management">IT Service Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itil">ITIL (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itops">ITOps (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itsm">ITSM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jacada">Jacada (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jaspersoft">Jaspersoft (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jd-edwards">JD Edwards (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jda-software">JDA Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jibe">Jibe (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobscience">Jobscience (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobvite">JobVite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/johnson-controls-panoptix">Johnson Controls Panoptix (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jonova">Jonova (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/journalism">Journalism (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/json">JSON (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kalido">Kalido (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kana">Kana (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapow">Kapow (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapplets">Kapplets (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/karmasphere">Karmasphere (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenandy">Kenandy (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenexa">Kenexa (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indicators">Key Performance Indicators (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indictors">Key Performance Indictors (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kinaxis">Kinaxis (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knoahsoft">KnoahSoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knopahsoft">KnopahSoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowlagent">Knowlagent (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowledge-management">Knowledge Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kofax">Kofax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kognitio">Kognitio (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kpi">KPI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kri">KRI (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kronos">Kronos (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kxen">KXEN (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba">Kyriba (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba-financial-performance-management">Kyriba Financial Performance Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lagan">Lagan (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lan">LAN (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lasr">LASR (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson">Lawson (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson-software">Lawson Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning">Learning (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management">Learning Management (67)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management-system">Learning Management System (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-accounting">Lease Accounting (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-and-tax-accounting">lease and tax accounting (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-management">Lease Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leasing">leasing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leonardo">Leonardo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/linux">Linux (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/liveops">LiveOps (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lms">LMS (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/local-ly">Local.ly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-analytics">Location Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-intelligence">Location Intelligence (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logi-analytics">Logi Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logitech">Logitech (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logixml">LogiXML (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/longview">LongView (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/looker">looker (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lucent">Lucent (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lumira">Lumira (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lxp">LXP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-conversational-computing">Machine Conversational Computing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-data">Machine data (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning (36)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-and-cognitive-computing">Machine Learning and Cognitive Computing (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-digital-technology">Machine Learning Digital Technology (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-operations">Machine Learning Operations (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/management">Management (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manticore-technology">Manticore Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manufacturing">Manufacturing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapr">MapR (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapreduce">MapReduce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-agenda">Market Agenda (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-research">Market Research (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing">Marketing (102)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-automation">Marketing Automation (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-performance-management">Marketing Performance Management (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-planning">Marketing Planning (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-sales">marketing sales (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketo">Marketo (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/markettools">MarketTools (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marklogic">MarkLogic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/master-data-management">Master Data Management (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maxager">Maxager (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maximo">Maximo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdm">MDM (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdx">MDX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meg-whitman">Meg Whitman (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/merced-systems">Merced Systems (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mercer">Mercer (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meridian-learning-learning-management-systems-lms-">Meridian, Learning, Learning Management Systems, L (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/metrics">Metrics (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft">Microsoft (37)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-azure">Microsoft Azure (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-excel">Microsoft Excel (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-office">Microsoft Office (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-powerpoint">Microsoft Powerpoint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-windows-phone">Microsoft Windows Phone (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-linkedin-cmo-sales">Microsoft, LinkedIn, CMO, Sales (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microstrategy">MicroStrategy (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/middleware">Middleware (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/migration">Migration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mlops">MLOps (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile">Mobile (118)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-analytics">Mobile Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-applications">Mobile Applications (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-apps">Mobile Apps (42)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-bi-analytics-business-intelligence">Mobile BI, Analytics, Business Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-business-intelligence">Mobile Business Intelligence (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-computing">mobile computing (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-intelligence">Mobile Intelligence (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing">mobile marketing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-digital-commerce">Mobile Marketing Digital Commerce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-technology">Mobile Technology (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-location-communication">Mobile, Marketing Location Communication (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobility">Mobility (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-building-and-large-language-models">Model Building and Large Language Models (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-n">Model N (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-training">Model Training (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/modeling">Modeling (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/monarch">Monarch (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mpp">MPP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mro">MRO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mulesoft">Mulesoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/multi-cloud">Multi-Cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/na14">NA14 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/narrative-science">Narrative Science (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language">Natural Language (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-generation">Natural Language Generation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing (86)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/navetti">Navetti (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nec">NEC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netapp">NetApp (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netbase">NetBase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netezza">Netezza (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netops">NetOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite">NetSuite (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-openai">NetSuite OpenAi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-tribehr-hcm-hr-hrms-customer-experience-z">NetSuite, TribeHR, HCM, HR, HRMS, Customer Experie (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/networking">Networking (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/news">News (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/newvoicemedia">NewVoicemedia (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexidia">Nexidia (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexus-7">Nexus 7 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexxphase">Nexxphase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nice-systems">NICE Systems (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nist">NIST (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nlp">NLP (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/noble-systems">Noble Systems (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nokia">Nokia (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nomis-solutions">Nomis Solutions (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nosql">NoSQL (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nps">NPS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nuview-systems">NuView Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obamacare">Obamacare (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obiee">OBIEE (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obifs">OBIFS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/object-storage">Object storage (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/observability">Observability (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance (510)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-revenue">Office of Revenue (39)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-sales">Office of Sales (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/olap">OLAP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel">Omnichannel (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel-commerce-digital-kdigital">Omnichannel, Commerce, Digital kDigital (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/on24">On24 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onboarding">Onboarding (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onvisource">OnviSource (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-ccaas">Open CCaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-pages">Open Pages (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-source-software">Open Source Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-world">Open World (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openconnect">OpenConnect (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openpages">OpenPages (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openspan">OpenSpan (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opentext">OpenText (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openworld">OpenWorld (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opera-solutions">Opera Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-data-platforms">operational data platforms (39)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence (180)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-management">Operational Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance (696)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM) (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-planning">Operational Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations">Operations (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations-supply-chain">Operations & Supply Chain (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle">Oracle (78)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-cloud">Oracle Cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-fusion-hcm">Oracle Fusion HCM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orcaeyes">OrcaEyes (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orchestration">Orchestration (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-management">Order Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-to-cash">Order-to-Cash (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overall-operational-leadership">Overall Operational Leadership (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oversight-systems">Oversight Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overtone">Overtone (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paas">PaaS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/panopticon">Panopticon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paraccel">Paraccel (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pardot">Pardot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-experience">Partner Experience (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-management">partner management (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/patersons">Patersons (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paxata">Paxata (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-equity">Pay Equity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-for-performance">Pay for Performance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-management">Payroll Management (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-optimization">Payroll Optimization (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pdi">PDI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pentaho">Pentaho (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-analytics">People Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-cloud">People Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplefluent">Peoplefluent (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplesoft">PeopleSoft (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance">Performance (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-analytics">Performance Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-management">Performance Management (89)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/perillon">Perillon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/personalization">Personalization (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pervasive">Pervasive (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim">PIM (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim-product-information-management-sales-marketing">PIM, Product Information Management, Sales, Market (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pipkins">Pipkins (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pitney-bowes">Pitney Bowes (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotal-hd">Pivotal HD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotlink">PivotLink (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planmill">PlanMill (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planning">Planning (88)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planview">Planview (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plateau">Plateau (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platfora">Platfora (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platform-as-a-service">Platform as a service (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/playbook">Playbook (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plex">Plex (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plunk">Plunk (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portfolio-management">Portfolio Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portrait-software">Portrait Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/potus-department-of-labor-flsa-part-541-overtime-r">POTUS, Department of Labor, FLSA, Part 541, Overti (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/powercenter">PowerCenter (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pre-hire-assessment">Pre-Hire Assessment (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive">Predictive (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-analytics">Predictive Analytics (203)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-hcm">Predictive HCM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-planning">Predictive Planning (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predixion">Predixion (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management (70)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-optimization">Price