ISG Software Research Analyst Perspectives

<!doctype html><html lang="en"><head> <meta charset="utf-8"> <title>ISG Software Research Analyst Perspectives | Lumira</title> <meta name="description" content="Lumira | 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="Lumira | 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 | Lumira"> <meta name="twitter:description" content="Lumira | 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 | Lumira"> <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://cdn2.hubspot.net/hub/-1/hub_generated/module_assets/-2712622/1732054504504/module_-2712622_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="ventanaresearch">  <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/lumira"> <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 class="top_cta_outer">  <a class="btn btn-primary" href="https://www.isg-research.net/join-our-community">Join Our Community</a> </div> <ul role="menu">  <li><a href="https://client.isg-research.net/_hcms/mem/login">Login</a></li> <li><a href="https://www.isg-research.net/search"> <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"></path> </svg> Search</a></li> </ul>   </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://summit.isg-research.net" class="minimal-menu-link">Digital Summit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events" 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-has-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<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/vendors/analyst_relations" class="minimal-menu-link">Analyst Relations</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/demand_generation" class="minimal-menu-link">Demand Generation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/product-marketing" class="minimal-menu-link">Product Marketing</a> </li> </ul> </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://summit.isg-research.net" class="minimal-menu-link">Digital Summit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events" 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-has-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<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/vendors/analyst_relations" class="minimal-menu-link">Analyst Relations</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/demand_generation" class="minimal-menu-link">Demand Generation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/product-marketing" class="minimal-menu-link">Product Marketing</a> </li> </ul> </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://summit.isg-research.net" class="minimal-mobile-menu-link">Ventana Research Digital Summit</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" class="minimal-mobile-menu-link">Ventana Research is Now Part of ISG</a> </li> <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" 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-has-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> <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/about/teams" class="minimal-mobile-menu-link">Leadership 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/teams" class="minimal-mobile-menu-link">Analyst 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/teams" class="minimal-mobile-menu-link">Directors Team</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/about#Services" class="minimal-mobile-menu-link">Our 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/contact" class="minimal-mobile-menu-link">Contact Us</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" 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/contact" class="minimal-mobile-menu-link">Contact Us</a> </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/2014/10/16/qlik-sense-makes-sense-for-qlik">Qlik Sense Makes Sense for Qlik</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/isg-software-research"> ISG Software Research </a> on 16 October 2014 </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_priorities-50.png?width=200&name=vr_bti_br_technology_innovation_priorities-50.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=100&name=vr_bti_br_technology_innovation_priorities-50.png 100w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=200&name=vr_bti_br_technology_innovation_priorities-50.png 200w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=300&name=vr_bti_br_technology_innovation_priorities-50.png 300w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=400&name=vr_bti_br_technology_innovation_priorities-50.png 400w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=500&name=vr_bti_br_technology_innovation_priorities-50.png 500w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png?width=600&name=vr_bti_br_technology_innovation_priorities-50.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> Qlik was an early pioneer in developing a substantial market for a visual discovery tool that enables end users to easily access and manipulate analytics and data. Its QlikView application uses an associative experience that takes  an in-memory, correlation-based approach to present a simpler design and user experience for analytics than previous tools. Driven by sales of QlikView, the company’s revenue has grown to more than $.5 billion, and originating in Sweden it has a global presence. </div> <a href="https://blog.isg-research.net/2014/10/16/qlik-sense-makes-sense-for-qlik"> 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/data-visualization">Data Visualization</a>, <a href="https://blog.isg-research.net/topic/qlikview">QlikView</a>, <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/tableau">Tableau</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-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/information-applications">Information Applications</a>, <a href="https://blog.isg-research.net/topic/data-discovery">Data Discovery</a>, <a href="https://blog.isg-research.net/topic/lumira">Lumira</a>, <a href="https://blog.isg-research.net/topic/qlik">Qlik</a>, <a href="https://blog.isg-research.net/topic/qlik-qlik-sense">Qlik Qlik Sense</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/2014/04/09/sap-supercharges-business-intelligence-with-analytics">SAP Supercharges Business Intelligence with Analytics</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/isg-software-research"> ISG Software Research </a> on 09 April 2014 </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_priorities-56.png?width=200&name=vr_bti_br_technology_innovation_priorities-56.png" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=100&name=vr_bti_br_technology_innovation_priorities-56.png 100w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=200&name=vr_bti_br_technology_innovation_priorities-56.png 200w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=300&name=vr_bti_br_technology_innovation_priorities-56.png 300w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=400&name=vr_bti_br_technology_innovation_priorities-56.png 400w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=500&name=vr_bti_br_technology_innovation_priorities-56.png 500w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png?width=600&name=vr_bti_br_technology_innovation_priorities-56.