ISG Software Research Analyst Perspectives

<!doctype html><html lang="en"><head> <meta charset="utf-8"> <title>ISG Software Research Analyst Perspectives | Machine data</title> <meta name="description" content="Machine data | 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="Machine data | 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 | Machine data"> <meta name="twitter:description" content="Machine data | 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 | Machine data"> <script id="hs-search-input__valid-content-types" type="application/json"> [ "SITE_PAGE", "LANDING_PAGE", "BLOG_POST", "LISTING_PAGE", "KNOWLEDGE_ARTICLE", "HS_CASE_STUDY" ] </script> <style> a.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px} </style> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94288142711/1728032344610/Ventana_Research_2023/Ventana_Research_2023_child.css"> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872842/module_90531062927_Header-Global.min.css"> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998030/1725882474041/Ventana_Research_2023/css/mmenu/mmenu.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998030/1725882474041/Ventana_Research_2023/css/mmenu/mmenu.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532297487/1725882477140/Ventana_Research_2023/css/mmenu/minimal-mmenu.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532297487/1725882477140/Ventana_Research_2023/css/mmenu/minimal-mmenu.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531162297/1725882475960/Ventana_Research_2023/css/mmenu/mburger.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531162297/1725882475960/Ventana_Research_2023/css/mmenu/mburger.min.css"></noscript> <link class="hs-async-css" rel="preload" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998027/1725882479981/Ventana_Research_2023/css/module-css/Header-Global.min.css" as="style" onload="this.onload=null;this.rel='stylesheet'"> <noscript><link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531998027/1725882479981/Ventana_Research_2023/css/module-css/Header-Global.min.css"></noscript> <style> .minimal-header--widget_1687168884328.minimal-sticky-header{ background-color:rgba(37, 90, 137,0.9); -webkit-backdrop-filter:blur(4px); backdrop-filter:blur(4px); } .minimal-header--widget_1687168884328 .minimal-header--centered-menu{padding-top:16px} @media (min-width: 1101px){.minimal-header--widget_1687168884328 {background-color:rgba(255, 255, 255,0.0);}} .minimal-header--widget_1687168884328 .minimal-header--mobile{background-color:rgba(17, 48, 73,0.1)} .minimal-header__container{min-height:100px}.minimal-header--widget_1687168884328 .minimal-header__logo--main{padding-top: 10px;padding-right: 32px;padding-bottom: 34px;padding-left: 10px;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a{ padding: 20px 20px;font-family: Open Sans; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 600; text-decoration: none;color: #FFFFFF;font-size: 17px;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a:hover, .minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a.minimal-active-item{color: #81CEE4;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a:hover .minimal-menu-chevron svg path{fill: #81CEE4;}.minimal-header--widget_1687168884328 .minimal-menu-chevron svg path{fill:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-submenu.level-1 > li > span a > span:not(.minimal-menu-chevron):after{background-color:#81CEE4;} .minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a {font-family: Open Sans;font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color: #000000;font-size: 16px;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a:hover{color:#284A7B;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a > span:not(.minimal-menu-chevron):after {background-color: #284A7B;}.minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-has-submenu .minimal-menu-chevron svg path{fill: var(--primary);}.minimal-header--widget_1687168884328 .minimal-has-submenu>.minimal-submenu {border-color:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-has-submenu>.minimal-submenu>.minimal-has-submenu>.minimal-submenu{border-color:#FFFFFF;}.minimal-header--widget_1687168884328 .minimal-header__mobile-nav .mburger b{background:rgba( 255, 255, 255, 1.0);;}.minimal-header--widget_1687168884328 .minimal-header__icons--search svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__icons--search:hover svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label-current {font-family: Raleway; font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none; color: #111111; font-size: color: #111111;font-size: 13px;font-family: Raleway, sans-serif;;}.minimal-header--widget_1687168884328 .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-current {color: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328 .minimal-header--off-canvas-menu .minimal-header__mobile-nav .mburger b{background: rgba(255, 255, 255, 1);} @media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header--mobile{min-height: 64px;}}@media (max-width: 1100px) { .minimal-header--widget_1687168884328 .minimal-header--mobile {display: flex; padding: 0 15px;}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header__content {}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328 .minimal-header__container:not(.minimal-header--mobile) {display: none;}}@media (min-width: 1101px) {.minimal-header--widget_1687168884328.minimal-header--transparent-true{position:absolute;width:100%;z-index:1}}@media (max-width: 1100px) {.minimal-header--widget_1687168884328.minimal-header--mobile-transparent-true{position:absolute;width:100%;z-index:1}} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__mobile-nav .mburger b{background: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__icons--search svg path {fill: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__icons--search:hover svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-icon svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label-current {color: rgba(255, 255, 255, 1);}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header__container:not(.minimal-header--mobile) .minimal-header__language-switcher--label:hover .minimal-header__language-switcher--label-current{color:rgba(255, 255, 255,1)} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a{color: #FFFFFF;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a:hover, .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a.minimal-active-item{color: #81CEE4;} .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a:hover .minimal-menu-chevron svg path{fill: #CC6127;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-menu-chevron svg path{fill:#FFFFFF}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-submenu.level-1 > li > span a > span:not(.minimal-menu-chevron):after {background-color: #81CEE4;} .minimal-header--widget_1687168884328 .minimal-header__mobile-nav__inner>span { ;color: ;font-size: ;text-transform: ;letter-spacing: px;}.minimal-header--widget_1687168884328 .minimal-header--centered-logo .minimal-header__mobile-nav__inner>span, .minimal-header--widget_1687168884328 .minimal-header--off-canvas-menu .minimal-header__mobile-nav__inner>span{color: #17161a;}.minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header--centered-logo .minimal-header__mobile-nav__inner>span, .minimal-header--widget_1687168884328.minimal-sticky-header .minimal-header--off-canvas-menu .minimal-header__mobile-nav__inner>span{color: #363636;}#minimal-header__icons--search__mmenu .hs-search-field--open .hs-search-field__suggestions{border:1px solid rgba(215, 215, 215,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a{color:rgba(105, 119, 207,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a:hover{color:rgba(240, 84, 125,1.0)}#minimal-header__icons--search__mmenu .hs-search-field__suggestions li a:before{border:1px solid#363636}#minimal-header__icons--search__mmenu .hs-search-field__suggestions #results-for{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#363636;font-size:{value=15, units=px}{value=15, units=px}}#minimal-header__icons--search__mmenu .hs-search-highlight{font-weight:regular}.minimal-header--widget_1687168884328 .minimal-header__content--rich-text{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}.minimal-header--widget_1687168884328 .minimal-social-links {margin-top:0px; margin-right: 10px;margin-bottom: 0px; margin-left:10px;}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link svg{width:20px;height:20px}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link svg path{fill:rgba(255, 255, 255,1.0)}.minimal-header--widget_1687168884328 .minimal-social-links .minimal-social-links__link:hover svg path{fill:rgba(129, 206, 228,1.0);}.minimal-header--widget_1687168884328 .minimal-button {font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: 500; text-decoration: none;color: rgba(255, 255, 255, 1) !important;font-size:14px;background-color: rgba(204, 97, 39, 1.0);border-radius: 4px; padding: 6px 20px; margin-top:px; margin-right: px; margin-bottom: px; margin-left:0px;}.minimal-header--widget_1687168884328 .minimal-button:hover{color:rgba(255, 255, 255,1)!important;background-color:rgba(204, 97, 39,0.8)}.minimal-header--widget_1687168884328 .minimal-button svg path{fill:rgba(255, 255, 255,1)}.minimal-header--widget_1687168884328 .minimal-button:hover svg path{fill:rgba(255, 255, 255,1)!important} .minimal-header--widget_1687168884328 .minimal-button{border-width:2px;border-style:solid;border-color:rgba(204, 97, 39,1.0)} .minimal-header--widget_1687168884328 .minimal-button:hover {border-color:rgba(204, 97, 39,1.0)} #minimal-header__mobile-nav__mmenu .mm-btn_prev.mm-btn:before{border-color:rgba(17, 17, 17,1.0)}#minimal-header__mobile-nav__mmenu .mm-navbar{color:rgba(17, 17, 17,1.0)}#minimal-header__mobile-nav__mmenu .mm-btn_close:before,#minimal-header__mobile-nav__mmenu .mm-btn_close:after{background-color:rgba(17, 17, 17,1.0)!important}#minimal-header__mobile-nav__mmenu .lang_list_class li a:hover{color:rgba(129, 206, 228,1.0)}#minimal-header__mobile-nav__mmenu .lang_list_class li a{color:rgba(37, 90, 137,1.0)}#minimal-header__mobile-nav__mmenu .mm-listitem,#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu.mm-menu{color:rgba(54, 54, 54,1.0;overflow:scroll;height:auto;min-height:100%; position:relative;)}#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu .mm-panels,#minimal-header__mobile-nav__mmenu .mm-listitem,#minimal-header__mobile-nav__mmenu.mm-menu{border-color:rgba(0, 0, 0,0.1;overflow:scroll;height:auto;min-height:100%;)}#minimal-header__mobile-nav__mmenu .mm-divider,#minimal-header__mobile-nav__mmenu .mm-panels,#minimal-header__mobile-nav__mmenu .mm-panel,#minimal-header__mobile-nav__mmenu.mm-menu{background:rgba(255, 255, 255,0.4);backdrop-filter:blur(4px);overflow:scroll;height:auto;min-height:100%;}#minimal-header__mobile-nav__mmenu .mm-btn:after,#minimal-header__mobile-nav__mmenu .mm-btn:before{border-color:rgba(54, 54, 54,1.0)}.mm-menu .minimal-header__mobile-nav__mmenu__content a:link,.mm-menu .minimal-header__mobile-nav__mmenu__content a{color:rgba(37, 90, 137,1.0)}.mm-menu .minimal-header__mobile-nav__mmenu__content a:active, .mm-menu .minimal-header__mobile-nav__mmenu__content a:hover, .mm-menu .minimal-header__mobile-nav__mmenu__content a:visited{color:rgba(129, 206, 228,1.0)}#minimal-header__mobile-nav__mmenu .hs-search-field--open .hs-search-field__suggestions{border:1px solid rgba(0, 0, 0,1.0);}#minimal-header__mobile-nav__mmenu .minimal-header__content--rich-text{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}#minimal-header__mobile-nav__mmenu .minimal-social-links{margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link svg{width:18px;height:18px}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link svg path{fill:rgba(54, 54, 54,1.0)}#minimal-header__mobile-nav__mmenu .minimal-social-links .minimal-social-links__link:hover svg path{fill:rgba(62, 169, 245,1.0)}#minimal-header__mobile-nav__mmenu .minimal-button{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:rgba(255, 255, 255,1)!important;font-size:15px;background-color:rgba(2, 81, 88,1.0);border-radius:2px;padding:12px32px;margin-top:px;margin-right:px;margin-bottom:px;margin-left:px}#minimal-header__mobile-nav__mmenu .minimal-button:hover{color:rgba(255, 255, 255,1)!important;background-color:rgba(1, 0, 53,1.0)}#minimal-header__mobile-nav__mmenu .minimal-button svg path{fill:rgba(255, 255, 255,1)}#minimal-header__mobile-nav__mmenu .minimal-button:hover svg path{fill:rgba(255, 255, 255,1)!important} .minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a{font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#111111;font-size:17px} .minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a:hover{color:#6977cf}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .minimal-mega-menu__col__inner--menu-header .hs-menu-wrapper ul .hs-menu-item.hs-menu-depth-1 > a {font-family:Raleway;font-family: Raleway, sans-serif; font-style: normal; font-weight: normal; text-decoration: none;color:#111111;font-size:17px}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .hs-menu-wrapper ul .hs-menu-item a:hover:after{background-color:#6977cf}.minimal-header--widget_1687168884328 .minimal-mega-menu__col .minimal-mega-menu__col__inner--menu-header .hs-menu-wrapper ul .hs-menu-item.hs-menu-depth-1 > a:after{display:none}#minimal-header__icons--search__mmenu{background:var(--primary_color)} </style> <link rel="stylesheet" href="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/119347658644/1731343098581/module_119347658644_analyst_listing_for_sidebar.min.css"> <link rel="stylesheet" href="/hs/hsstatic/AsyncSupport/static-1.122/sass/rss_post_listing.css"> <link rel="stylesheet" href="https://7052064.fs1.hubspotusercontent-na1.net/hubfs/7052064/hub_generated/module_assets/1/2712622/1738840524525/module_search_input.min.css"> <style> .boxs_outer { display: flex; flex-direction: column; gap: 20px; } .boxs_outer .box .content { display: flex; gap: 10px; justify-content: space-between; align-items: center; } .boxs_outer .box .content p, .boxs_outer .box .content h4{ margin:0; padding:0; } .boxs_outer .box .content h4 { font-size: 18px; line-height: 18px; } .boxs_outer .box .content .read_time, .boxs_outer .box .content .post_date, .box .content .author_outer { opacity: .7; font-size: 85%; } .boxs_outer .box .content .right img { max-width: 80px; } .border-row { background: #393333; width: 60px; height: 3px; margin: 12px 0; } .boxs_outer .box .content i { margin: 0; margin-left: 5px; font-style: normal; font-size: 18px; vertical-align: middle; } .boxs_outer .box .content .summary { display: block; margin-bottom: 10px; line-height: 24px; } .blog-post__tag-link { background: var(--secondary); color: var(--white); padding: 0px 4px 1px; border-radius: 2px; } .boxs_outer{ display: grid; grid-template-columns: 1fr 1fr 1fr; gap: 20px; } .boxs_outer .box .content { justify-content: center; flex-direction: column-reverse; border-radius: 10px; overflow: hidden; background:#fff; } .boxs_outer .box .content .right, .boxs_outer .box .content .right img { width: 100%; max-width: 100%; } @media (max-width:991px){ .boxs_outer { grid-template-columns: 1fr 1fr; } @media (max-width:575px){ .boxs_outer { grid-template-columns: 1fr; } .boxs_outer .box .content .left { padding: 20px 3px; } } @media (max-width:576px){ .outer_container{ padding:0px 15px; } } </style> <style> .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul{ list-style:none; padding:0; margin:0 } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li,.tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li a{ display:block; padding-right:0rem; cursor:pointer } .tf-footer-04 .tf-footer-nav li a{ line-height:2.5rem } .tf-footer-04 .tf-footer-nav li a:not(:hover){ color:inherit } .tf-footer-04 .social{ list-style:none; padding:0; margin:1rem 0 } .tf-footer-04 .social li{ display:inline-block; text-align:center } .tf-footer-04 .social li a{ border-bottom:none; font-size:1.4em } .tf-footer-04 ul.social li{ display:inline-block } .tf-footer-04 ul.social li i{ border-radius:50%; padding:6px; margin:3px;opacity:1;color:#fff; width:42px; height:42px;display:flex; justify-content:center; align-items:center; -webkit-transition:all ease-in-out .3s; -o-transition:all ease-in-out .3s; transition:all ease-in-out .3s; font-size:18px } .tf-footer-04 ul.social li a:hover i{ opacity:.75 } .tf-footer-04 ul.social li:hover, ul.social li a:hover { opacity: 1; } .tf-footer-04 .footer-logo { margin-bottom: .8rem; padding-bottom: 3rem; } .tf-footer-04 ul.hs-menu-children-wrapper { list-style-type: none; padding: 0; } .tf-footer-04 li.hs-menu-item.hs-menu-depth-2 a { padding: 8px 20px; display: block; } .tf-footer-04 li.hs-menu-item.hs-menu-depth-2 a:hover { background: #000; color: #fff; } .tf-footer-04 .row.footer-row { -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .tf-footer-04 .footer-logo-socials img { max-width: 100%; height: auto; } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul li:hover a, .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li a:hover { color: rgba(129, 206, 228,1.0); } @media only screen and (max-width: 768px) { .tf-footer-04 ul.social li { margin-right: 0.5rem; margin-left: 0; } .row.footer-row { -webkit-box-orient: vertical; -webkit-box-direction: reverse; -ms-flex-direction: column-reverse; flex-direction: column-reverse; } .tf-footer-04 .social { padding-bottom: 0.2rem; padding-top: 0; display: flex; justify-content: center; } .footer-row p { margin-bottom: 20px !important; text-align: center; } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li, .tf-footer-04 .tf-footer-nav .hs-menu-wrapper > ul li a { line-height: 3; } } .footer-heading { padding-bottom: 5px; margin-top: 20px; } .footer-logo-socials { margin: 40px 0 0 } .tf-footer-04 .tf-footer-nav .hs-menu-wrapper>ul { display: block } .footer-row p { margin-bottom: 0 } .footer-email { padding-bottom: 60px; max-width: 550px; margin: auto; position: relative } .footer-email .actions .hs-button { transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: Poppins, sans-serif; font-style: normal; font-weight: 400; text-decoration: none; font-size: 2rem; line-height: 1.1812500000000001rem; height: 45px; width: 45px; text-align: center; padding: 0rem; border: 1px solid; border-radius: 50%; display: -webkit-inline-box; display: -ms-inline-flexbox; display: flex; justify-content: center; -webkit-box-align: center; -ms-flex-align: center; align-items: center; position: absolute; right: 7px; bottom: 6.8% } .footer-email form { position: relative } .footer-email input:not([type="radio"]):not([type="checkbox"]):not([type="file"]):not([type="submit"]):not([type="button"]) { border-radius: 40px; background: #012E41; border-color: #012E41; color: #f9f9f9; box-shadow: 0 3px 20px #0000002e } .footer-email .hs-error-msgs { position: absolute } .footer-email input[type=submit].hs-button.primary { background: #ffffff !important; color: #012e41; border-color: #ffffff !important } .tf-footer-04 svg { width: 100%; height: auto; margin-top: -15px } .footer__logo { padding-bottom: 10px; } .footer__logo img { width: 150px; height: auto; object-fit: contain } @media(max-width:481px) { .footer-email .actions .hs-button { position: absolute; right: 2px; bottom: 2.5% } .pl-05 { padding-left: 20px } } .Footer { position:relative; } .pl-05{ padding-left:20px } .submitted-message{ text-align:center; color:green } .Footer p a{ border:0!important; text-decoration:none } .email__form input.hs-input.invalid.error{ padding:15px; width:100%; border:none; border-radius:4px; margin-bottom:10px } .email__form ul.no-list.hs-error-msgs.inputs-list{ padding:0 } </style> <style> @font-face { font-family: "Poppins"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Poppins/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Poppins/regular.woff") format("woff"); } @font-face { font-family: "Poppins"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Poppins/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Poppins/regular.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 500; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/500.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/500.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 600; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/600.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/600.woff") format("woff"); } @font-face { font-family: "Raleway"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Raleway/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Raleway/regular.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/regular.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 500; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/500.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/500.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 600; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/600.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/600.woff") format("woff"); } @font-face { font-family: "Open Sans"; font-weight: 400; font-style: normal; font-display: swap; src: url("/_hcms/googlefonts/Open_Sans/regular.woff2") format("woff2"), url("/_hcms/googlefonts/Open_Sans/regular.woff") format("woff"); } </style> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531298689/1725882485377/Ventana_Research_2023/js/jquery-1.7.1.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531222542/1725882476332/Ventana_Research_2023/js/jQuery.min.js"></script>  <script> var _hsp = window._hsp = window._hsp || []; _hsp.push(['addPrivacyConsentListener', function(consent) { if (consent.allowed || (consent.categories && consent.categories.analytics)) { (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,'script','//www.google-analytics.com/analytics.js','ga'); ga('create','UA-1223294-1','auto'); ga('send','pageview'); }}]); </script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; if (!window._hsGoogleConsentRunOnce) { window._hsGoogleConsentRunOnce = true; gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); if (useGoogleConsentModeV2) { _hsp.push(['useGoogleConsentModeV2']) } else { _hsp.push(['addPrivacyConsentListener', function(consent){ var hasAnalyticsConsent = consent && (consent.allowed || (consent.categories && consent.categories.analytics)); var hasAdsConsent = consent && (consent.allowed || (consent.categories && consent.categories.advertisement)); gtag('consent', 'update', { 'ad_storage': hasAdsConsent ? 'granted' : 'denied', 'analytics_storage': hasAnalyticsConsent ? 'granted' : 'denied', 'ad_user_data': hasAdsConsent ? 'granted' : 'denied', 'ad_personalization': hasAdsConsent ? 'granted' : 'denied' }); }]); } } gtag('js', new Date()); gtag('set', 'developer_id.dZTQ1Zm', true); gtag('config', 'G-QPB833ZNSJ'); </script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-QPB833ZNSJ"></script>   <script> var _hsp = window._hsp = window._hsp || []; window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} var useGoogleConsentModeV2 = true; var waitForUpdateMillis = 1000; var hsLoadGtm = function loadGtm() { if(window._hsGtmLoadOnce) { return; } if (useGoogleConsentModeV2) { gtag('set','developer_id.dZTQ1Zm',true); gtag('consent', 'default', { 'ad_storage': 'denied', 'analytics_storage': 'denied', 'ad_user_data': 'denied', 'ad_personalization': 'denied', 'wait_for_update': waitForUpdateMillis }); _hsp.push(['useGoogleConsentModeV2']) } (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-MS22B69'); window._hsGtmLoadOnce = true; }; _hsp.push(['addPrivacyConsentListener', function(consent){ if(consent.allowed || (consent.categories && consent.categories.analytics)){ hsLoadGtm(); } }]); </script>   <meta property="fb:pages" content="ISG-Research">  <meta name="theme-color" content="#255A89">  <meta name="msapplication-navbutton-color" content="#255A89">  <meta name="apple-mobile-web-app-capable" content="yes"> <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent"> <link rel="apple-touch-startup-image" href="//blog.isg-research.net/hubfs/Logos/VentanaResearch_HorizontalLogo_TwoLines_onecolor_Reversed.svg">  <link href="https://fonts.googleapis.com/css?family=Open+Sans:400,600,700" rel="stylesheet"> <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:400,600,700%7CRoboto+Slab:100,300,400,700" media="none" onload="if (media !