Optimization (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-and-promotion-management">Pricing and Promotion Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-management">pricing management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pro">PRO (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-management">process management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-mining">Process Mining (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procure-to-pay">Procure-to-Pay (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procurement">procurement (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-experience-management">product experience management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-information-management">Product Information Management (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services">Professional Services (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services-automation">Professional Services Automation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profit-velocity">Profit Velocity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability">Profitability (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability-management">profitability management (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-management">Project Management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-planning">Project Planning (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-portfolio-management">Project Portfolio Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projecthelp">ProjectHelp (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projectops">ProjectOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projector">Projector (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/promptbook">Promptbook (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/property-technology">Property Technology (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros">PROS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros-pricing">PROS Pricing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/psa">PSA (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/publishing">Publishing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing">purchasing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pv-accelerator">PV Accelerator (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pxm">PXM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/q-day">Q-Day (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qad">QAD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik">Qlik (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qlik-sense">Qlik Qlik Sense (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qonnections">Qlik Qonnections (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-analytics-qlik-sense-qlik-business-intelligen">Qlik, Analytics, Qlik Sense, Qlik, Business intell (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qliktech">Qliktech (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlikview">QlikView (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qualtrics">Qualtrics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quantrix">Quantrix (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quantum-computing">Quantum Computing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quinterian">Quinterian (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quotas">Quotas (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qvidian">Qvidian (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/r">R (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ransomware">Ransomware (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapide">Rapide (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapidminer">Rapidminer (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rdbms">RDBMS (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-estate">real estate (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-time">Real-time (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reconciliation">Reconciliation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recovery">Recovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recruiting">Recruiting (41)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recurring-revenue">Recurring Revenue (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/report">report (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting">Reporting (78)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting-xbrl-ixbrl-document-management">Reporting, XBRL, iXBRL, document management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/research">Research (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/resilience">Resilience (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/responsetek">ResponseTek (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/retail-analytics">Retail Analytics (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue">Revenue (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-and-lease-accounting">revenue and lease accounting (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-management">Revenue Management (33)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance">Revenue Performance (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance-management">Revenue Performance Management (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-recognition">revenue recognition (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-lease-and-tax-accounting">Revenue, Lease and Tax Accounting (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution">Revolution (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution-analtyics">Revolution Analtyics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rightnow">RightNow (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rim">RIM (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk">Risk (37)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-compliance-grc">Risk & Compliance (GRC) (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-analytics">Risk Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/riversand">Riversand (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roambi">Roambi (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-automation">robotic automation (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-finance">robotic finance (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-process-automation">Robotic Process Automation (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roi">ROI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rpa">RPA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rypple">Rypple (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sop">S&OP (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saas">SaaS (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sab-miller">SAB Miller (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saba">Saba (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage">Sage (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage-software">Sage Software (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales">Sales (169)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-cloud">Sales Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-coaching">Sales Coaching (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-commission">Sales Commission (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-compensation">Sales Compensation (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-effectiveness">Sales Effectiveness (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement">sales enablement (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement-and-execution">Sales Enablement and Execution (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-engagement">Sales Engagement (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-force-automation">Sales Force Automation (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-forecasting">Sales Forecasting (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-operations">Sales Operations (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance (446)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management">Sales Performance Management (77)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM) (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning">Sales Planning (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning-and-analytics">Sales Planning and Analytics (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-tax">Sales Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-marketing-sales-performance-management-marke">Sales, Marketing, Sales Performance Management, Ma (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-sfa-spm-sales-performance-management-sales-c">Sales, SFA, SPM, Sales Performance Management, Sal (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salescloud">SalesCloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salesforce-com">Salesforce.com (58)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap">SAP (76)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-epm">SAP EPM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-hana">SAP HANA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-insider">SAP insider (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-lumira">SAP Lumira (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-netweaver">SAP NetWeaver (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-predictive-analytics">SAP predictive analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-teched">SAP TechEd (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sapphire">SAPPHIRE (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sarbanes-oxley">Sarbanes Oxley (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas">SAS (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas-institute">SAS institute (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sasb">SASB (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sase">SASE (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/savi">Savi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm">SCM (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm-demand-planning">SCM Demand Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scout-rfp">Scout RFP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scribe-software">Scribe Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/search">Search (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec">SEC (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec-software">SEC Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secfinops">SecFinOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secops">SecOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security">Security (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security-posture">Security Posture (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sedar">SEDAR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/self-service">Self-service (41)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/semantic-model">semantic model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-supply-chain">Service & Supply Chain (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-cloud">Service Cloud (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/servigistics">Servigistics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfa">SFA (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfdc">SFDC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sharepoint">SharePoint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/shoretel">ShoreTel (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/siemens-enterprise-communications">Siemens Enterprise Communications (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/signal-demand">Signal Demand (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/silverpop">SilverPop (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/simba">Simba (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-financial-close">Smart Financial Close (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-manufacturing">Smart Manufacturing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-phones">Smart Phones (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-watches">Smart Watches (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-analytics">Smarter Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-workforce">Smarter Workforce (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smb">SMB (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snaplogic">SnapLogic (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snowfly">Snowfly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soa">SOA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soc">SOC (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social">Social (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-business">Social Business (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-collaboration">Social Collaboration (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-crm">Social CRM (128)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-dynamx">Social Dynamx (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media">Social Media (365)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-analytics">Social Media Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-intelligence">Social Media Intelligence (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-recognition">Social Recognition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/socialtext">SocialText (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sococare">SoCoCare (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/softscape">Softscape (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software">Software (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software-as-a-service">Software as a Service (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sourcing">sourcing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sovereign-cloud">Sovereign Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sox">SOX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spago-solutions">Spago Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spatial-data-quality">Spatial Data Quality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/speech-analytics">Speech Analytics (177)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/splunk">Splunk (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spm">SPM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spotfire">Spotfire (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spreadsheets">Spreadsheets (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spss">SPSS (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sql-h">SQL-H (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sqlstream">SQLstream (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/star-analytics">Star Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/statistics">Statistics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stibo-systems">Stibo Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stratahadoop">Strata+Hadoop (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-analytics">Streaming Analytics (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data">Streaming Data (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data-events">Streaming Data & Events (32)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscriber-experience">Subscriber Experience (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-billing">Subscription Billing (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-management">Subscription Management (68)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-recurring-revenue-zuora">Subscription, Recurring Revenue, Zuora (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/successfactors">SuccessFactors (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumo-logic">Sumo Logic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal">SumTotal (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal-systems">SumTotal Systems (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sungard">Sungard (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sunsystems">Sunsystems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supplier-relationship-management">supplier relationship management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain">Supply Chain (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-management">supply chain management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance (253)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-planning">Supply Chain Planning (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surface">Surface (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surveys">Surveys (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability">Sustainability (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-and-esg">Sustainability and ESG (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-management">Sustainability Management (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/swordciboodle">SwordCiboodle (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase">Sybase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-iq">Sybase IQ (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-mobile-industry">Sybase. Mobile Industry (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/syncsort">Syncsort (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/synygy">Synygy (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau">Tableau (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau-software">Tableau Software (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tablets">Tablets (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tagetik">Tagetik (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talemetry">Talemetry (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talend">Talend (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-acquisition">Talent Acquisition (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-generation">Talent Generation (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-management">Talent Management (134)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/taleo">Taleo (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talx">TALX (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tamr">Tamr (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tanner-labs">Tanner Labs (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax">Tax (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-compliance">tax compliance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-department">tax department (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-planning">tax planning (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-software">Tax Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-datawarehouse">Tax-Datawarehouse (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-tax-provision-transfer-pricing">tax; tax provision; transfer pricing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tcm">TCM (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology">Technology (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation">Technology Innovation (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation-award">Technology Innovation Award (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-spending">Technology Spending (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-vendors">Technology Vendors (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/telephony">Telephony (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata">Teradata (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata-aster">Teradata Aster (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/text-analytics">Text Analytics (182)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tez">Tez (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/thomson-reuters-multinational">Thomson-Reuters multinational (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-landscape">Threat Landscape (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-management">Threat Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tibco">Tibco (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tidemark">Tidemark (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/time-attendance">Time & Attendance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm">TM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm1">TM1 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/topic">Topic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-compensation-management">Total Compensation Management (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-rewards-management">total rewards management (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson">Towers Watson (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson-talent-management">Towers Watson Talent Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/training">Training (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transcom">Transcom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transera">Transera (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/treasury">Treasury (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tribehr">TribeHR (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/trifacta">Trifacta (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/twitter">Twitter (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ucaas">UCaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uda">UDA (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ui">UI (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ukg">UKG (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate">Ultimate (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate-software">Ultimate Software (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unanet-technologies">Unanet Technologies (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uncategorized">Uncategorized (103)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unica">Unica (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unicorns">Unicorns (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unified-communications">Unified Communications (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unit4">Unit4 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/upstream-works">Upstream Works (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap">US-GAAP (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap-accounting">US-GAAP accounting (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/usability">Usability (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/use-cases">Use Cases (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ux">UX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-index">Value Index (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-added-tax">Value-Added Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vantage-platform">Vantage platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/varicent">Varicent (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vat">VAT (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo">Vendavo (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo-price-pricing-optimization-revenue-custome">Vendavo, price, pricing, optimization, revenue, cu (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendor-management-systems">Vendor Management Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendors">Vendor(s) (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verint">Verint (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verizon">Verizon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertex">Vertex (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertical-solutions">Vertical Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vibe">Vibe (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-audit">virtual audit (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-close">virtual close (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visi">Visi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vistaar-technologies">Vistaar Technologies (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visual-insight">Visual Insight (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visualization">Visualization (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vitria">Vitria (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vivisimo">Vivisimo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vmware">VMWare (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom">Vocalcom (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom-and-zeacom">Vocalcom and Zeacom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-analytics">Voice Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-automation">voice automation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer (260)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer-interactive-intelligence">Voice of the Customer Interactive Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/volly">Volly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vovici">Vovici (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vpi">VPI (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wall-street-journal">Wall Street Journal (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wan">WAN (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/warehouse-management">warehouse management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/watson">Watson (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wearable-computing">Wearable Computing (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/webon">Webon (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wellness">Wellness (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wfm">WFM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-and-resource-management">Work and Resource Management (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-experience-management">work experience management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-management">Work Management (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday">Workday (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday-collaboration">Workday Collaboration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-analytics">Workforce Analytics (57)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-force-optimization">Workforce Force Optimization (44)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-management">Workforce Management (170)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-optimization">Workforce Optimization (29)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance (387)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance-management">Workforce Performance Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-planning">Workforce Planning (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-solutions">Workforce Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/working-capital">Working Capital (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workplace">Workplace (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xactly">Xactly (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xbrl">XBRL (29)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xml">XML (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/yellowfin">Yellowfin (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zao">Zao (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zeacom">Zeacom (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zilliant">Zilliant (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zoomdata">Zoomdata (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zuora">Zuora (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zyme-solutions">Zyme Solutions (3)</a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> <h3 style="color: var(--light_blue);padding-top:40px;">Analyst Perspectives Archive</h3> <a class="btn-secondary" href="https://blog.isg-research.net/all">See All</a>   </div> </div> </div> <div id="hs_cos_wrapper_Footer" 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"> <footer class="tf-footer Footer tf-footer-04 bg-dark tf-padding-half ventana-footer text-white Footer" id="ventana-footer"> <div class="tf-footer-nav" style="position: relative;z-index: 999;"> <div class="container"> <div class="row"> <div class="col-lg-4 col-12"> <div class="footer-logo text-"> <div class="footer__logo"> <a href="//www.isg-research.net" id="hs-link-Footer_" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div> </div> </div> </div> <div class="col-md-8"> <div class="row"> <div class="col-md-2"> </div> <div class="col"> <h5 class="footer-heading">Company</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="102436937819" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" role="menuitem">Now Part of