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> SAP recently presented its analytics and business intelligence roadmap and new innovations to about 1,700 customers and partners using SAP BusinessObjects at its SAP Insider event (#BI2014). SAP has one of the largest presences in business intelligence due to its installed base of SAP BusinessObjects customers. The company intends to defend its current position in the established business intelligence (BI) market while expanding in the areas of databases, discovery analytics and advanced... </div> <a href="https://blog.isg-research.net/2014/04/09/sap-supercharges-business-intelligence-with-analytics"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/predictive-analytics">Predictive Analytics</a>, <a href="https://blog.isg-research.net/topic/sap">SAP</a>, <a href="https://blog.isg-research.net/topic/business-objects">Business Objects</a>, <a href="https://blog.isg-research.net/topic/it-performance">IT 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-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/kxen">KXEN</a>, <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://blog.isg-research.net/topic/hana">HANA</a>, <a href="https://blog.isg-research.net/topic/lumira">Lumira</a>, <a href="https://blog.isg-research.net/topic/sap-insider">SAP insider</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/2024/11">November 2024 (9)</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> <a href="https://blog.isg-research.net/archive/2024/01">January 2024 (18)</a> </li> <li> <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 (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-machine-learning">AI & Machine Learning (1)</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 (955)</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 (8)</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/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/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/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 (95)</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 (10)</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 (437)</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/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 (532)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience-management">Customer Experience Management (55)</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/cxm">CXM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cybersecurity">Cybersecurity (5)</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 (15)</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 (45)</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 (105)</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 (23)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology (292)</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 (47)</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 (150)</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 (29)</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 (37)</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 (308)</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 (4)</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/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 (66)</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 (11)</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 (7)</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 (85)</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 (504)</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 (1)</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 (17)</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/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 (11)</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/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/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 (2)</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 (7)</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 (133)</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 (46)</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 (169)</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-old" role="menuitem">Update Your Profile</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;"> ©2024 ISG.  <a href="/copyright" style="color: #ffffff;">All Rights Reserved</a> | <a href="/privacy" style="color: #ffffff;">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": "Qlik Sense Makes Sense for Qlik", "mainEntityOfPage": "https://blog.isg-research.net/2014/10/16/qlik-sense-makes-sense-for-qlik", "datePublished": "16/10/2014", "dateModified": "16/10/2014", "articleBody": "Qlik was an early pioneer in developing a substantial market for a visual discovery tool that enables end users to easily access and manipulate analytics and data. Its QlikView application uses an associative experience that takes an in-memory, correlation-based approach to present a simpler design and user experience for analytics than previous tools. Driven by sales of QlikView, the company’s revenue has grown to more than $.5 billion, and originating in Sweden it has a global presence. At its annual analyst event in New York the business intelligence and analytics vendor discussed recent product developments, in particular the release of Qlik Sense. It is a drag-and-drop visual analytics tool targeted at business users but scalable enough for enterprise use. Its aim is to give business users a simplified visual analytic experience that takes advantage of modern cloud technologies. Such a user experience is important; our benchmark research into next-generation business intelligence shows that usability is an important buying