== 'all') media = 'all'"> <link href="https://blog.isg-research.net/hubfs/Website_Files/css/animate.css" rel="stylesheet">  <meta name="twitter:site" content="@ventanaresearch"> <meta property="og:url" content="https://blog.isg-research.net/topic/machine-data"> <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; } .top_bar_strip.new { position: relative; z-index: 9999; } .sign_out_butn { color: #fff; padding: 2px 4px; font-size: 14px; margin: 0px 4px; position: relative; z-index: 2; cursor:pointer; } .sign_out_butn:hover { color: #fff !important; } .sign_out_box { position: absolute; left: 25%; top: 100%; display:none; z-index:9; } .sign_out_box.show { display: block; } .sign_out_box .card.card-body li a { color: #000 !important; font-weight: 600; font-size: 12px !important; } .sign_out_box .card.card-body { padding: 4px; } .top_bar_strip .content_inner .inner.text_content_parent{ position:relative; z-index:1 !important; } @media(max-width:394px){ .sign_out_box { left: 38%; top: 26px; } } </style> <div class="top_bar_strip new" style="display:block !important;"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="content_inner">     </div> </div> </div> </div> </div> <script> $(document).ready(function(){ // Remove all code from the top bar which comes from minimal actucall theme $(".top_bar_strip:not(.new)").empty(); }); </script> <script type="text/javascript"> (function() { var button = document.querySelector('.sign_out_butn'); var box = document.querySelector('.sign_out_box'); button.addEventListener('click', function() { box.classList.toggle('show'); }); })(); </script></div> </div> </div> </div> </div> </div> </div> <div class="row-fluid-wrapper row-depth-1 row-number-3 dnd-section"> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell dnd-column" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-4 dnd-row"> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget dnd-module" style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_widget_1687168884328" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <style> .top_bar_strip .content_inner { text-align: right; } .top_bar_strip{ background-color:rgba(17, 48, 73, 1.0); } .top_bar_strip .content_inner ul li a, .top_bar_strip .content_inner .inner{ color:rgba(255, 255, 255, 1.0); } .top_bar_strip .content_inner { display:block; } </style> <style> .minimal-has-submenu>.minimal-submenu { background-color: rgba( 255, 255, 255, 1.0);; padding: 0.7rem 10px; } .minimal-header--widget_1687168884328 .minimal-has-submenu .minimal-submenu a:hover { background-color: rgba( 255, 255, 255, 0.0);; } </style> <div class="top_bar_strip"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="content_inner"> <div id="hs_menu_wrapper_widget_1687168884328_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="" data-menu-id="" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/_hcms/mem/login" role="menuitem" target="_self">Log In</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/search" role="menuitem" target="_self"> <svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-search" viewbox="0 0 16 16"> <path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z" /> </svg> Search</a></li> </ul> </div> </div> </div> </div> </div> </div> <div class="minimal-header minimal-header--widget_1687168884328 minimal-header--transparent-true minimal-header--mobile-transparent-true minimal-header--mega-menu-full-width" data-sticky="true"> <div class="minimal-header__container minimal-content-wrapper minimal-header--default"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__navigation minimal-header__nav--right"> <nav aria-label="Main menu" class="minimal-navigation-primary"> <ul class="minimal-submenu level-1"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-menu-link">About Us<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-menu-link">Awards</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-menu-link">Events & Webinars</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-menu-link">Media Kit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" class="minimal-menu-link">Now Part of ISG</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-menu-link">Our Team</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-menu-link">Our eXperience</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-menu-link">Press Releases</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-menu-link">Testimonials</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Expertise</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-menu-link">Industries<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-menu-link">Automotive</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-menu-link">Banking</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-menu-link">Consumer Products</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-menu-link">Financial Services</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-menu-link">Food & Beverage</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-menu-link">Healthcare</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-menu-link">Hospitality</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-menu-link">Insurance</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-menu-link">Manufacturing</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-menu-link">Real Estate</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-menu-link">Research<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Buyers Guides<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Overview</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-menu-link">Participation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-menu-link">Published</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guide-search" class="minimal-menu-link">Search</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-menu-link">Services - Software Provider Services</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-menu-link">Market Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/agendas/market-assertions" class="minimal-menu-link">Market Assertions</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-menu-link">Market Coverage</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.isg-research.net/" class="minimal-menu-link">Analyst Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-4"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.isg-research.net/" class="minimal-menu-link">David Menninger</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.isg-research.net/" class="minimal-menu-link">Jeff Orr</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-menu-link">Keith Dawson</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.isg-research.net/" class="minimal-menu-link">Mark Smith</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-menu-link">Matt Aslett</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-menu-link">Matthew Brown</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.isg-research.net/" class="minimal-menu-link">Robert Kugel</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.isg-research.net/" class="minimal-menu-link">Stephen Hurrell</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-menu-link">Market Perspectives</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-menu-link">Industry Perspectives</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/industry-agendas" class="minimal-menu-link">Industry Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-menu-link">Services<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-menu-link">Enterprises<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-menu-link">Investment Firms</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-menu-link">Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-menu-link">Software Providers</a> </li> </ul> </li> </ul> </nav> </div> <div class="minimal-header__icons"> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> <div class="minimal-header__container minimal-content-wrapper minimal-header--mobile"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__mobile-nav"> <div class="minimal-header__mobile-nav__inner"> <a href="#minimal-header__mobile-nav__mmenu" class="mburger"> </a> </div> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> </div> <div class="minimal-header--widget_1687168884328 minimal-sticky-header minimal-header--mega-menu-full-width"> <div class="minimal-header__container minimal-content-wrapper minimal-header--default"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__navigation minimal-header__nav--right"> <nav aria-label="Main menu" class="minimal-navigation-primary"> <ul class="minimal-submenu level-1"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-menu-link">About Us<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-menu-link">Awards</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-menu-link">Events & Webinars</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-menu-link">Media Kit</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" class="minimal-menu-link">Now Part of ISG</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-menu-link">Our Team</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-menu-link">Our eXperience</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-menu-link">Press Releases</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-menu-link">Testimonials</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Expertise</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-menu-link">Industries<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-menu-link">Automotive</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-menu-link">Banking</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-menu-link">Consumer Products</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-menu-link">Financial Services</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-menu-link">Food & Beverage</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-menu-link">Healthcare</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-menu-link">Hospitality</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-menu-link">Insurance</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-menu-link">Manufacturing</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-menu-link">Real Estate</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-menu-link">Research<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Buyers Guides<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-menu-link">Overview</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-menu-link">Participation</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-menu-link">Published</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guide-search" class="minimal-menu-link">Search</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-menu-link">Services - Software Provider Services</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-menu-link">Market Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/agendas/market-assertions" class="minimal-menu-link">Market Assertions</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-menu-link">Market Coverage</a> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-menu-link">Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.isg-research.net/" class="minimal-menu-link">Analyst Perspectives<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-4"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.isg-research.net/" class="minimal-menu-link">David Menninger</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.isg-research.net/" class="minimal-menu-link">Jeff Orr</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-menu-link">Keith Dawson</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.isg-research.net/" class="minimal-menu-link">Mark Smith</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-menu-link">Matt Aslett</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-menu-link">Matthew Brown</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.isg-research.net/" class="minimal-menu-link">Robert Kugel</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.isg-research.net/" class="minimal-menu-link">Stephen Hurrell</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-menu-link">Market Perspectives</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-menu-link">Industry Perspectives</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/industry-agendas" class="minimal-menu-link">Industry Agendas</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-menu-link">Services<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-2"> <li class="minimal-has-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-menu-link">Enterprises<svg width="16" height="16" version="1.1" viewbox="0 0 16 16" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="scale(0.333333)"><path fill="#000" d="M35.586,15.586c0.781,-0.781 2.047,-0.781 2.828,0c0.781,0.781 0.781,2.047 0,2.828l-14,14c-0.781,0.781 -2.047,0.781 -2.828,0l-14,-14c-0.781,-0.781 -0.781,-2.047 0,-2.828c0.781,-0.781 2.047,-0.781 2.828,0l12.586,12.586l12.586,-12.586Z"></path></g></svg></a> <ul class="minimal-submenu level-3"> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-menu-link">Investment Firms</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-menu-link">Service Providers</a> </li> <li class="minimal-no-submenu minimal-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-menu-link">Software Providers</a> </li> </ul> </li> </ul> </nav> </div> <div class="minimal-header__icons"> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> <div class="minimal-header__container minimal-content-wrapper minimal-header--mobile"> <div class="minimal-header__logo minimal-header__logo--main"> <a href="https://www.isg-research.net/" id="hs-link-widget_1687168884328_hs_logo_widget" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div class="minimal-header__mobile-nav"> <div class="minimal-header__mobile-nav__inner"> <a href="#minimal-header__mobile-nav__mmenu" class="mburger"> </a> </div> </div> <div class="minimal-header__content"> <div class="minimal-social-links"> <a class="minimal-social-links__link" href="https://www.isg-research.net/profile"> <span id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_icon minimal-social-links__icon" style="" data-hs-cos-general-type="widget" data-hs-cos-type="icon"><svg version="1.0" xmlns="http://www.w3.org/2000/svg" viewbox="0 0 512 512" aria-labelledby="user1" role="img"><title id="user1">Community Profile</title><g id="user1_layer"><path d="M256 0c88.366 0 160 71.634 160 160s-71.634 160-160 160S96 248.366 96 160 167.634 0 256 0zm183.283 333.821l-71.313-17.828c-74.923 53.89-165.738 41.864-223.94 0l-71.313 17.828C29.981 344.505 0 382.903 0 426.955V464c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48v-37.045c0-44.052-29.981-82.45-72.717-93.134z" /></g></svg> </a> </div> </div> </div> </div> <div id="minimal-header__mobile-nav__mmenu" class="minimal-header__mobile-nav__mmenu" data-navigation-title="" data-position="right"> <div> <ul class="minimal-mobile-menu-submenu level-1"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="javascript:;" class="minimal-mobile-menu-link"></a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/search" class="minimal-mobile-menu-link"><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" class="bi bi-search" viewbox="0 0 16 16"> <path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z" /> </svg> Search</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about" class="minimal-mobile-menu-link">About Us</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/about/teams" class="minimal-mobile-menu-link">Our Team</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/client_experience" class="minimal-mobile-menu-link">Our eXperience</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/en/what-our-clients-say" class="minimal-mobile-menu-link">Testimonials</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-mobile-menu-link">Awards</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-mobile-menu-link">Events & Webinars</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-mobile-menu-link">Press Releases</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-mobile-menu-link">Media Kit</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about/teams" class="minimal-mobile-menu-link">Our Team</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/about#Services" class="minimal-mobile-menu-link">Our Services</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link">Expertise</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/analytics-and-data" class="minimal-mobile-menu-link">Analytics and Data</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/artificalintelligencemachinelearning" class="minimal-mobile-menu-link">AI & Machine Learning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/analytics" class="minimal-mobile-menu-link">Analytics</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-intelligence" class="minimal-mobile-menu-link">Data Intelligence</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-operations" class="minimal-mobile-menu-link">Data Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/data-platforms" class="minimal-mobile-menu-link">Data Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/analytics-and-data/streaming-and-events" class="minimal-mobile-menu-link">Streaming & Events</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/artificial-intelligence" class="minimal-mobile-menu-link">Artificial Intelligence</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/computer-vision" class="minimal-mobile-menu-link">Computer Vision</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/focus/artificial-intelligence/deep-learning" class="minimal-mobile-menu-link">Deep Learning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/generative-ai" class="minimal-mobile-menu-link">Generative AI</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/mlops" class="minimal-mobile-menu-link">Machine Learning Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link">Model Building & Large Language Models</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link">Natural Language Processing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link">Customer Experience</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link">Agent Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link">Contact Center</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link">Customer Experience Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link">Field Service</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link">Intelligent Self-Service</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link">Voice of the Customer</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link">Digital Business</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link">Digital Applications</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link">Digital Communications</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link">Digital Intelligence</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link">Digital Operations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link">Experience Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link">Generative AI</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link">Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link">Sustainability & ESG</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link">Work Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link">Digital Technology</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link">Business Continuity</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link">Cloud Computing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link">DevOps and Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link">Digital Security</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link">Intelligent Automation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link">IoT and Edge Computing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link">ITOps</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link">IT Service Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link">Observability</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link">Human Capital Management</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link">Employee Experience</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link">Learning Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link">Payroll Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link">Talent Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link">Total Compensation Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link">Workforce Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link">Marketing</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link">Customer Data Platforms</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link">Digital Experience Platform</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link">Digital Marketing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link">Intelligent Marketing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link">Marketing Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link">Product Experience Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link">Office of Finance</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link">Business Planning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link">Digital Finance</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link">ERP & Continuous Accounting</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link">Consolidate & Close Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link">Procure-to-Pay</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link">Order-to-Cash</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link">Office of Revenue</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link">Digital Commerce</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link">Partner Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link">Revenue Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link">Revenue Performance Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link">Sales Engagement</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link">Subscription Management</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link">Operations & Supply Chain</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link">Continuous Planning</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link">Continuous Supply Chain & ERP</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link">Product Information Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link">Property Technology</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link">Supplier Relationship Management</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link">Sustainability Management</a> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link">Industries</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link">Automotive</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link">Banking</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link">Consumer Products</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link">Financial Services</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link">Food & Beverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link">Healthcare</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link">Hospitality</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link">Insurance</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link">Manufacturing</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link">Media & Entertainment</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link">Real Estate</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link">Retail</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link">Research</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link">Market Agendas</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link">Analyst Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link">David Menninger</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://jefforr.ventanaresearch.com/" class="minimal-mobile-menu-link">Jeff Orr</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://keithdawson.isg-research.net" class="minimal-mobile-menu-link">Keith Dawson</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://marksmith.ventanaresearch.com/" class="minimal-mobile-menu-link">Mark Smith</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://mattaslett.isg-research.net" class="minimal-mobile-menu-link">Matt Aslett</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://matthewbrown.isg-research.net" class="minimal-mobile-menu-link">Matthew Brown</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://robertkugel.ventanaresearch.com/" class="minimal-mobile-menu-link">Robert Kugel</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://stephenhurrell.ventanaresearch.com/" class="minimal-mobile-menu-link">Stephen Hurrell</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/analyst-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides" class="minimal-mobile-menu-link">Buyers Guide</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/research/buyers-guides" class="minimal-mobile-menu-link">Overview</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides/inclusion" class="minimal-mobile-menu-link">Inclusion