ISG</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://isg-one.com/who-we-are" role="menuitem">About ISG</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/about/client_experience" role="menuitem">Our eXperience</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/about/teams" role="menuitem">Our Team</a></li> </ul> </div> </div> </div> <div class="col"> <h5 class="footer-heading">Resources</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="93614635876" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://summit.isg-research.net" role="menuitem">Digital Summit</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/events" role="menuitem">Events & Webinars</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/media" role="menuitem">Media Kit</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/press-release" role="menuitem">Press Releases</a></li> </ul> </div> </div> </div> <div class="col"> <h5 class="footer-heading">Helpful Links</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="178197311655" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/join-our-community" role="menuitem">Join Our Community</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/profile" role="menuitem">Update Your Profile</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://ventanaresearch.filecloudonline.com/ui/core/index.html#/" role="menuitem" target="_blank" rel="noopener">Link to FileCloud</a></li> </ul> </div> </div> </div> </div> </div> </div> </div> </div> <div class="footer-logo-socials" style="; position: relative;z-index: 999;"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="row footer-row"> <div class="col-md-6 footer-copyright text-white " style="text-align:left;"> ©2025 ISG.  <a href="/copyright" style="color: #ffffff;">All Rights Reserved</a> | <a href="https://www.isg-research.net/en/privacy" style="color: #ffffff;" rel="noopener" target="_blank">Privacy Statement</a>  </div> <div class="col-md-6" style="text-align:right;"> <ul class="social"> <li><a class="no-decoration" target="_blank" href="https://web.facebook.com/ventanaresearch/?_rdc=1&_rdr"></a></li> <li><a class="no-decoration" target="_blank" href="https://twitter.com/ventanaresearch"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.linkedin.com/company/ventana-research"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.youtube.com/c/Ventanaresearch"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.instagram.com/ventana_research/"></a></li> </ul> </div> </div> </div> </div> </div> </div> <a href="javascript:" id="return-to-top"> </a> </footer> </div>  <script defer src="/hs/hsstatic/content-cwv-embed/static-1.1293/embed.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en-us'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "IBM Watson Advances a New Category of Cognitive Computing", "mainEntityOfPage": "https://blog.isg-research.net/2012/12/11/ibm-watson-advances-a-new-category-of-cognitive-computing", "datePublished": "11/12/2012", "dateModified": "11/12/2012", "articleBody": "IBM Watson blends existing and innovative technology into a new approach called cognitive computing. At the simplest operational level it is technology for asking natural language-based questions, getting answers and support appropriate action to be taken or provide information to make more informed decisions. The technology relies on massive processing power to yield probabilistic responses to user questions using sophisticated analytical algorithms. A cognitive system like Watson accesses structured and unstructured information within an associated knowledge base to return responses that are not simply data but contextualized information that can inform users’ actions and guide their decisions. This is a gigantic leap beyond human decision-making using experience based on random sources from the industry and internal sets of reports and data. This innovative new approach to computing is designed to aid humans by working with natural language – English in the case of today’s Watson. This approach earned Watson the 2012 Technology Innovation Award in the category of Overall Operational Innovation. For those of you who are not used to the word cognitive, the foundation of cognition is the sum of all the thinking processes that contribute to gaining knowledge for problem-solving. In computational systems these processes are modeled using hardware and software; machine-based cognition thus is a step toward imbuing an artificial system with attributes we typically consider human: the abilities to think and learn. Watson builds on a foundation of evidence from preexisting decisions and knowledge sources that it can load for reference in future inquiries. The evidence-based reasoning that Watson employs to answer question is part of the big deal in its approach. Watson supports three types of engagement – ask, discover and decide – that take natural language questions, find facts to support a decision process, then gets probabilistic guidance on decisions. This goes beyond search and retrieval technology; machine learning and processing of questions using very large volumes of data, commonly referred to as big data, is the foundation on which Watson as a cognitive system operates. Most important is the continuous learning method and what I would call adaptive intelligence. While machine learning and pattern-based analytics are part of the cognitive system, the ability to process big data efficiently to provide a probabilistic set of recommendations is just the kind of innovation many industries need. IBM has focused much of its work on Watson on healthcare, with potential life-saving implications in an environment where doctors must make crucial decisions in the midst of pressure from the complexity, costs, overload of information and policies. Watson can ingest large volumes of information from reports and documents that can accelerate its learning processes to support a range of healthcare needs. Watson can be used in three areas in healthcare: teaching, practice and payment. IBM works with Wellpoint to support doctors in making decisions, and also eliminating waste or misapplied treatments that insurance providers have to cover. Watson is being used today to determine where improvements can be made in cancer treatment. IBM has targeted specific Watson solutions to help in the research, diagnosis and treatment, care and utilization aspects of battling cancer. IBM has a huge opportunity to bring innovation to business through the use of Watson, and has been experimenting with a number of deployments to test its potential. Innovative technology is a priority today for business improvement initiatives (60%) and to improve the quality of business processes (57%) – the top two factors driving technology selection according to our business technology innovation benchmark research. IBM has been working with organizations in healthcare and financial services, but believes Watson could be useful in just about every industry that must have what I call better situation intelligence that must accommodate current conditions and preexisting information to determine the best answer. While IBM will not be the only supplier of cognitive systems, it is pretty much the sole supplier of one that can be purchased and adapted to a business today. IBM is still working to improve the methods by which its cognitive system operates, as well as the interface with which it delivers answers. As IBM moves forward, it will be challenged to create attractive packages and prices for Watson and its computing technology (i.e. hardware, memory, storage and processing potential), as this new approach is not something that organizations have experienced before. Despite this challenge, IBM Watson represents a step forward that the IT and technology industry does not see very often. After my assessment of IBM Watson at the IBM Analyst Insights (Twitter: @AnalystInsights) where I got to have an in depth discussion with the leaders of IBM Watson provided more insight to what is possible with the technology and path for its investments into its cognitive system. I would recommend that organizations take a look at the future of business technology computing that will be able to make a significant impact on the operations of any organization. Regards, Mark Smith CEO & Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_techaward_winner_logo-3.