criterion for nearly two out of three (63%) companies. A couple of months ago, Qlik introduced Qlik Sense for desktop systems, and at the analyst event it announced general availability of the cloud and server editions. According to our research into business technology innovation, analytics is the top initiative for new technology: 39 percent of organizations ranked it their number-one priority. Analytics includes exploratory and confirmatory approaches to analysis. Ventana Research refers to exploratory analytics as analytic discovery and segments it into four categories that my colleague Mark Smith has articulated. Qlik’s products belong in the analytic discovery category. Users can use the tool to investigate data sets in an intuitive and visual manner, often conducting root cause analysis and decision support functions. This software market is relatively young, and competing companies are evolving and redesigning their products to suit changing tastes. Tableau, one of Qlik’s primary competitors, which I wrote about recently, is adapting its current platform to developments in hardware and in-memory processing, focusing on usability and opening up its APIs. Others have recently made their first moves into the market for visual discovery applications, including Information Builders and MicroStrategy. Companies such as Actuate, IBM, SAP, SAS and Tibco are focused on incorporating more advanced analytics in their discovery tools. For buyers, this competitive and fragmented market creates a challenge when comparing offers in the analytic discovery market. A key differentiator is Qlik Sense’s new modern architecture, which is designed for cloud-based deployment and embedding in other applications for specialized use. Its analytic engine plugs into a range of Web services. For instance, the Qlik Sense API enables the analytic engine to call to a data set on the fly and allow the application to manipulate data in the context of a business process. An entire table can be delivered to node.js, which extends the JavaScript API to offer server-side features and enables the Qlik Sense engine to take on an almost unlimited number of real-time connections by not blocking input and output. Previously developers could write PHP script and pipe SQL to get the data, and the resulting application is viable but complex to build and maintain. Now all they need is JavaScript and HTML. The Qlik Sense architecture abstracts the complexity and allows JavaScript developers to make use of complex constructs without intricate knowledge of the database. The new architecture can decouple the Qlik engine from the visualizations themselves, so Web developers can define expressions and dimensions without going into the complexities of the server-side architecture. Furthermore, by decoupling the services, developers gain access to open source visualization technologies such as d3.js. Cloud-based business intelligence and extensible analytics are becoming a hot topic. I have written about this, including a glimpse of our newly announced benchmark research on the next generation of data and analytics in the cloud. From a business user perspective, these types of architectural changes may not mean much, but for developers, OEMs and UX design teams, it allows much faster time to value through a simpler component-based approach to utilizing the Qlik analytic engine and building visualizations. The modern architecture of Qlik Sense together with the company’s ecosystem of more than 1,000 partners and a professional services organization that has completed more than 2,700 consulting engagements, gives Qlik a competitive position. The service partner relationships, including those with major systems integrators, are key to the company’s future since analytics is as much about change management as technology. Our research in analytics consistently shows that people and processes lag technology and information in performance with analytics. Furthermore, in our benchmark research into big data analytics, the benefits most often mentioned as achieved are better communication and knowledge sharing (24%), better management and alignment of business goals (18%), and gaining competitive advantage (17%). As tested on my desktop, Qlik Sense shows an intuitive interface with drag-and-drop capabilities for building analysis. Formulas are easy to incorporate as new measures, and the palate offers a variety of visualization options which automatically fit to the screen. The integration with QlikView is straightforward in that a data model from QlikView can be saved seamlessly and opened intact in Qlik Sense. The storyboard function allows for multiple visualizations to build into narratives and for annotations to be added including linkages with data. For instance, annotations can be added to specific inflection points in a trend line or outliers that may need explanation. Since the approach is all HTML5-based, the visualizations are ready for deployment to mobile devices and responsive to various screen sizes including newer smartphones, tablets and the new class of so-called phablets. In the evaluation of vendors in our Mobile Business Intelligence Value Index Qlik ranked fourth overall. In the software business, of course, technology advances alone don’t guarantee success. Qlik has struggled to clarify the position its next-generation product and it is not a replacement for QlikView. QlikView users are passionate about keeping their existing tool because they have already designed dashboards and calculations using this tool. Vendors should not underestimate user loyalty and adoption. Therefore Qlik now promises to support both products for as long as the market continues to demand them. The majority of R&D investment will go into Qlik Sense as developers focus on surpassing the capabilities of QlikView. For now, the company will follow a bifurcated strategy in which the tools work together to meet needs for various organizational personas. To me, this is the right strategy. There is no issue in being a two-product company, and the revised positioning of Qlik Sense complements QlikView both on the self-service side and the developer side. Qlik Sense is not yet as mature a product as QlikView, but from a business user’s perspective it is a simple and effective analysis tool for exploring data and building different data views. It is simpler because users no do not need to script the data in order to create the specific views they deem necessary. As