Policy</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers_guides/vendor_participation" class="minimal-mobile-menu-link">Participation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/published-buyers-guide-research" class="minimal-mobile-menu-link">Published</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.ventanaresearch.com/buyers-guide-search" class="minimal-mobile-menu-link">Search</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-mobile-menu-link">Services - Enterprise</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/enterprise-and-service-providers" class="minimal-mobile-menu-link">Services - Service Providers</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/research/buyers-guides/services/software-providers" class="minimal-mobile-menu-link">Services - Software Provider</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspectives" class="minimal-mobile-menu-link">Market Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/market-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspectives" class="minimal-mobile-menu-link">Industry Perspectives</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/industry-perspective-policy" class="minimal-mobile-menu-link">Our Policy</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-mobile-menu-link">Market Coverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/buyers-guides" class="minimal-mobile-menu-link">Published Research</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-mobile-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services" class="minimal-mobile-menu-link">Services</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/investment-firms" class="minimal-mobile-menu-link">Investment Firms</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/enterprises" class="minimal-mobile-menu-link">Enterprises</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/organizations/cio-success" class="minimal-mobile-menu-link">CIO Success</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/service-providers" class="minimal-mobile-menu-link">Service Providers</a> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/software-providers" class="minimal-mobile-menu-link">Software Providers</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/analyst_relations" class="minimal-mobile-menu-link">Analyst Relations</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/demand_generation" class="minimal-mobile-menu-link">Demand Generation</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/services/vendors/product-marketing" class="minimal-mobile-menu-link">Product Marketing</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/vendor-coverage" class="minimal-mobile-menu-link">Market Coverage</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/briefing" class="minimal-mobile-menu-link">Request a Briefing</a> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources" class="minimal-mobile-menu-link">Resources</a> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards" class="minimal-mobile-menu-link">Award Programs</a> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards/innovation" class="minimal-mobile-menu-link">Digital Innovation Awards</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/resources/awards/leadership" class="minimal-mobile-menu-link">Digital Leadership Awards</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/press-release" class="minimal-mobile-menu-link">Press Releases</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/events-old" class="minimal-mobile-menu-link">Events & Webinars</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/media" class="minimal-mobile-menu-link">Media Kit</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/careers" class="minimal-mobile-menu-link">Careers</a> </li> </ul> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net/join-our-community" class="minimal-mobile-menu-link">Join our Community</a> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <a href="https://www.isg-research.net" class="minimal-mobile-menu-link">Home</a> </li> </ul>  <div class="minimal-header__mobile-nav__mmenu__content"> </div>  <script> $(document).ready(function(){ $(".mm-listitem__text").append(""); }); $(document).ready(function(){ $("#minimal-header__mobile-nav__mmenu .mm-panels .mm-panel .mm-listview li span a span span ").click(function(){ $(".minimal-header__mobile-nav__mmenu__content").toggleClass("active"); }); }); </script> </div> </div> <div class="minimal-mega-menu mega-menu-1 minimal-mega-menu--col5 minimal-mega-menu--20_20_20_20_20" data-mega-menu-title="Expertise"> <div class="minimal-content-wrapper"> <div class="minimal-mega-menu__inner"> <div class="minimal-mega-menu__col minimal-mega-menu__col1"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_1.richtext"><a href="https://www.ventanaresearch.com/analytics-and-data" rel="noopener">Analytics & Data</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/artificalintelligencemachinelearning" target="_self" class="expertise-mega-menu-item" role="menuitem">AI & Machine Learning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/analytics" target="_self" class="expertise-mega-menu-item" role="menuitem">Analytics</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-intelligence" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Intelligence</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-operations" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/data-platforms" target="_self" class="expertise-mega-menu-item" role="menuitem">Data Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/analytics-and-data/streaming-and-events" target="_self" class="expertise-mega-menu-item" role="menuitem">Streaming & Events</a></li> </ul>   <a href="https://www.ventanaresearch.com/artificial-intelligence" rel="noopener">Artificial Intelligence</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/computer-vision" target="_self" role="menuitem">Computer Vision</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/deep-learning" target="_self" role="menuitem">Deep Learning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/generative-ai" target="_self" role="menuitem">Generative AI</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/mlops" target="_self" role="menuitem">Machine Learning Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/model-building-and-llm" target="_self" role="menuitem">Model Building & Large Language Models</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/artificial-intelligence/natural-language-processing" target="_self" role="menuitem">Natural Language Processing</a></li> </ul></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col2"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_2.richtext"><a href="https://www.ventanaresearch.com/customerexperience" rel="noopener">Customer Experience</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/agentmanagement" target="_self" class="expertise-mega-menu-item" role="menuitem">Agent Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/contactcenter" target="_self" class="expertise-mega-menu-item" role="menuitem">Contact Center</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/customerexperiencemanagement" target="_self" class="expertise-mega-menu-item" role="menuitem">Customer Experience Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/fieldservice" target="_self" class="expertise-mega-menu-item" role="menuitem">Field Service</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/intelligentselfservice" target="_self" class="expertise-mega-menu-item" role="menuitem">Intelligent Self-Service</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/customerexperience/voiceofthecustomer" target="_self" class="expertise-mega-menu-item" role="menuitem">Voice of the Customer</a></li> </ul>   <a href="https://www.ventanaresearch.com/digitalbusiness" rel="noopener">Digital Business</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-applications" target="_self" role="menuitem">Digital Applications</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digitalcommunications" target="_self" role="menuitem">Digital Communications</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-intelligence" target="_self" role="menuitem">Digital Intelligence</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/digital-operations" target="_self" role="menuitem">Digital Operations</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/experiencemanagement" target="_self" role="menuitem">Experience Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/generative-ai" target="_self" role="menuitem">Generative AI</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/performancemanagement" target="_self" role="menuitem">Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/sustainabilityandesg" target="_self" role="menuitem">Sustainability & ESG</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitalbusiness/workmanagement" target="_self" role="menuitem">Work Management</a></li> </ul></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col3"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_3.richtext"><a href="https://www.ventanaresearch.com/digitaltechnology" rel="noopener">Digital Technology</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/businesscontinuity" target="_self" role="menuitem"> Business Continuity</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/cloudcomputing" target="_self" role="menuitem"> Cloud Computing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/devops" target="_self" role="menuitem"> DevOps and Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/digitalsecurity" target="_self" role="menuitem"> Digital Security</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/intelligentautomation" target="_self" role="menuitem"> Intelligent Automation</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/internetofthings" target="_self" role="menuitem"> IoT and Edge Computing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/itops" target="_self" role="menuitem"> ITOps</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/it-service-management" target="_self" role="menuitem"> IT Service Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/digitaltechnology/observability" target="_self" role="menuitem"> Observability</a></li> </ul>   <a href="https://www.ventanaresearch.com/humancapitalmanagement" rel="noopener">Human Capital Management</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/employeeexperience" target="_self" role="menuitem">Employee Experience</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/learningmanagement" target="_self" role="menuitem">Learning Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/payrollmanagement" target="_self" role="menuitem">Payroll Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/talentmanagement" target="_self" role="menuitem">Talent Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancaptialmanagement/totalcompensationmanagement" target="_self" role="menuitem">Total Compensation Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/humancapitalmanagement/workforcemanagement" target="_self" role="menuitem">Workforce Management</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col4"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_4.richtext"><a href="https://www.ventanaresearch.com/marketing" rel="noopener">Marketing</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/customerdataplatforms" target="_self" role="menuitem">Customer Data Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/digitalexperienceplatforms" target="_self" role="menuitem">Digital Experience Platforms</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/digitalmarketing" target="_self" role="menuitem">Digital Marketing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/intelligentmarketing" target="_self" role="menuitem">Intelligent Marketing</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/marketingperformancemanagement" target="_self" role="menuitem">Marketing Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/marketing/productexperiencemanagement" target="_self" role="menuitem">Product Experience Management</a></li> </ul>   <a href="https://www.ventanaresearch.com/officeoffinance" rel="noopener">Office of Finance</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/businessplanning" target="_self" role="menuitem">Business Planning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/consolidate-and-close-management" target="_self" role="menuitem">Consolidate and Close Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/digitalfinance" target="_self" role="menuitem">Digital Finance</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/erpandcontinuousaccounting" target="_self" role="menuitem">ERP & Continuous Accounting</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/order-to-cash" target="_self" role="menuitem">Order-to-Cash</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeoffinance/procure-to-pay" target="_self" role="menuitem">Procure-to-Pay</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col5"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_5.richtext"><a href="https://www.ventanaresearch.com/officeofrevenue" rel="noopener">Office of Revenue</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/digitalcommerce" target="_self" role="menuitem">Digital Commerce</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/partnermanagement" target="_self" role="menuitem">Partner Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/revenuemanagement" target="_self" role="menuitem">Revenue Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/revenueperformancemanagement" target="_self" role="menuitem">Revenue Performance Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/salesengagement" target="_self" role="menuitem">Sales Engagement</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/officeofrevenue/subscriptionmanagement" target="_self" role="menuitem">Subscription Management</a></li> </ul>   <a href="https://www.ventanaresearch.com/operationsandsupplychain" rel="noopener">Operations & Supply Chain</a> <ul role="menu"> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/continuousplanning" target="_self" role="menuitem">Continuous Planning</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/continuousupplychainanderp" target="_self" role="menuitem">Continuous Supply Chain & ERP</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/productinformationmanagement" target="_self" role="menuitem">Product Information Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/propertytechnology" target="_self" role="menuitem">Property Technology</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/supplierrelationshipmanagement" target="_self" role="menuitem">Supplier Relationship Management</a></li> <li class="expertise-mega-menu"><a href="https://www.ventanaresearch.com/focus/operationsandsupplychain/sustainabilitymanagement" target="_self" role="menuitem">Sustainability Management</a></li> </ul></div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <div class="minimal-mega-menu mega-menu-2 minimal-mega-menu--col3 minimal-mega-menu--33_33_33" data-mega-menu-title="Services"> <div class="minimal-content-wrapper"> <div class="minimal-mega-menu__inner"> <div class="minimal-mega-menu__col minimal-mega-menu__col1"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_1.richtext"><a href="https://www.ventanaresearch.com/services/organizations" rel="noopener">Services for Organizations</a> Using our research, best practices and expertise, we help you understand how to optimize your business processes using applications, information and technology. We provide advisory, education, and assessment services to rapidly identify and prioritize areas for improvement and perform vendor selection <a href="https://www.ventanaresearch.com/services/strategy-sessions-for-users" rel="noopener">Consulting & Strategy Sessions</a> <a href="https://www.ventanaresearch.com/services/ventana_on-demand/organizations" rel="noopener">Ventana On Demand</a></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col2"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_2.richtext"><a href="https://www.ventanaresearch.com/services/investment-firms" rel="noopener">Services for Investment Firms</a> We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution. <a href="https://www.ventanaresearch.com/services/strategy-sessions-for-users" rel="noopener">Consulting & Strategy Sessions</a> <a href="https://www.ventanaresearch.com/services/ventana_on-demand/investment-firms" rel="noopener">Ventana On Demand</a></div> <ul></ul> <div class="mega-form"> </div> <div class="bottom_rich_text"> </div> </div> </div> <div class="minimal-mega-menu__col minimal-mega-menu__col3"> <div class="minimal-mega-menu__col__inner"> <div id="hs_cos_wrapper_widget_1687168884328_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_inline_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="inline_rich_text" data-hs-cos-field="column_3.richtext"><a href="https://www.ventanaresearch.com/services/vendors" rel="noopener">Services for Technology Vendors</a> We provide guidance using our market research and expertise to significantly improve your marketing, sales and product efforts. We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution. <a href="https://www.ventanaresearch.com/services/vendors/analyst_relations" rel="noopener">Analyst Relations</a> <a href="https://www.ventanaresearch.com/services/vendors/demand_generation" rel="noopener">Demand Generation</a> <a href="https://www.ventanaresearch.com/services/vendors/product-marketing" rel="noopener">Product Marketing</a> <a href="https://www.ventanaresearch.com/vendor-coverage" target="_self" role="menuitem">Market Coverage</a> <a href="https://www.ventanaresearch.com/briefing" target="_self" role="menuitem">Request a Briefing</a> </div> <ul></ul> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531223305/1725882478811/Ventana_Research_2023/js/mmenu.min.js"></script> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div id="hs_cos_wrapper_Structured_data" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"></div> <div class="body-container-wrapper"> <div class="blog-header background-image post_page_2" data-bg-color="secondary" style="background-size:cover;background-position:50%;background-repeat:no-repeat;background-image:url(https://blog.isg-research.net/hubfs/_images/_backgrounds/314838419_1200px.jpg)">  <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section">  <h1 class="analyst-header-title">Analyst Perspectives</h1>  </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/2016/11/09/splunk-delivers-insights-from-machines/">Splunk Delivers Insights from Machines</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/david-menninger"> David Menninger </a> on 09 November 2016 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="//blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg" width="200" !important: srcset="//blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=100&name=shutterstock_314838419-1.jpg 100w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg 200w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=300&name=shutterstock_314838419-1.jpg 300w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=400&name=shutterstock_314838419-1.jpg 400w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=500&name=shutterstock_314838419-1.jpg 500w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=600&name=shutterstock_314838419-1.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> I recently attended .conf2016, Splunk’s seventh annual user conference. Splunk created the market for analyzing machine data (shorthand for machine-generated data), which consists of log files and event data from various types of systems and devices. Our <a href="//www.ventanaresearch.com/BigDataAnalytics/" target="_blank">big data analytics benchmark research</a> shows that these are two of the most common sources of big data that organizations analyze. This market has proven to be fertile ground for Splunk, growing steadily with revenues more than doubling over the... </div> <a href="https://blog.isg-research.net/2016/11/09/splunk-delivers-insights-from-machines/"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning</a>, <a href="https://blog.isg-research.net/topic/splunk">Splunk</a>, <a href="https://blog.isg-research.net/topic/analytics">Analytics</a>, <a href="https://blog.isg-research.net/topic/machine-data">Machine data</a>, <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence</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/2013/02/09/splunk-provides-operational-intelligence-in-the-cloud">Splunk Provides Operational Intelligence in the Cloud</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on 09 February 2013 </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_2012_techaward_winner_logo1-4.jpg?width=200&name=vr_2012_techaward_winner_logo1-4.jpg" width="200" !important: srcset="https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=100&name=vr_2012_techaward_winner_logo1-4.jpg 100w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=200&name=vr_2012_techaward_winner_logo1-4.jpg 200w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=300&name=vr_2012_techaward_winner_logo1-4.jpg 300w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=400&name=vr_2012_techaward_winner_logo1-4.jpg 400w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=500&name=vr_2012_techaward_winner_logo1-4.jpg 500w, https://blog.isg-research.net/hs-fs/hubfs/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg?width=600&name=vr_2012_techaward_winner_logo1-4.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> Splunk’s innovated ability to access and use machine data for targeted operational insights can help improve IT and enhance business operational efficiency. Its work to capitalize on big data was part of <a href="//marksmith.ventanaresearch.com/2012/04/27/splunk-big-data-machine-for-operational-intelligence/" target="_blank">my last analysis</a>, while my colleague Tony Cosentino looked at its focus on <a href="http://tonycosentino.ventanaresearch.com/2012/09/14/splunk-bids-to-be-king-of-search-and-operational-analytics/" target="_blank">search and operational analytics</a>. Splunk also was a recipient of the <a href="//www.ventanaresearch.com/resources/resources.aspx?id=3519" target="_blank">2012 Ventana Research Technology Innovation Award for IT Performance</a> for <a href="http://www.splunk.com/view/splunk/SP-CAAAG57" target="_blank">Splunk Enterprise</a>. </div> <a href="https://blog.isg-research.net/2013/02/09/splunk-provides-operational-intelligence-in-the-cloud"> 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/splunk">Splunk</a>, <a href="https://blog.isg-research.net/topic/it-performance">IT Performance</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/information-applications">Information Applications</a>, <a href="https://blog.isg-research.net/topic/information-management">Information Management</a>, <a href="https://blog.isg-research.net/topic/machine-data">Machine data</a>, <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://blog.isg-research.net/2012/04/27/splunk-big-data-machine-for-operational-intelligence">Splunk: Big Data Machine for Operational Intelligence</a></h2> <div class="author-meta"> Posted by <a href="https://blog.isg-research.net/author/mark-smith"> Mark Smith </a> on 27 April 2012 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="" width="200" !important:> </div> <a href="http://www.splunk.com" target="_blank">Splunk</a> recently entered the financial markets as a publicly traded company (NASDAQ: SPLK) and also entered a new phase in its corporate growth. Splunk combines the power of search and discovery with analytics on data generated by IT systems, that they call machine data, and provide insight for a new generation of operational intelligence that helps everyone in IT including the CIO determine the efficiency of its systems that support business. The company has built a platform that can index data... </div> <a href="https://blog.isg-research.net/2012/04/27/splunk-big-data-machine-for-operational-intelligence"> 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/social-media">Social Media</a>, <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance</a>, <a href="https://blog.isg-research.net/topic/splunk">Splunk</a>, <a href="https://blog.isg-research.net/topic/it-performance">IT Performance</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-mobility">Business Mobility</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/business-technology">Business Technology</a>, <a href="https://blog.isg-research.net/topic/cio">CIO</a>, <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance</a>, <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC)</a>, <a href="https://blog.isg-research.net/topic/information-applications">Information Applications</a>, <a href="https://blog.isg-research.net/topic/information-management">Information Management</a>, <a href="https://blog.isg-research.net/topic/information-technology">Information Technology</a>, <a href="https://blog.isg-research.net/topic/it-analytics">IT Analytics</a>, <a href="https://blog.isg-research.net/topic/location-intelligence">Location Intelligence</a>, <a href="https://blog.isg-research.net/topic/machine-data">Machine data</a>, <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://blog.isg-research.net/topic/stratahadoop">Strata+Hadoop</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/2011/09/09/splunk-makes-machine-generated-big-data-serve-analytics">Splunk Makes Machine-Generated Big Data Serve 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 September 2011 </div> <hr>  </div> <div class="list-card-p"><div class="wrapingimage"> <img src="//blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg" width="200" !important: srcset="//blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=100&name=shutterstock_314838419-1.jpg 100w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=200&name=shutterstock_314838419-1.jpg 200w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=300&name=shutterstock_314838419-1.jpg 300w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=400&name=shutterstock_314838419-1.jpg 400w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=500&name=shutterstock_314838419-1.jpg 500w, //blog.isg-research.net/hs-fs/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg?width=600&name=shutterstock_314838419-1.jpg 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <a title="Splunk" href="http://www.splunk.com/" target="_blank">Splunk</a> may be one of the biggest software companies you’ve never heard of. I’ve been following the seven-year-old company for over six months now and recently attended its second annual user conference. Splunk focuses on analyzing large volumes of machine-generated data in underlying applications and systems, which includes application and system logs, network traffic, sensor data, click streams and other loosely structured information sources. Many of these “big data” sources are the same... </div> <a href="https://blog.isg-research.net/2011/09/09/splunk-makes-machine-generated-big-data-serve-analytics"> Read More </a> Topics: <a href="https://blog.isg-research.net/topic/big-data">Big Data</a>, <a href="https://blog.isg-research.net/topic/predictive-analytics">Predictive Analytics</a>, <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance</a>, <a href="https://blog.isg-research.net/topic/social-media">Social Media</a>, <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance</a>, <a href="https://blog.isg-research.net/topic/it-performance">IT Performance</a>, <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance</a>, <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics</a>, <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence</a>, <a href="https://blog.isg-research.net/topic/business-performance">Business Performance</a>, <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center</a>, <a href="https://blog.isg-research.net/topic/machine-data">Machine data</a>, <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence</a>, <a href="https://blog.