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Quill Brings a Narrative of Insights to Business Analytics", "mainEntityOfPage": "https://blog.isg-research.net/2012/11/20/quill-brings-a-narrative-of-insights-to-business-analytics", "datePublished": "20/11/2012", "dateModified": "20/11/2012", "articleBody": "Business analytics has become the highest ranked technology innovation, according to our benchmark research on business technology innovation, but a lack of trained resources and inefficient technology have hampered the best of organizations when they attempt to roll out analytics. Our benchmark research on business analytics in 2012 found that the majority of analysts in organizations spend more of their time on data-related activities than on analytic tasks, and our 2013 research on business technology innovation finds little improvement. At the same time, organizations are dissatisfied with trying to gain insight from dashboards of charts; see “The Pathetic State of Dashboards”. The worst thing wrong with business analytics today is that we are not able to read them quickly to determine what is relevant and what insights might demand action. A company called Narrative Science aims to change that with new technology that can analyze data to create human-readable narratives in text form. Just like reading the cover page of the Wall Street Journal with text and a supporting chart, Narrative Science has developed the software to create these narratives from the data. The platform, called Quill, provides consistent form and depth in the text that is originated from the data and analytics that could be sourced from reports, spreadsheets, data files or databases. Using an expert systems approach, Narrative Science identifies data and facts, determines and prioritizes relevant elements and places them in a text structure. This approach changes the paradigm in how analytics are consumed by business management and managers. I recently visited the company’s Chicago headquarters to get some perspective on the origins and advancements of its technology. I found a team very focused on how to use data and analytic processing techniques to present the right depth of information – that which can be read easily yet offer meaningful insights. Operating beyond the traditional business intelligence software market and approaching the needs of people from what they should be able to read has provided Narrative Science a fresh approach to what they offer in Quill. I put Narrative Science’s technology to the test by providing the company some data from our latest benchmark research on technology innovation to see how it would work against a semistructured set of data and analytics. It created an intelligent narrative on a specific question that let me read and understand what was in the research. I included this episode in my keynote presentation at our recent Business Technology Innovation Summit to indicate how technology is advancing business analytics in ways beyond just the power of big data or the depth of analytic processing. This example is just one of hundreds of scenarios that Narrative Science could address with their software. Narrative Science’s largest business challenge is prioritizing where to focus its efforts. It has a large market opportunity, and the company needs to grow its foundation of business processes to support a range of customers. It will likely require further capitalization for expansion, since the technology can be used in so many areas of focus. From an analytic process perspective, intelligent discovery using data to determine correlation and causation is no easy feat, let alone determining how to create the proper form of text output that can be read in a logical narrative and paragraph form. Narrative Science will need to provide the right level of controls with Quill to ensure that the software can handle large numbers of users and large volumes of data while generating meaningful documents that can created, distributed and read. Technically the product is easy to use but ensuring that it can make easily accessible the information from an on-demand or delivery perspective is critical for its future. Business professionals should also be able to train it on templates that describe the data and utilize cloud computing to handle the processing needed and make the results available on smartphones and tablets. Despite these challenges which can be overcome, the company seems poised for growth. Customers can use its technology to make their workforce smarter at using analytics and data. Ventana Research was so impressed with Quill that we awarded Narrative Science our 2012 Technology Innovation Award for Business Analytics. The technology addresses the usability challenge in business analytics, which our research found to be the highest in importance for organizations selecting analytics technology. Of course the technology does presume that people must be able to read, but that should be an easier skill to find than the ability to eyeball pie charts and bar charts to tease out any issues in the visualizations, or trying to find the facts that matter the most. It is not often that we see significant advancements in technology for business, but with Quill, Narrative Science has the potential to change the way organizations use and consume business analytics as information. It also could make sense of big data by bringing to the surface useful information. I look forward to seeing how Narrative Science makes Quill more easily available to digest the many existing data streams in organizations and transition today’s fixation with charts and dashboards to a narrative of insights. Regards, Mark Smith CEO & Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities3-4.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The Pathetic State of Dashboards", "mainEntityOfPage": "https://blog.isg-research.net/2012/08/22/the-pathetic-state-of-dashboards", "datePublished": "22/08/2012", "dateModified": "22/08/2012", "articleBody": "Over the last several months, my colleague VP and Research Director Tony Cosentino and I have been assessing vendors and products in the business intelligence market as part of our upcoming Value Index. Tony recently wrote about the swirling world of business analytics, covering many of the dynamics of this industry. He and I have been reviewing the breadth and depth of over 15 of these vendors using our Value Index methodology, which examines the products closely in terms of usability, adaptability, reliability, capability and manageability. As we have gone through this analysis, we see the dashboard as the most common tool for displaying business intelligence. The early forms of dashboards appeared in the 1980s, but in my honest evaluation, today’s dashboards have not gotten much more intelligent in all those years. The graphics have gotten better, and we can interact with charts in what is commonly called visual discovery so you can drill into and page through data to change its presentation. So some progress has been made, but the basic presentation of a number of charts on the screen has not improved significantly and worse yet neither has the usefulness of the charts. Let’s face it: It’s a big mistake to place several bar and pie charts on a screen side by side and assume that business viewers will know what they mean and what is important in them. We cannot assume that individuals in an audience have the ability to interpret charts and draw the right conclusions from them; just being pretty or interactive will not communicate the desired message. The lack of adoption of business intelligence that includes dashboards is notorious in this industry, and so are the billions of dollars that companies have spent on BI products in the last decade. It is not helpful to make a big statement that the technology has failed; we should look for reasons that have held it back. Here we might start by questioning whether the tools present the right information in a useful form for business people or if organizations have properly configured what tools they have purchased. If the goal is to inform them through dashboards, then maybe we need to make it explicit what the dashboard or collection of charts actually mean. Typically, this means describing in words the issues or priorities that need to be examined further. A little discipline in populating the dashboard could help, such as presenting only the charts that clearly point out issues that need attention and determining which ones to use by applying analytics. If we ask why Microsoft PowerPoint is so popular as a business intelligence tool, we probably would find that the answer is the descriptive text boxes that accompany charts, providing summary sentences or emphasizing specific bullets in a list on the slide. While many people do not like the static nature of Microsoft Excel based charts in presentations or PDF versions of them, they do through human intervention with annotation and commentary provide better explanation of the charts than dashboards are doing today. If we expect our organizations to move beyond personal productivity tools and work in a collaborative enterprise environment with dashboards, we better understand how business intelligence should adapt to the way people work and operate not the other way around. In this case it may not be true that, as the old saying goes, one picture is worth a thousand words but a hundred or so hundred words explaining the relevance of the chart could really help. Many technology vendors believe they need to provide better context in their dashboards, so they try to align the charts to the geographic area of focus, or to the product line of responsibility or to management key performance indicators to make them more usable. Providing better role-based dashboards that are generated based on the individual’s level of responsibility and the business context is a good first step, though most business intelligence vendors do not provide this level of support. But just presenting charts tuned to the context of the individual’s role that may or may not require action is not enough. We need to prioritize the information and make it like the news, with headlines and stories that people can read to determine if they need to make decisions or take action. Whether you are reading the physical or the digital version of The Wall Street Journal or USA Today, newspapers have survived over the centuries as the main source of what humans read in formats they can comprehend. When is the last time you saw a dashboard that communicated the story of its charts and explained the analytics? Well, once upon a time analytics and logic were applied to generate stories, in the early 1990s in a product called IRI CoverStory using automated analytic models. Then it was classified as an expert system that programmatically would create English sentences based on the interpretation of the analytics in a memo that the