the product matures, I expect it to become more than an end user’s visual analysis tool since the capabilities of Qlik Sense lends itself to web scale approaches. Over time, it will be interesting to see how the company harmonizes the two products and how quickly customers will adopt Qlik Sense as a stand-alone tool. For companies already using QlikView, Qlik Sense is an important addition to the portfolio. It will allow business users to become more engaged in exploring data and sharing ideas. Even for those not using QlikView, with its modern architecture and open approach to analytics, Qlik Sense can help future-proof an organization’s current business intelligence architecture. For those considering Qlik for the first time, the choice may be whether to bring in one or both products. Given the proven approach of QlikView, in the near term a combination approach may be a better solution in some organizations. Partners, content providers and ISVs should consider Qlik Branch, which provides resources for embedding Qlik Sense directly into applications. The site provides developer tools, community efforts such as d3.js integrations and synchronization with Github for sharing and branching of designs. For every class of user, Qlik Sense can be downloaded for free and tested directly on the desktop. Qlik has made significant strides with Qlik Sense, and it is worth a look for anybody interested in the cutting edge of analytics and business intelligence. Regards, Tony Cosentino VP and Research Director", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-50.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://blog.isg-research.net/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "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": "SAP Supercharges Business Intelligence with Analytics", "mainEntityOfPage": "https://blog.isg-research.net/2014/04/09/sap-supercharges-business-intelligence-with-analytics", "datePublished": "09/04/2014", "dateModified": "09/04/2014", "articleBody": "SAP recently presented its analytics and business intelligence roadmap and new innovations to about 1,700 customers and partners using SAP BusinessObjects at its SAP Insider event (#BI2014). SAP has one of the largest presences in business intelligence due to its installed base of SAP BusinessObjects customers. The company intends to defend its current position in the established business intelligence (BI) market while expanding in the areas of databases, discovery analytics and advanced analytics. As I discussed a year ago, SAP faces an innovator’s dilemma in parts of its portfolio, but it is working aggressively to get ahead of competitors. One of the pressures that SAP faces is from a new class of software that is designed for business analytics and enables users to visualize and interact on data in new ways without relationships in the data being predefined. Our business technology innovation research shows that analytics is the top-ranked technology innovation in business today, rated first by 39 percent of organizations. In conventional BI systems, data is modeled in so-called cubes or other defined structures that allow users to slice and dice data quickly and easily. The cube structure solves the problem of abstracting the complexity of the structured query language (SQL) of the database and slashes the amount of time it takes to read data from a row-oriented database. However, as the cost of memory decreases significantly, enabling the use of new column-oriented databases, these methods of BI are being challenged. For SAP and other established business intelligence providers, this situation represents both an opportunity and a challenge. In responding, almost all of these BI companies have introduced some sort of visual discovery capability. SAP introduced SAP Lumira, formerly known as Visual Intelligence, 18 months ago to compete in this emerging segment, and it has gained traction in terms of downloads, which the company estimated at 365,000 in the fourth quarter of 2013. SAP and other large players in analytics are trying not just to catch up with visual discovery players such as Tableau but rather to make it a game of leapfrog. Toward that end, the capabilities of Lumira demonstrated at the Insider conference included information security and governance, advanced analytics, integrated data preparation, storyboarding and infographics; the aim is to create a differentiated position for the tool. For me, the storyboarding and infographics capabilities are about catching up, but being able to govern and secure today’s analytic platforms is a critical concern for organizations, and SAP means to capitalize on them. A major analytic announcement at the conference focused on the integration of Lumira with the BusinessObjects platform. Lumira users now can create content and save it to the BusinessObjects server, mash up data and deliver the results through a secure common interface. Beyond the integration of security and governance with discovery analytics, the leapfrog approach centers on advanced analytics. SAP’s acquisition last year of KXEN and its initial integration with Lumira provide an advanced analytics tool that does not require a data scientist to use it. My coverage of KXEN prior to the acquisition revealed that the tool was user-friendly and broadly applicable especially in the area of marketing analytics. Used with Lumira, KXEN will ultimately provide front-end integration for in-database analytic approaches and for more advanced techniques. Currently, for data scientists to run advanced analytics on large data sets, SAP provides its own predictive analytic library (PAL), which runs natively on SAP HANA and offers commonly used algorithms such as clustering, classification and time-series. Integration with the R language is available through a wrapper approach, but the system overhead is greater when compared to the PAL approach on HANA. The broader vision for Lumira and the BusinessObjects analytics platform SAP said is “collective intelligence,” which it described as “a Wikipedia for business” that provides a bidirectional analytic and communication platform. To achieve this lofty goal, SAP will need to continue to put resources into HANA and facilitate the integration of underlying data sources. Our recently released research on big data analytics shows that being able to analyze data from all data sources (selected by 75% of participants) is the most prevalent definition for big data analytics. To