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM)</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); } }; // Category filters $('.all').click( function() { checkClass(); }); // Active tag $('.bttn').click(function(){ $('.bttn').removeClass('active'); $(this).addClass('active'); }) </script> </div> <div class="blog-numeric-pagination span12 ">   </div> </div> <div class="blog-sidebar">   <style> .blog-sidebar h3 { font-size: 18px; margin-bottom: 30px; position: relative; color: var(--light_blue); padding-top:40px; } .btn-secondary, .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } </style> <a href="https://cta-redirect.hubspot.com/cta/redirect/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be"><img class="hs-cta-img" id="hs-cta-img-960cd0b7-7494-40d3-ac1c-5825d5a075be" style="border-width:0px;" src="https://no-cache.hubspot.com/cta/default/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be.png" alt="JOIN OUR COMMUNITY"></a><script charset="utf-8" src="https://js.hscta.net/cta/current.js"></script><script type="text/javascript"> hbspt.cta.load(2035844, '960cd0b7-7494-40d3-ac1c-5825d5a075be', {"useNewLoader":"true","region":"na1"}); </script> <h3>Our Analyst Perspective Policy</h3> <ul> <li style="display: none; list-style: none;"> Ventana Research’s Analyst Perspectives are fact-based analysis and guidance on business, <g class="gr_ gr_12 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-ins replaceWithoutSep" id="12" data-gr-id="12">industry</g> and technology vendor trends. Each Analyst Perspective presents the view of the analyst who is an established subject matter expert on new developments, business and technology trends, findings from our research, or best practice insights. Each is prepared and reviewed in accordance with Ventana Research’s strict standards for accuracy and objectivity and reviewed to ensure it delivers reliable and actionable insights. It is reviewed and edited by research management and is approved by the Chief Research Officer; no individual or organization outside of Ventana Research reviews any Analyst Perspective before it is published. If you have any issue with an Analyst Perspective, please email them to <a href="mailto:ChiefResearchOfficer@ventanaresearch.com" style="color: #284a7b;">ChiefResearchOfficer@ventanaresearch.com</a> </li> </ul> <a class="btn-secondary" href="https://www.ventanaresearch.com/analyst-perspective-policy">View Policy</a>  <div id="hs_cos_wrapper_module_168621267066296" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><style> </style> <h3 style="color: #255a89;">Our Analysts</h3>  <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://davidmenninger.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png" alt="David Menninger" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&name=Menninger.David%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&name=Menninger.David%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&name=Menninger.David%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&name=Menninger.David%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=300&name=Menninger.David%20Pic.Circle.png 300w"> <h5 class="analyst_name">David Menninger</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://jefforr.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png" alt="Jeff Orr" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&name=Orr.Jeff.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&name=Orr.Jeff.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&name=Orr.Jeff.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&name=Orr.Jeff.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=300&name=Orr.Jeff.Circle.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Jeff Orr</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://keithdawson.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png" alt="Keith Dawson" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&name=Dawson.Keith%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&name=Dawson.Keith%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&name=Dawson.Keith%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&name=Dawson.Keith%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=300&name=Dawson.Keith%20Pic.Circle.png 300w"> <h5 class="analyst_name">Keith Dawson</h5> </a> </div> <div class="span6" style="text-align:center;"> <a href="https://marksmith.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png" alt="Mark Smith" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&name=Smith.Mark%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&name=Smith.Mark%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&name=Smith.Mark%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&name=Smith.Mark%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=300&name=Smith.Mark%20Pic.Circle.png 300w"> <h5 class="analyst_name">Mark Smith</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://mattaslett.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png" alt="Matt Aslett" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&name=Aslett.Matt%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&name=Aslett.Matt%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&name=Aslett.Matt%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&name=Aslett.Matt%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=300&name=Aslett.Matt%20Pic.Circle.png 300w"> <h5 class="analyst_name">Matt Aslett</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://matthewbrown.isg-research.net/"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png" alt="Matthew Brown" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=50&name=profile_vr_matthew_brown_circle_900x900.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=150&name=profile_vr_matthew_brown_circle_900x900.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=200&name=profile_vr_matthew_brown_circle_900x900.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=250&name=profile_vr_matthew_brown_circle_900x900.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=300&name=profile_vr_matthew_brown_circle_900x900.png 300w"> <h5 class="analyst_name">Matthew Brown</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://robertkugel.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png" alt="Robert Kugel" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&name=Kugel.Robert%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&name=Kugel.Robert%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&name=Kugel.Robert%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&name=Kugel.Robert%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=300&name=Kugel.Robert%20Pic.Circle.png 300w"> <h5 class="analyst_name">Robert Kugel</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://stephenhurrell.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png" alt="Stephen Hurrell" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&name=Hurrell.Stephen%20Pic.Circle.png 50w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png 100w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&name=Hurrell.Stephen%20Pic.Circle.png 150w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&name=Hurrell.Stephen%20Pic.Circle.png 200w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&name=Hurrell.Stephen%20Pic.Circle.png 250w, https://blog.isg-research.net/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=300&name=Hurrell.Stephen%20Pic.Circle.png 300w"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> </div>   <div class="row-fluid">  <div style="text-align: center;"> <a href="https://blog.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png" alt="ISG Software Research" width="100" data-constrained="true" caption="false" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&name=ISG_Bug_Reverse_Transparent.png 50w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png 100w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&name=ISG_Bug_Reverse_Transparent.png 150w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&name=ISG_Bug_Reverse_Transparent.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&name=ISG_Bug_Reverse_Transparent.png 250w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=300&name=ISG_Bug_Reverse_Transparent.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">ISG Software Research</h5> </a> </div> </div>  </div> <div id="hs_cos_wrapper_module_1552944263900179" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module widget-type-form" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <h3 id="hs_cos_wrapper_module_1552944263900179_title" class="hs_cos_wrapper form-title" data-hs-cos-general-type="widget_field" data-hs-cos-type="text">Subscribe to Email Updates</h3> <div id="hs_form_target_module_1552944263900179"></div> </div>  <div class="block"> <h3>Posts by Month</h3> <div class="widget-module"> <ul> <li> <a href="https://blog.isg-research.net/archive/2025/02">February 2025 (2)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2025/01">January 2025 (14)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/12">December 2024 (1)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/11">November 2024 (10)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/10">October 2024 (12)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/09">September 2024 (6)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/08">August 2024 (10)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/07">July 2024 (11)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/06">June 2024 (7)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/05">May 2024 (16)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/04">April 2024 (12)</a> </li> <li> <a href="https://blog.isg-research.net/archive/2024/03">March 2024 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2024/02">February 2024 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2024/01">January 2024 (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/12">December 2023 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/11">November 2023 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/10">October 2023 (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/09">September 2023 (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/08">August 2023 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/07">July 2023 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/06">June 2023 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/05">May 2023 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/04">April 2023 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/03">March 2023 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/02">February 2023 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2023/01">January 2023 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/12">December 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/11">November 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/10">October 2022 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/09">September 2022 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/08">August 2022 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/07">July 2022 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/06">June 2022 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/05">May 2022 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/04">April 2022 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/03">March 2022 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/02">February 2022 (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2022/01">January 2022 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/12">December 2021 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/11">November 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/10">October 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/09">September 2021 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/08">August 2021 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/07">July 2021 (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/06">June 2021 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/05">May 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/04">April 2021 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/03">March 2021 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/02">February 2021 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2021/01">January 2021 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/12">December 2020 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/11">November 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/10">October 2020 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/09">September 2020 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/08">August 2020 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/07">July 2020 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/06">June 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/05">May 2020 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/04">April 2020 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/03">March 2020 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/02">February 2020 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2020/01">January 2020 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/12">December 2019 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/11">November 2019 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/10">October 2019 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/09">September 2019 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/08">August 2019 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/07">July 2019 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/06">June 2019 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/05">May 2019 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/04">April 2019 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/03">March 2019 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/02">February 2019 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2019/01">January 2019 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/12">December 2018 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/11">November 2018 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/10">October 2018 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/09">September 2018 (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/08">August 2018 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/07">July 2018 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/06">June 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/05">May 2018 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/04">April 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/03">March 2018 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/02">February 2018 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2018/01">January 2018 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/12">December 2017 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/11">November 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/10">October 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/09">September 2017 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/08">August 2017 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/07">July 2017 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/06">June 2017 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/05">May 2017 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/04">April 2017 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/03">March 2017 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/02">February 2017 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2017/01">January 2017 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/12">December 2016 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/11">November 2016 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/10">October 2016 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/09">September 2016 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/08">August 2016 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/07">July 2016 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/06">June 2016 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/05">May 2016 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/04">April 2016 (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/03">March 2016 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/02">February 2016 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2016/01">January 2016 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/12">December 2015 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/11">November 2015 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/10">October 2015 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/09">September 2015 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/08">August 2015 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/07">July 2015 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/06">June 2015 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/05">May 2015 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/04">April 2015 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/03">March 2015 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/02">February 2015 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2015/01">January 2015 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/12">December 2014 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/11">November 2014 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/10">October 2014 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/09">September 2014 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/08">August 2014 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/07">July 2014 (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/06">June 2014 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/05">May 2014 (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/04">April 2014 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/03">March 2014 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/02">February 2014 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2014/01">January 2014 (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/12">December 2013 (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/11">November 2013 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/10">October 2013 (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/09">September 2013 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/08">August 2013 (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/07">July 2013 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/06">June 2013 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/05">May 2013 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/04">April 2013 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/03">March 2013 (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/02">February 2013 (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2013/01">January 2013 (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/12">December 2012 (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/11">November 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/10">October 2012 (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/09">September 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/08">August 2012 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/07">July 2012 (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/06">June 2012 (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/05">May 2012 (32)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/04">April 2012 (23)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/03">March 2012 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/02">February 2012 (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2012/01">January 2012 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/12">December 2011 (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/11">November 2011 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/10">October 2011 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/09">September 2011 (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/08">August 2011 (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/07">July 2011 (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/06">June 2011 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/05">May 2011 (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/04">April 2011 (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/03">March 2011 (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/02">February 2011 (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2011/01">January 2011 (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/12">December 2010 (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/11">November 2010 (132)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/archive/2010/06">June 2010 (1)</a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> <div class="block"> <h3>Posts by Topic</h3> <div class="widget-module"> <ul> <li> <a href="https://blog.isg-research.net/topic/10q">10Q (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/vendor-references">[Vendor references] (2)</a> </li> <li> <a href="https://blog.isg-research.net/topic/absolute-data">Absolute Data (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/accessibility">Accessibility (1)</a> </li> <li> <a href="https://blog.isg-research.net/topic/accountants">accountants (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting">Accounting (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-close">accounting close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-software">accounting