system created. I would even be happy if we had titles and sub-titles to the charts that were dynamically created and represented something to guide an individual to what the purpose of the chart is to represent. Many of the current business intelligence technologies do not even allow for a free form text box that can be placed besides a chart which is really sad as this is one of the most basic methods used in business today. It would be great if dashboards could make these steps forward and make it easier to understand what is presented, but 20 years later, they have not. Another thing dashboards need to do is help individuals take action based on the information they receive. My colleague Robert Kugel has written about action-oriented information technology frameworks and how they can help increase the productivity and effectiveness of our workers. To date, most developments of the notion of an action-enabled dashboard have focused on data discovery and supporting root-cause analysis; that can’t match the familiar people type actions that happen in our organization – collaboration through dialogue to address issues and opportunities. Some of my industry colleagues have written books on dashboards to capitalize on the hype surrounding the topic. It’s about time for a set of books about the death of the dashboard or moving beyond dashboards; the current designs are not advancing the ability to take appropriate action on the information presented or provide the right level of guidance using analytics. We are entering the next wave of discussion on visual discovery, but so far much of this focus is just about using visualization on greater volumes and velocity of data, not making it more useful for the general population of business users. If we want to learn from the disappointing decades of business intelligence deployments, then we should find out what our business users really need to take action and make decisions on the information; delivering prettier charts won’t help. Until then, we are just perpetuating the past, and we know it has not had the best track record in advancing usefulness and adoption of business intelligence and dashboards. I will follow up on this rant of the state of dashboards by writing about the lack of improvement in the types of metrics and indicators as they relate to overall business analytics, which are another source of the problems that underlie our current methods of delivering and providing access to analytics through business intelligence. We all can do a much better job in meeting the needs of business and truly advancing the usefulness of technology that still holds promise for significantly impacting organizations’ effectiveness. Regards, Mark Smith CEO & Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script>  <script data-hs-allowed="true" src="/_hcms/forms/v2.js"></script> <script data-hs-allowed="true"> var options = { portalId: '2035844', formId: 'fa276fc9-9a16-4673-a644-1fcbedcc3c24', formInstanceId: '6653', pageId: '3884418273', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "3cf6b97ad335814d28f03b991dce6a77", css: '', target: '#hs_form_target_module_1552944263900179', contentType: "listing-page", formsBaseUrl: '/_hcms/forms/', formData: { cssClass: 'hs-form stacked hs-custom-form' } }; options.getExtraMetaDataBeforeSubmit = function() { var metadata = {}; if (hbspt.targetedContentMetadata) { var count = hbspt.targetedContentMetadata.length; var targetedContentData = []; for (var i = 0; i < count; i++) { var tc = hbspt.targetedContentMetadata[i]; if ( tc.length !== 3) { continue; } targetedContentData.push({ definitionId: tc[0], criterionId: tc[1], smartTypeId: tc[2] }); } metadata["targetedContentMetadata"] = JSON.stringify(targetedContentData); } return metadata; }; hbspt.forms.create(options); </script> <script src="/hs/hsstatic/AsyncSupport/static-1.122/js/post_listing_asset.js"></script> <script> function hsOnReadyPopulateListingFeed_1078391896_1738068080810() { var options = { 'id': "1078391896-1738068080810", 'listing_url': "/_hcms/postlisting?blogId=3884418273&maxLinks=5&listingType=recent&orderByViews=false&hs-expires=1769604080&hs-version=2&hs-signature=AJ2IBuEyOVOUJUhlQ7-ovdkZJT7gE6enVQ", 'include_featured_image': false }; window.hsPopulateListingFeed(options); } if (document.readyState === "complete" || (document.readyState !== "loading" && !document.documentElement.doScroll) ) { hsOnReadyPopulateListingFeed_1078391896_1738068080810(); } else { document.addEventListener("DOMContentLoaded", hsOnReadyPopulateListingFeed_1078391896_1738068080810); } </script> <script src="https://7052064.fs1.hubspotusercontent-na1.net/hubfs/7052064/hub_generated/module_assets/1/2712622/1738022624508/module_Site_Search_Input.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90532869484/1702386871824/module_90532869484_Footer.min.js"></script> <script src="/hs/hsstatic/keyboard-accessible-menu-flyouts/static-1.17/bundles/project.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90530878259/1725882479801/Ventana_Research_2023/js/head.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531223305/1725882478811/Ventana_Research_2023/js/mmenu.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531202050/1725882474876/Ventana_Research_2023/js/animation.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532297820/1725882487865/Ventana_Research_2023/js/slick.min.js"></script>  <script type="text/javascript"> var _hsq = _hsq || []; _hsq.push(["setContentType", "listing-page"]); _hsq.push(["setCanonicalUrl", "https:\/\/blog.isg-research.net\/topic\/expert-systems"]); _hsq.push(["setPageId", "97459566962"]); _hsq.push(["setContentMetadata", { "contentPageId": 97459566962, "legacyPageId": "97459566962", "contentFolderId": null, "contentGroupId": 3884418273, "abTestId": null, "languageVariantId": 97459566962, "languageCode": "en-us", }]); </script> <script type="text/javascript" id="hs-script-loader" async defer src="/hs/scriptloader/2035844.js"></script>  <script type="text/javascript"> var hsVars = { render_id: "de51484f-805f-4c36-8479-3a5883a28fc0", ticks: 1738068080453, page_id: 97459566962, content_group_id: 3884418273, portal_id: 2035844, app_hs_base_url: "https://app.hubspot.com", cp_hs_base_url: "https://cp.hubspot.com", language: "en-us", analytics_page_type: "listing-page", scp_content_type: "", analytics_page_id: "97459566962", category_id: 7, folder_id: 0, is_hubspot_user: false } </script> <script defer src="/hs/hsstatic/HubspotToolsMenu/static-1.393/js/index.js"></script> <script type="text/javascript" src="https://blog.isg-research.net/hubfs/Website_Files/Javascript/wow.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/4329635374/1682170509237/Coded_files/Custom/page/Ventana_Research_Sept_2016-theme/Ventana_Research_Sept_2016-main.min.js" type="text/javascript"></script> <script type="text/javascript"> _linkedin_partner_id = "331692"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script> <script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://dc.ads.linkedin.com/collect/?pid=331692&fmt=gif"> </noscript> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532869483/1725882478250/Ventana_Research_2023/js/interaction.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531333376/1725882483915/Ventana_Research_2023/js/lazysizes-min.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90530878259/1725882479801/Ventana_Research_2023/js/head.min.js"></script>  <script> document.addEventListener("DOMContentLoaded", function() { var lazyBackgrounds = [].slice.call(document.querySelectorAll(".lazy-background")); if ("IntersectionObserver" in window && "IntersectionObserverEntry" in window && "intersectionRatio" in window.IntersectionObserverEntry.prototype) { let lazyBackgroundObserver = new IntersectionObserver(function(entries, observer) { entries.forEach(function(entry) { if (entry.isIntersecting) { entry.target.classList.add("visible"); lazyBackgroundObserver.unobserve(entry.target); } }); }); lazyBackgrounds.forEach(function(lazyBackground) { lazyBackgroundObserver.observe(lazyBackground); }); } }); </script>  <script> /*! loadCSS. [c]2017 Filament Group, Inc. MIT License */ !function(a){"use strict";var b=function(b,c,d){function j(a){if(e.body)return a();setTimeout(function(){j(a)})}function l(){f.addEventListener&&f.removeEventListener("load",l),f.media=d||"all"}var g,e=a.document,f=e.createElement("link");if(c)g=c;else{var h=(e.body||e.getElementsByTagName("head")[0]).childNodes;g=h[h.length-1]}var i=e.styleSheets;f.rel="stylesheet",f.href=b,f.media="only x",j(function(){g.parentNode.insertBefore(f,c?g:g.nextSibling)});var k=function(a){for(var b=f.href,c=i.length;c--;)if(i[c].href===b)return a();setTimeout(function(){k(a)})};return f.addEventListener&&f.addEventListener("load",l),f.onloadcssdefined=k,k(l),f};"undefined"!=typeof exports?exports.loadCSS=b:a.loadCSS=b}("undefined"!=typeof global?global:this); /*! loadCSS rel=preload polyfill. [c]2017 Filament Group, Inc. MIT License */ !function(a){if(a.loadCSS){var b=loadCSS.relpreload={};if(b.support=function(){try{return a.document.createElement("link").relList.supports("preload")}catch(a){return!1}},b.poly=function(){for(var b=a.document.getElementsByTagName("link"),c=0;c<b.length;c++){var d=b[c];"preload"===d.rel&&"style"===d.getAttribute("as")&&(a.loadCSS(d.href,d,d.getAttribute("media")),d.rel=null)}},!b.support()){b.poly();var c=a.setInterval(b.poly,300);a.addEventListener&&a.addEventListener("load",function(){b.poly(),a.clearInterval(c)}),a.attachEvent&&a.attachEvent("onload",function(){a.clearInterval(c)})}}}(this); </script> </body></html>

CINXE.COM

ISG Software Research Analyst Perspectives | Expert Systems