this end, SAP announced the idea of an “in-memory fabric” that allows virtual data access to multiple underlying data sources including big data platforms such as Hadoop. The key feature of this data federation approach is what the company calls smart data access (SDA). Instead of loading all data into memory, the virtualized system sets a proxy that points to where specific data is held. Using machine learning algorithms, it can define how important information is based on the query patterns of users and upload the most important data into memory. The approach will enable the company to analyze data on a massive scale since utilizing both HANA and the Sybase IQ columnar database which the company says was just certified as the world record for the largest data warehouse, at more than 12 petabytes. Others such as eBay and Teradata may beg to differ with the result based on another implementation, but nevertheless it is an impressive achievement. Another key announcement was SAP Business Warehouse (BW) 7.4, which now runs on top of HANA. This combination is likely to be popular because it enables migration of the underlying database without impacting business users. Such users store many of their KPIs and complex calculations in BW, and to uproot this system is untenable for many organizations. SAP’s ability to continue support for these users is therefore something of an imperative. The upgrade to 7.4 also provides advances in capability and usability. The ability to do complex calculations at the database level without impacting the application layer enables much faster time-to-value for SAP analytic applications. Relative to the in-memory fabric and SDA discussed above, BW users no longer need intimate knowledge of HANA SDA. The complete data model is now exposed to HANA as an information cube object, and HANA data can be reflected back into BW. To back it up, the company offered testimony from users. Representatives of Molson Coors said their new system took only a weekend to move into production (after six weeks of sandbox experiments and six weeks of development) and enables users to perform right-time financial reporting, rapid prototyping and customer sentiment analysis. SAP’s advancements and portfolio expansion are necessary for it to continue in a leadership position, but the inherent risk is confusion amongst its customer and prospect base. SAP published its last statement of direction for analytic dashboard about this time last year, and according to company executives, it will be updated fairly soon, though they would not specify when. The many tools in the portfolio include Web Intelligence, Crystal Reports, Explorer, Xcelsius and now Lumira. SAP and its partners position the portfolio as a toolbox in which each tool is meant to solve a different organizational need. There is overlap among them, however, and the inherent complexity of the toolbox approach may not resonate well with business users who desire simplicity and timeliness. SAP customers and others considering SAP should carefully examine how well these tools match the skills in their organizations. We encourage companies to look at the different organizational roles as analytic personas and try to understand which constituencies are served by which parts of the SAP portfolio. For instance, one of the most critical personas going forward is the Designer role since usability is the top priority for organizational software according to our next-generation business intelligence research. Yet this role may become more difficult to fill over time since trends such as mobility continue to add to the job requirement. SAP’s recent upgrade of Design Studio to address emerging needs such as mobility and mobile device management (MDM) may force some organizations to rebuild dashboards and upscale their designer skill sets to include JavaScript and Cascading Style Sheets, but the ability to deliver multifunctional analytics across devices in a secure manner is becoming paramount. I note that SAP’s capabilities in this regard helped it score third overall in our 2014 Mobile Business Intelligence Value Index. Other key personas are the knowledge worker and the analyst. Our data analytics research shows that while SQL and Excel skills are abundant in organizations, statistical skills and mathematical skills are less common. SAP’s integration of KXEN into Lumira can help organizations develop these personas. SAP is pursuing an expansive analytic strategy that includes not just traditional business intelligence but databases, discovery analytics and advanced analytics. Any company that has SAP installed, especially those with BusinessObjects or an SAP ERP system, should consider the broader analytic portfolio and how it can meet business goals. Even for new prospects, the portfolio can be compelling, and as the roadmap centered on Lumira develops, SAP may be able to take that big leap in the analytics market. Regards, Tony Cosentino VP and Research Director", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_bti_br_technology_innovation_priorities-56.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://blog.isg-research.net/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "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: '4608', pageId: '3884418273', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "68ab003a58c27330fea8362cccce2c67", 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_1732095576761() { var options = { 'id': "1078391896-1732095576761", 'listing_url': "/_hcms/postlisting?blogId=3884418273&maxLinks=5&listingType=recent&orderByViews=false&hs-expires=1763631576&hs-version=2&hs-signature=AJ2IBuHqrZzqCiAr2o0sEVvuL-OnlZEKPQ", 'include_featured_image': false }; window.hsPopulateListingFeed(options); } if (document.readyState === "complete" || (document.readyState !== "loading" && !document.documentElement.doScroll) ) { hsOnReadyPopulateListingFeed_1078391896_1732095576761(); } else { document.addEventListener("DOMContentLoaded", hsOnReadyPopulateListingFeed_1078391896_1732095576761); } </script> <script src="https://cdn2.hubspot.net/hub/-1/hub_generated/module_assets/-2712622/1732054503738/module_-2712622_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\/lumira"]); _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: "e4d45077-6ef6-4dc9-975f-df25e6d52fd8", ticks: 1732095576283, 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-1.354/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 | Lumira