software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounting-analytics-erp-eam-crm-hcm-innovation-cl">accounting, analytics, ERP, EAM, CRM, HCM, innovat (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-payable">Accounts Payable (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/accounts-receivable">Accounts Receivable (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acd">ACD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/acquisition">acquisition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agent-management">agent management (110)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/agile">agile (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai">AI (33)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ai-machine-learning">AI & Machine Learning (7)</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 (959)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-data">Analytics & Data (126)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-and-data">Analytics and Data (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/analytics-in-the-cloud">analytics in the cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/and-verint">and Verint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/application">application (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ar">AR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/arcplan">arcplan (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/artificial-intelligence">Artificial intelligence (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc-606">asc 606 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/asc842">ASC842 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/assets">assets (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/audit">audit (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/augmented-analytics">Augmented Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/augmented-reality">Augmented Reality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/automation">automation (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/awards">Awards (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/azure">azure (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/backup">Backup (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/balanced-scorecard">balanced scorecard (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/banking">banking (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/benchmark">benchmark (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beps">BEPS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/beqom">beqom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/best-pracices">best pracices (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bi-platform">BI platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-analytics">big analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-data">Big Data (431)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/big-query">big query (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-and-recurring-revenue">Billing and Recurring Revenue (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/billing-software">billing software (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain">blockchain (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/blockchain-distributed-ledger-dlt-erp-scm-supply-c">blockchain, distributed ledger, DLT, ERP, SCM, sup (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-international">BOARD International (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/board-of-directors">board of directors (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bot">Bot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bots">bots (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/box">box (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/bribery">bribery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budget">budget (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting">Budgeting (74)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-and-planning">budgeting and planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/budgeting-software">budgeting software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business">Business (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-activity-monitoring">business activity monitoring (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-analytics">Business Analytics (663)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-applications">Business Applications (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-collaboration">Business Collaboration (361)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-continuity">Business Continuity (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-digital-commerce">business digital commerce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-innovation">business innovation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence">Business Intelligence (666)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-3">business intelligence (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-2">business intelligence (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-intelligence-business-analytics-cloud-clo">Business Intelligence, Business Analytics, Cloud, (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-mobility">Business Mobility (160)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-model">business model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects">Business Objects (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-objects-predictive-analytics">Business Objects predictive analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance">Business Performance (739)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-performance-management-bpm">Business Performance Management (BPM) (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-plan">business plan (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-planning">Business Planning (99)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process">business process (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-execution">business process execution (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-management">Business Process Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-monitoring">business process monitoring (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-process-outsourcing">business process outsourcing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-suite">Business Suite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology">Business Technology (40)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-technology-innovation">Business Technology Innovation (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/business-value">business value (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calabrio">Calabrio (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center">Call Center (301)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-center-analytics">call center analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-copy">Call Copy (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/call-routing">Call Routing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callidus-software">Callidus Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calliduscloud">CallidusCloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/callminer">Callminer (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/calltower">CallTower (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cambridge-semantics">Cambridge Semantics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/camelon-software">Camelon Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-engagement">candidate engagement (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/candidate-experience">Candidate Experience (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capacity-utilization">capacity utilization (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-adequacy">capital adequacy (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-budget">capital budget (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-markets">capital markets (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/capital-spending">capital spending (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cash-management">cash management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ccaas">CCaaS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdh3">CDH3 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cdp">CDP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/celergo-hcm">Celergo HCM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cem">CEM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo">CEO (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceo-cfo-financial-performance-management-forecasti">CEO, CFO, Financial Performance Management, Foreca (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cep">CEP (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ceridian">Ceridian (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cfo">CFO (164)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/challenge">challenge (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channel">channel (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/channelinsight">ChannelInsight (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chargebacks">chargebacks (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chart-of-accounts">chart of accounts (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatbots">Chatbots (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chatter">Chatter (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chief-risk-officer">Chief Risk Officer (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/chro">CHRO (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ci-cd">CI/CD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cicero">Cicero (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cincom">Cincom (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio">CIO (112)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cio-callenges">cio callenges (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cirro">Cirro (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cisco">Cisco (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ciso">CISO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarabridge">Clarabridge (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clarity-systems">Clarity Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/clickfox">Clickfox (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/close">close (43)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closed-loop">closed loop (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/closing">closing (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud">Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-analytics">cloud analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-business-intelligence">cloud business intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-computing">Cloud Computing (863)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud-erp">cloud ERP (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloud9-analytics">Cloud9 Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudera">Cloudera (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cloudops">CloudOps (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cmo">CMO (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coaching">coaching (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coda">CODA (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognitive-computing">Cognitive Computing (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos">Cognos (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-analytics">cognos analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-enterprise">cognos enterprise (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-express">cognos express (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cognos-insight">cognos insight (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration">Collaboration (263)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaboration-for-business">collaboration for business (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-conversational-computing">Collaborative & Conversational Computing (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-analytics">Collaborative Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/collaborative-computing">collaborative computing (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commerce">Commerce (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commission">commission (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-model">commodity model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/commodity-models">commodity models (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/communications">communications (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compensation">Compensation (64)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/competition">competition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/complex-event-processing">Complex Event Processing (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/compliance">compliance (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-document">Composite document (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/composite-software">Composite Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computer-vision">Computer Vision (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/computing">computing (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/concur">Concur (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/confirmit">Confirmit (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connectwise">ConnectWise (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/connotate">Connotate (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-and-close-management">Consolidate and Close Management (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidate-close-report">Consolidate/Close/Report (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidating">consolidating (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consolidation">Consolidation (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/consulting">Consulting (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center">Contact Center (439)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contact-center-analytics">Contact Center Analytics (226)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contactual">Contactual (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/container">container (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/content-management">Content Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency">contingency (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contingency-planning">contingency planning (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-accounting">Continuous Accounting (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-improvement">continuous improvement (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-payroll">Continuous Payroll (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-planning">Continuous Planning (60)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain">continuous supply chain (42)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-supply-chain-erp">Continuous Supply Chain & ERP (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/continuous-threat-exposure-management">Continuous Threat Exposure Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract">contract (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/contract-management">contract management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/control">control (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller">Controller (36)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controller-2">controller (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/controls">controls (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-ai">Conversational AI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-computing">Conversational Computing (45)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/conversational-marketing">Conversational Marketing (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/coo">COO (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/core-hr">Core HR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cornerstone-ondemand">Cornerstone OnDemand (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-finance">Corporate Finance (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corporate-governance">Corporate Governance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/corvisa-cloud">Corvisa Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cost-management">Cost Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/costing">costing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpaas">CPaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cpq">CPQ (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/credit">credit (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crisis">crisis (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm">CRM (267)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crm-customer-service">CRM customer service (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cro">CRO (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cryptic">cryptic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cryptography">Cryptography (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/crystal-reports">Crystal reports (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctalk-ltd">cTalk Ltd (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ctem">CTEM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cto">CTO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/currency">currency (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer">Customer (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-contact-center">Customer & Contact Center (557)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-analytics">Customer Analytics (263)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-communications">Customer Communications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-management">Customer Data Management (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-data-platforms">Customer Data Platforms (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-digital-technology">Customer Digital Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-engagement">Customer Engagement (70)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-excellence">Customer Excellence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience">Customer Experience (534)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-experience-management">Customer Experience Management (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback">Customer Feedback (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-feedback-management">Customer Feedback Management (123)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-information-management">Customer Information Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-intelligence">Customer Intelligence (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-interaction-technology">Customer Interaction Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-journey-maps">Customer Journey Maps (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-life-cycle">customer life cycle (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-performance">Customer Performance (109)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-relationship-management">Customer Relationship Management (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service">Customer Service (289)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-service-and-support">customer service and support (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/customer-success">Customer Success (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cxm">CXM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/cybersecurity">Cybersecurity (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboard">dashboard (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dashboards">Dashboards (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data">Data (305)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-analytics">Data Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-artisan">data artisan (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-blending">data blending (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-catalog">Data catalog (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-democratization">Data Democratization (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-discovery">Data Discovery (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-fabric">data fabric (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-governance">Data Governance (155)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integration">Data Integration (82)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-integrity">data integrity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/data-intelligence">Data Intelligence (18)</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 (49)</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 (112)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-innovation-awards">Digital Innovation Awards (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-intelligence">Digital Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-interviewing">Digital Interviewing (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-marketing">Digital Marketing (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-operations">Digital Operations (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-publishing">Digital Publishing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-security">Digital Security (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-technology">Digital Technology (294)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/digital-transformation">Digital transformation (20)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/direct-data-mapping">Direct Data Mapping (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/disaster-recovery">Disaster Recovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery">Discovery (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-analytics">discovery analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/discovery-tools">discovery tools (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/distribution">distribution (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dns">DNS (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/document-management">Document Management (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dodd-frank">Dodd-Frank (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domestic-payroll">Domestic Payroll (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/domo">Domo (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dovetail">Dovetail (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dreamforce">Dreamforce (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-analysis">driver analysis (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based">driver-based (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/driver-based-planning">driver-based planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics">Dynamics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-ax">Dynamics AX (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-gp">Dynamics GP (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/dynamics-nav-dynamics-sl">Dynamics NAV Dynamics SL (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/e-discovery">e-discovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/echopass">Echopass (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eclipse">Eclipse (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/edi">EDI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ediscovery">eDiscovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/editorial">Editorial (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/effectiveness">effectiveness (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eg-solutions">eg Solutions (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/elasticube">elasticube (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/eloqua">Eloqua (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/embedded-analytics">embedded analytics (95)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/emc">EMC (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-engagement">Employee Engagement (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-experience">employee experience (48)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-onboarding">Employee Onboarding (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/employee-productivity">Employee Productivity (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/empower">Empower (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/end-to-end">end-to-end (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/endeca">endeca (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enghouse-interactive">Enghouse interactive (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enkata">Enkata (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-applications">Enterprise Applications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-data-strategy">Enterprise Data Strategy (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-messaging-internet-of-things-iot-middle">Enterprise messaging, Internet of Things, IoT, mid (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-profitability-management">enterprise profitability management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-resource-planning">Enterprise Resource Planning (72)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-risk-management">enterprise risk management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-software">Enterprise Software (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-spreadsheet">enterprise spreadsheet (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterprise-tax">Enterprise Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/enterworks">Enterworks (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environment-management">Environment Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/environmental">Environmental (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/envision">Envision (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epicor">Epicor (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/epiphany">Epiphany (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equifax">Equifax (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/equity-research">equity research (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erm">ERM (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp">ERP (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/erp-and-continuous-accounting">ERP and Continuous Accounting (155)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/error">error (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esg">ESG (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/esri">ESRI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/essbase">Essbase (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ethority">eThority (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-data">Event Data (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-discovery">Event discovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream">Event Stream (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-stream-processing">Event Stream Processing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/event-streams">Event Streams (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exacttarget">ExactTarget (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exadata">exadata (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exalytics">Exalytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excel">Excel (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/excentive">Excentive (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/executive">executive (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense">expense (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expense-management">expense management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/experience-management">Experience Management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/expert-systems">Expert Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploration">Exploration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exploratory-analytics">exploratory analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/explorium">Explorium (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-close">extended close (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/extended-reality">extended reality (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/external-data-platform">External Data Platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/exterro">Exterro (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/f-type">F-Type (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fasb">FASB (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fast-close">Fast close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/feedback">Feedback (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fei">FEI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ferf-ceo">FERF CEO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/field-service">Field Service (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance">finance (53)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-analytics">Finance Analytics (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-cloud">finance cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-financial-applications-financial-close">Finance Financial Applications Financial Close (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-performance-management">Finance Performance Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/finance-transformation">finance transformation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial">financial (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-analytics">financial analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-applications">Financial Applications (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-close">Financial Close (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-governance">Financial Governance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-management">Financial Management (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-model">financial model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance">Financial Performance (561)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-2">financial performance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management">Financial Performance Management (237)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-performance-management-fpm">Financial Performance Management (FPM) (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-planning">financial planning (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-regulation">financial regulation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-reporting">financial reporting (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-risk-management">financial risk management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-services">Financial Services (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-software">financial software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-standards">financial standards (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-statement">financial statement (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financial-systems">financial systems (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce">FinancialForce (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financialforce-com">FinancialForce.com (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/financials">financials (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/five9">Five9 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/flow">flow (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fms">FMS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/for-example-genesys">for example Genesys (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecast">Forecast (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/forecasting">forecasting (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpa">FP&A (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fpm">FPM (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fraud">Fraud (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fuel50">Fuel50 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/fusion-applications">Fusion Applications (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gaap">GAAP (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gamifiacation">Gamifiacation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gartner">Gartner (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genai">GenAI (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/generative-ai">Generative AI (44)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/genesys">Genesys (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/geographic-information-systems">Geographic Information Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gis">GIS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/global-payroll">Global Payroll (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/globoforce">Globoforce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/golden-records">Golden Records. (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gooddata">Gooddata (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/google">Google (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance">Governance (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk">Governance & Risk (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-and-compliance">Governance Risk and Compliance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC) (143)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc">GRC (55)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/grc-governance-risk-compliance-risk-management-wat">GRC, governance, risk, compliance, risk management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/green">Green (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/greenplum">Greenplum (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/gui">GUI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hadoop">Hadoop (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hana">HANA (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/harvard-business-review">Harvard Business Review (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hawq">HAWQ (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm">HCM (57)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-analytics">HCM Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-systems">HCM Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hcm-hr-hrms-workforce-management-learning-manageme">HCM, HR, HRMS, Workforce Management, Learning Mana (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdfs">HDFS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdinsights">HDinsights (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hdp">HDP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/headcount-planning">headcount planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-compliance">Healthcare Compliance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/healthcare-reform">Healthcare Reform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/heiler">Heiler (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hewlett-packard">Hewlett Packard (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hirevue">HireVue (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hiring">Hiring (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive">Hive (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hive9-marketing-performance-management">Hive9 Marketing Performance Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hortonworks">Hortonworks (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hospitality">Hospitality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/host-analytics">Host Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp">HP (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-neoview">HP Neoview (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hp-touchpad">HP Touchpad (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr">HR (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-analytics">HR Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-management">HR Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-managementhrms">HR Management(HRMS) (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-research">HR research (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-tech">HR Tech (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology">HR technology (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hr-technology-conference">HR Technology Conference (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrpayroll">HR/Payroll (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hris">HRIS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hrms">HRMS (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/html5">HTML5 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hubspot">HubSpot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital">Human Capital (45)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-analytics">Human Capital Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-capital-management">Human Capital Management (309)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-concepts">Human Concepts (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/human-resources-management">Human Resources Management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hunite">Hunite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybrid-cloud-platforms">Hybrid Cloud Platforms (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hybris">Hybris (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/hyperion">Hyperion (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/i9">I9 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iac">IaC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iasb">IASB (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm">IBM (73)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-business-analytics">IBM Business Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-db2">IBM DB2 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-predictive-customer-intelligence">IBM Predictive Customer Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-spss">IBM SPSS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibm-watson">IBM Watson (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ibp">IBP (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs">IFRS (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ifrs16">IFRS16 (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/impala">Impala (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory">In-memory (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/in-memory-computing">In-Memory Computing (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inclusion">Inclusion (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/incontact">InContact (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/industry-analyst">Industry Analyst (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inetsoft">InetSoft (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/influencers">Influencers (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infodiscovery">InfoDiscovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infomgt-location">InfoMgt; Location (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infopia">InfoPia (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor">Infor (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infor-birst">Infor Birst (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica">Informatica (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-cloud">Informatica Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-hparser">Informatica HParser (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatica-world">Informatica World (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/informatics">Informatics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information">Information (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-applications">Information Applications (222)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-availability">Information Availability (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builder-iway">Information Builder iway (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders">Information Builders (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-builders-summit-2019">Information Builders Summit 2019 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-discovery">Information Discovery (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-life-cycle-management">Information Life Cycle Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management">Information Management (381)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-management-im">Information Management (IM) (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-optimization">Information Optimization (52)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-platform">Information Platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/information-technology">Information Technology (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/infosphere">InfoSphere (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-management">Initiatives Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/initiatives-planning">Initiatives Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inkling">inkling (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/innovation-awards">Innovation Awards (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/insights">Insights (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intacct">Intacct (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/integrated-business-planning">Integrated Business Planning (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-automation">Intelligent Automation (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-cx">Intelligent CX (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-marketing">intelligent marketing (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-memory">Intelligent Memory (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-sales">intelligent sales (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intelligent-self-service">Intelligent Self-Service (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactions">Interactions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence">Interactive Intelligence (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/interactive-intelligence-jacada">Interactive Intelligence Jacada (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intercompany-financial-management">Intercompany Financial Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internal-audit">Internal Audit (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/international-finance">International Finance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-everything">Internet of Everything (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/internet-of-things">Internet of Things (74)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intradiem">Intradiem (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/intuit-quicken">Intuit Quicken (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-management">inventory management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/inventory-optimization">Inventory Optimization (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot">IOT (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-and-edge-computing">IoT and Edge Computing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/iot-operationalintelligence-real-time">IOT, OperationalIntelligence, Real-time (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ipam">IPAM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it">IT (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics">IT Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-analytics-performance">IT Analytics & Performance (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-controls">IT controls (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-cost">IT cost (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-governance">IT governance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance">IT Performance (178)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-performance-management-itpm">IT Performance Management (ITPM) (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-research">IT Research (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-risk-management">IT Risk Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/it-service-management">IT Service Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itil">ITIL (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itops">ITOps (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/itsm">ITSM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jacada">Jacada (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jaspersoft">Jaspersoft (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jd-edwards">JD Edwards (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jda-software">JDA Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jibe">Jibe (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobscience">Jobscience (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jobvite">JobVite (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/johnson-controls-panoptix">Johnson Controls Panoptix (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/jonova">Jonova (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/journalism">Journalism (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/json">JSON (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kalido">Kalido (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kana">Kana (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapow">Kapow (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kapplets">Kapplets (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/karmasphere">Karmasphere (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenandy">Kenandy (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kenexa">Kenexa (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indicators">Key Performance Indicators (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/key-performance-indictors">Key Performance Indictors (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kinaxis">Kinaxis (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knoahsoft">KnoahSoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knopahsoft">KnopahSoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowlagent">Knowlagent (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/knowledge-management">Knowledge Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kofax">Kofax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kognitio">Kognitio (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kpi">KPI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kri">KRI (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kronos">Kronos (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kxen">KXEN (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba">Kyriba (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/kyriba-financial-performance-management">Kyriba Financial Performance Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lagan">Lagan (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lan">LAN (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lasr">LASR (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson">Lawson (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lawson-software">Lawson Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning">Learning (22)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management">Learning Management (67)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/learning-management-system">Learning Management System (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-accounting">Lease Accounting (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-and-tax-accounting">lease and tax accounting (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lease-management">Lease Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leasing">leasing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/leonardo">Leonardo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/linux">Linux (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/liveops">LiveOps (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lms">LMS (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/local-ly">Local.ly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-analytics">Location Analytics (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/location-intelligence">Location Intelligence (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logi-analytics">Logi Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logitech">Logitech (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/logixml">LogiXML (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/longview">LongView (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/looker">looker (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lucent">Lucent (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lumira">Lumira (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/lxp">LXP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-conversational-computing">Machine Conversational Computing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-data">Machine data (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning">Machine Learning (36)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-and-cognitive-computing">Machine Learning and Cognitive Computing (21)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-digital-technology">Machine Learning Digital Technology (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/machine-learning-operations">Machine Learning Operations (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/management">Management (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manticore-technology">Manticore Technology (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/manufacturing">Manufacturing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapr">MapR (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mapreduce">MapReduce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-agenda">Market Agenda (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/market-research">Market Research (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing">Marketing (102)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-automation">Marketing Automation (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-performance-management">Marketing Performance Management (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-planning">Marketing Planning (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketing-sales">marketing sales (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marketo">Marketo (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/markettools">MarketTools (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/marklogic">MarkLogic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/master-data-management">Master Data Management (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maxager">Maxager (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/maximo">Maximo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdm">MDM (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mdx">MDX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meg-whitman">Meg Whitman (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/merced-systems">Merced Systems (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mercer">Mercer (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/meridian-learning-learning-management-systems-lms-">Meridian, Learning, Learning Management Systems, L (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/metrics">Metrics (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft">Microsoft (37)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-azure">Microsoft Azure (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-excel">Microsoft Excel (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-office">Microsoft Office (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-powerpoint">Microsoft Powerpoint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-windows-phone">Microsoft Windows Phone (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microsoft-linkedin-cmo-sales">Microsoft, LinkedIn, CMO, Sales (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/microstrategy">MicroStrategy (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/middleware">Middleware (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/migration">Migration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mlops">MLOps (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile">Mobile (118)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-analytics">Mobile Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-applications">Mobile Applications (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-apps">Mobile Apps (42)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-bi-analytics-business-intelligence">Mobile BI, Analytics, Business Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-business-intelligence">Mobile Business Intelligence (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-computing">mobile computing (31)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-intelligence">Mobile Intelligence (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing">mobile marketing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-digital-commerce">Mobile Marketing Digital Commerce (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-technology">Mobile Technology (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobile-marketing-location-communication">Mobile, Marketing Location Communication (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mobility">Mobility (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-building-and-large-language-models">Model Building and Large Language Models (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-n">Model N (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/model-training">Model Training (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/modeling">Modeling (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/monarch">Monarch (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mpp">MPP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mro">MRO (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/mulesoft">Mulesoft (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/multi-cloud">Multi-Cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/na14">NA14 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/narrative-science">Narrative Science (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language">Natural Language (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-generation">Natural Language Generation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/natural-language-processing">natural language processing (86)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/navetti">Navetti (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nec">NEC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netapp">NetApp (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netbase">NetBase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netezza">Netezza (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netops">NetOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite">NetSuite (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-openai">NetSuite OpenAi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/netsuite-tribehr-hcm-hr-hrms-customer-experience-z">NetSuite, TribeHR, HCM, HR, HRMS, Customer Experie (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/networking">Networking (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/news">News (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/newvoicemedia">NewVoicemedia (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexidia">Nexidia (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexus-7">Nexus 7 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nexxphase">Nexxphase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nice-systems">NICE Systems (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nist">NIST (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nlp">NLP (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/noble-systems">Noble Systems (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nokia">Nokia (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nomis-solutions">Nomis Solutions (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nosql">NoSQL (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nps">NPS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/nuview-systems">NuView Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obamacare">Obamacare (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obiee">OBIEE (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/obifs">OBIFS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/object-storage">Object storage (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/observability">Observability (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-finance">Office of Finance (511)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-revenue">Office of Revenue (39)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/office-of-sales">Office of Sales (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/olap">OLAP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel">Omnichannel (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/omnichannel-commerce-digital-kdigital">Omnichannel, Commerce, Digital kDigital (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/on24">On24 (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onboarding">Onboarding (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/onvisource">OnviSource (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-ccaas">Open CCaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-pages">Open Pages (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-source-software">Open Source Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/open-world">Open World (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openconnect">OpenConnect (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openpages">OpenPages (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openspan">OpenSpan (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opentext">OpenText (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/openworld">OpenWorld (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/opera-solutions">Opera Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-data-platforms">operational data platforms (39)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-intelligence">Operational Intelligence (180)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-management">Operational Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance">Operational Performance (696)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-performance-management-opm">Operational Performance Management (OPM) (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operational-planning">Operational Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations">Operations (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/operations-supply-chain">Operations & Supply Chain (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle">Oracle (78)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-cloud">Oracle Cloud (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oracle-fusion-hcm">Oracle Fusion HCM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orcaeyes">OrcaEyes (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/orchestration">Orchestration (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-management">Order Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/order-to-cash">Order-to-Cash (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overall-operational-leadership">Overall Operational Leadership (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/oversight-systems">Oversight Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/overtone">Overtone (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paas">PaaS (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/panopticon">Panopticon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paraccel">Paraccel (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pardot">Pardot (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-experience">Partner Experience (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/partner-management">partner management (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/patersons">Patersons (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/paxata">Paxata (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-equity">Pay Equity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pay-for-performance">Pay for Performance (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-management">Payroll Management (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/payroll-optimization">Payroll Optimization (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pdi">PDI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pentaho">Pentaho (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-analytics">People Analytics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/people-cloud">People Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplefluent">Peoplefluent (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/peoplesoft">PeopleSoft (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance">Performance (30)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-analytics">Performance Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/performance-management">Performance Management (89)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/perillon">Perillon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/personalization">Personalization (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pervasive">Pervasive (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim">PIM (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pim-product-information-management-sales-marketing">PIM, Product Information Management, Sales, Market (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pipkins">Pipkins (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pitney-bowes">Pitney Bowes (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotal-hd">Pivotal HD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pivotlink">PivotLink (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planmill">PlanMill (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planning">Planning (88)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/planview">Planview (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plateau">Plateau (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platfora">Platfora (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/platform-as-a-service">Platform as a service (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/playbook">Playbook (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plex">Plex (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/plunk">Plunk (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portfolio-management">Portfolio Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/portrait-software">Portrait Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/potus-department-of-labor-flsa-part-541-overtime-r">POTUS, Department of Labor, FLSA, Part 541, Overti (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/powercenter">PowerCenter (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pre-hire-assessment">Pre-Hire Assessment (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive">Predictive (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-analytics">Predictive Analytics (203)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-hcm">Predictive HCM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predictive-planning">Predictive Planning (49)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/predixion">Predixion (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-and-revenue-management">Price and Revenue Management (70)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/price-optimization">Price Optimization (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-and-promotion-management">Pricing and Promotion Management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pricing-management">pricing management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pro">PRO (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-management">process management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/process-mining">Process Mining (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procure-to-pay">Procure-to-Pay (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/procurement">procurement (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-experience-management">product experience management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/product-information-management">Product Information Management (90)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services">Professional Services (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/professional-services-automation">Professional Services Automation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profit-velocity">Profit Velocity (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability">Profitability (14)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/profitability-management">profitability management (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-management">Project Management (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-planning">Project Planning (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/project-portfolio-management">Project Portfolio Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projecthelp">ProjectHelp (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projectops">ProjectOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/projector">Projector (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/promptbook">Promptbook (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/property-technology">Property Technology (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros">PROS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pros-pricing">PROS Pricing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/psa">PSA (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/publishing">Publishing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing">purchasing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pv-accelerator">PV Accelerator (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/pxm">PXM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/q-day">Q-Day (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qad">QAD (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik">Qlik (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qlik-sense">Qlik Qlik Sense (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-qonnections">Qlik Qonnections (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlik-analytics-qlik-sense-qlik-business-intelligen">Qlik, Analytics, Qlik Sense, Qlik, Business intell (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qliktech">Qliktech (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qlikview">QlikView (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qualtrics">Qualtrics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quantrix">Quantrix (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quantum-computing">Quantum Computing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quinterian">Quinterian (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/quotas">Quotas (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/qvidian">Qvidian (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/r">R (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ransomware">Ransomware (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapide">Rapide (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rapidminer">Rapidminer (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rdbms">RDBMS (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-estate">real estate (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/real-time">Real-time (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reconciliation">Reconciliation (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recovery">Recovery (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recruiting">Recruiting (41)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/recurring-revenue">Recurring Revenue (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/report">report (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting">Reporting (78)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/reporting-xbrl-ixbrl-document-management">Reporting, XBRL, iXBRL, document management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/research">Research (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/resilience">Resilience (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/responsetek">ResponseTek (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/retail-analytics">Retail Analytics (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue">Revenue (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-and-lease-accounting">revenue and lease accounting (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-management">Revenue Management (34)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance">Revenue Performance (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-performance-management">Revenue Performance Management (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-recognition">revenue recognition (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revenue-lease-and-tax-accounting">Revenue, Lease and Tax Accounting (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution">Revolution (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/revolution-analtyics">Revolution Analtyics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rightnow">RightNow (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rim">RIM (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk">Risk (37)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-compliance-grc">Risk & Compliance (GRC) (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/risk-analytics">Risk Analytics (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/riversand">Riversand (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roambi">Roambi (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-automation">robotic automation (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-finance">robotic finance (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/robotic-process-automation">Robotic Process Automation (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/roi">ROI (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rpa">RPA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/rypple">Rypple (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sop">S&OP (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saas">SaaS (27)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sab-miller">SAB Miller (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/saba">Saba (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage">Sage (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sage-software">Sage Software (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales">Sales (169)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-and-operations-planning">Sales and Operations Planning (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-cloud">Sales Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-coaching">Sales Coaching (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-commission">Sales Commission (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-compensation">Sales Compensation (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-effectiveness">Sales Effectiveness (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement">sales enablement (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-enablement-and-execution">Sales Enablement and Execution (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-engagement">Sales Engagement (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-force-automation">Sales Force Automation (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-forecasting">Sales Forecasting (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-operations">Sales Operations (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance">Sales Performance (446)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management">Sales Performance Management (77)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-performance-management-spm">Sales Performance Management (SPM) (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning">Sales Planning (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-planning-and-analytics">Sales Planning and Analytics (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-tax">Sales Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-marketing-sales-performance-management-marke">Sales, Marketing, Sales Performance Management, Ma (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sales-sfa-spm-sales-performance-management-sales-c">Sales, SFA, SPM, Sales Performance Management, Sal (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salescloud">SalesCloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/salesforce-com">Salesforce.com (58)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap">SAP (76)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-epm">SAP EPM (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-hana">SAP HANA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-insider">SAP insider (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-lumira">SAP Lumira (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-netweaver">SAP NetWeaver (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-predictive-analytics">SAP predictive analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sap-teched">SAP TechEd (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sapphire">SAPPHIRE (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sarbanes-oxley">Sarbanes Oxley (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas">SAS (26)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sas-institute">SAS institute (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sasb">SASB (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sase">SASE (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/savi">Savi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm">SCM (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scm-demand-planning">SCM Demand Planning (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scout-rfp">Scout RFP (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/scribe-software">Scribe Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/search">Search (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec">SEC (19)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sec-software">SEC Software (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secfinops">SecFinOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/secops">SecOps (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security">Security (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/security-posture">Security Posture (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sedar">SEDAR (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/self-service">Self-service (41)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/semantic-model">semantic model (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-supply-chain">Service & Supply Chain (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/service-cloud">Service Cloud (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/servigistics">Servigistics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfa">SFA (24)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sfdc">SFDC (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sharepoint">SharePoint (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/shoretel">ShoreTel (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/siemens-enterprise-communications">Siemens Enterprise Communications (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/signal-demand">Signal Demand (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/silverpop">SilverPop (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/simba">Simba (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-financial-close">Smart Financial Close (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-manufacturing">Smart Manufacturing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-phones">Smart Phones (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smart-watches">Smart Watches (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-analytics">Smarter Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smarter-workforce">Smarter Workforce (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/smb">SMB (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snaplogic">SnapLogic (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/snowfly">Snowfly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soa">SOA (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/soc">SOC (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social">Social (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-business">Social Business (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-collaboration">Social Collaboration (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-crm">Social CRM (128)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-dynamx">Social Dynamx (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media">Social Media (365)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-analytics">Social Media Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-media-intelligence">Social Media Intelligence (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/social-recognition">Social Recognition (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/socialtext">SocialText (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sococare">SoCoCare (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/softscape">Softscape (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software">Software (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/software-as-a-service">Software as a Service (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sourcing">sourcing (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sovereign-cloud">Sovereign Cloud (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sox">SOX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spago-solutions">Spago Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spatial-data-quality">Spatial Data Quality (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/speech-analytics">Speech Analytics (177)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/splunk">Splunk (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spm">SPM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spotfire">Spotfire (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spreadsheets">Spreadsheets (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/spss">SPSS (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sql-h">SQL-H (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sqlstream">SQLstream (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/star-analytics">Star Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/statistics">Statistics (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stibo-systems">Stibo Systems (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/stratahadoop">Strata+Hadoop (56)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-analytics">Streaming Analytics (28)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data">Streaming Data (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/streaming-data-events">Streaming Data & Events (33)</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 (69)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/subscription-recurring-revenue-zuora">Subscription, Recurring Revenue, Zuora (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/successfactors">SuccessFactors (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumo-logic">Sumo Logic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal">SumTotal (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sumtotal-systems">SumTotal Systems (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sungard">Sungard (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sunsystems">Sunsystems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supplier-relationship-management">supplier relationship management (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain">Supply Chain (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-management">supply chain management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-performance">Supply Chain Performance (253)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/supply-chain-planning">Supply Chain Planning (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surface">Surface (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/surveys">Surveys (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability">Sustainability (38)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-and-esg">Sustainability and ESG (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sustainability-management">Sustainability Management (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/swordciboodle">SwordCiboodle (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase">Sybase (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-iq">Sybase IQ (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/sybase-mobile-industry">Sybase. Mobile Industry (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/syncsort">Syncsort (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/synygy">Synygy (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau">Tableau (13)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tableau-software">Tableau Software (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tablets">Tablets (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tagetik">Tagetik (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talemetry">Talemetry (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talend">Talend (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-acquisition">Talent Acquisition (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-generation">Talent Generation (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talent-management">Talent Management (134)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/taleo">Taleo (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/talx">TALX (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tamr">Tamr (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tanner-labs">Tanner Labs (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax">Tax (35)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-compliance">tax compliance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-department">tax department (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-planning">tax planning (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-software">Tax Software (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-datawarehouse">Tax-Datawarehouse (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tax-tax-provision-transfer-pricing">tax; tax provision; transfer pricing (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tcm">TCM (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology">Technology (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation">Technology Innovation (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-innovation-award">Technology Innovation Award (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-spending">Technology Spending (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/technology-vendors">Technology Vendors (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/telephony">Telephony (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata">Teradata (16)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/teradata-aster">Teradata Aster (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/text-analytics">Text Analytics (182)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tez">Tez (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/thomson-reuters-multinational">Thomson-Reuters multinational (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-landscape">Threat Landscape (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/threat-management">Threat Management (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tibco">Tibco (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tidemark">Tidemark (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/time-attendance">Time & Attendance (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm">TM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tm1">TM1 (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/topic">Topic (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-compensation-management">Total Compensation Management (47)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/total-rewards-management">total rewards management (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson">Towers Watson (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/towers-watson-talent-management">Towers Watson Talent Management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/training">Training (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transcom">Transcom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/transera">Transera (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/treasury">Treasury (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/tribehr">TribeHR (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/trifacta">Trifacta (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/twitter">Twitter (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ucaas">UCaaS (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uda">UDA (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ui">UI (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ukg">UKG (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate">Ultimate (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ultimate-software">Ultimate Software (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unanet-technologies">Unanet Technologies (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/uncategorized">Uncategorized (103)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unica">Unica (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unicorns">Unicorns (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unified-communications">Unified Communications (83)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/unit4">Unit4 (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/upstream-works">Upstream Works (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap">US-GAAP (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/us-gaap-accounting">US-GAAP accounting (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/usability">Usability (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/use-cases">Use Cases (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/ux">UX (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-index">Value Index (11)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/value-added-tax">Value-Added Tax (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vantage-platform">Vantage platform (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/varicent">Varicent (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vat">VAT (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo">Vendavo (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendavo-price-pricing-optimization-revenue-custome">Vendavo, price, pricing, optimization, revenue, cu (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendor-management-systems">Vendor Management Systems (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vendors">Vendor(s) (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verint">Verint (12)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/verizon">Verizon (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertex">Vertex (7)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vertical-solutions">Vertical Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vibe">Vibe (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-audit">virtual audit (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/virtual-close">virtual close (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visi">Visi (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vistaar-technologies">Vistaar Technologies (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visual-insight">Visual Insight (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/visualization">Visualization (17)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vitria">Vitria (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vivisimo">Vivisimo (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vmware">VMWare (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom">Vocalcom (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vocalcom-and-zeacom">Vocalcom and Zeacom (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-analytics">Voice Analytics (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-automation">voice automation (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer">Voice of the Customer (260)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/voice-of-the-customer-interactive-intelligence">Voice of the Customer Interactive Intelligence (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/volly">Volly (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vovici">Vovici (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/vpi">VPI (5)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wall-street-journal">Wall Street Journal (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wan">WAN (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/warehouse-management">warehouse management (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/watson">Watson (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wearable-computing">Wearable Computing (15)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/webon">Webon (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wellness">Wellness (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/wfm">WFM (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-and-resource-management">Work and Resource Management (18)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-experience-management">work experience management (9)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/work-management">Work Management (10)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday">Workday (25)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workday-collaboration">Workday Collaboration (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-analytics">Workforce Analytics (57)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-force-optimization">Workforce Force Optimization (44)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-management">Workforce Management (170)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-optimization">Workforce Optimization (29)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance">Workforce Performance (387)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-performance-management">Workforce Performance Management (4)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-planning">Workforce Planning (8)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workforce-solutions">Workforce Solutions (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/working-capital">Working Capital (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/workplace">Workplace (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xactly">Xactly (6)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xbrl">XBRL (29)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/xml">XML (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/yellowfin">Yellowfin (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zao">Zao (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zeacom">Zeacom (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zilliant">Zilliant (2)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zoomdata">Zoomdata (1)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zuora">Zuora (3)</a> </li> <li style="display:none;"> <a href="https://blog.isg-research.net/topic/zyme-solutions">Zyme Solutions (3)</a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> <h3 style="color: var(--light_blue);padding-top:40px;">Analyst Perspectives Archive</h3> <a class="btn-secondary" href="https://blog.isg-research.net/all">See All</a>   </div> </div> </div> <div id="hs_cos_wrapper_Footer" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <footer class="tf-footer Footer tf-footer-04 bg-dark tf-padding-half ventana-footer text-white Footer" id="ventana-footer"> <div class="tf-footer-nav" style="position: relative;z-index: 999;"> <div class="container"> <div class="row"> <div class="col-lg-4 col-12"> <div class="footer-logo text-"> <div class="footer__logo"> <a href="//www.isg-research.net" id="hs-link-Footer_" style="border-width:0px;border:0px;"><img src="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png" class="hs-image-widget " height="46" style="height: auto;width:400px;border-width:0px;border:0px;" width="400" alt="ISG_Software_Research_Logo_v1_white_766x" title="ISG_Software_Research_Logo_v1_white_766x" loading="lazy" srcset="https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=200&height=23&name=ISG_Software_Research_Logo_v1_white_766x.png 200w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=400&height=46&name=ISG_Software_Research_Logo_v1_white_766x.png 400w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=600&height=69&name=ISG_Software_Research_Logo_v1_white_766x.png 600w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=800&height=92&name=ISG_Software_Research_Logo_v1_white_766x.png 800w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1000&height=115&name=ISG_Software_Research_Logo_v1_white_766x.png 1000w, https://blog.isg-research.net/hs-fs/hubfs/ISG_Software_Research_Logo/ISG_Software_Research_Logo_v1_white_766x.png?width=1200&height=138&name=ISG_Software_Research_Logo_v1_white_766x.png 1200w" sizes="(max-width: 400px) 100vw, 400px"></a> </div> <div> </div> </div> </div> <div class="col-md-8"> <div class="row"> <div class="col-md-2"> </div> <div class="col"> <h5 class="footer-heading">Company</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="102436937819" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/ventana-research-is-now-part-of-isg" role="menuitem">Now Part of ISG</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://isg-one.com/who-we-are" role="menuitem">About ISG</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/about/client_experience" role="menuitem">Our eXperience</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/about/teams" role="menuitem">Our Team</a></li> </ul> </div> </div> </div> <div class="col"> <h5 class="footer-heading">Resources</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="93614635876" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://summit.isg-research.net" role="menuitem">Digital Summit</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/events" role="menuitem">Events & Webinars</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/media" role="menuitem">Media Kit</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/press-release" role="menuitem">Press Releases</a></li> </ul> </div> </div> </div> <div class="col"> <h5 class="footer-heading">Helpful Links</h5> <div class="menu-wrapper text-white "> <div id="hs_menu_wrapper_Footer_" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="178197311655" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.ventanaresearch.com/join-our-community" role="menuitem">Join Our Community</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://www.isg-research.net/profile" role="menuitem">Update Your Profile</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="https://ventanaresearch.filecloudonline.com/ui/core/index.html#/" role="menuitem" target="_blank" rel="noopener">Link to FileCloud</a></li> </ul> </div> </div> </div> </div> </div> </div> </div> </div> <div class="footer-logo-socials" style="; position: relative;z-index: 999;"> <div class="container"> <div class="row"> <div class="col-md-12"> <div class="row footer-row"> <div class="col-md-6 footer-copyright text-white " style="text-align:left;"> ©2025 ISG.  <a href="/copyright" style="color: #ffffff;">All Rights Reserved</a> | <a href="https://www.isg-research.net/en/privacy" style="color: #ffffff;" rel="noopener" target="_blank">Privacy Statement</a>  </div> <div class="col-md-6" style="text-align:right;"> <ul class="social"> <li><a class="no-decoration" target="_blank" href="https://web.facebook.com/ventanaresearch/?_rdc=1&_rdr"></a></li> <li><a class="no-decoration" target="_blank" href="https://twitter.com/ventanaresearch"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.linkedin.com/company/ventana-research"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.youtube.com/c/Ventanaresearch"></a></li> <li><a class="no-decoration" target="_blank" href="https://www.instagram.com/ventana_research/"></a></li> </ul> </div> </div> </div> </div> </div> </div> <a href="javascript:" id="return-to-top"> </a> </footer> </div>  <script defer src="/hs/hsstatic/content-cwv-embed/static-1.1293/embed.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en-us'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Splunk Delivers Insights from Machines", "mainEntityOfPage": "https://blog.isg-research.net/2016/11/09/splunk-delivers-insights-from-machines/", "datePublished": "09/11/2016", "dateModified": "09/11/2016", "articleBody": "I recently attended .conf2016, Splunk’s seventh annual user conference. Splunk created the market for analyzing machine data (shorthand for machine-generated data), which consists of log files and event data from various types of systems and devices. Our big data analytics benchmark research shows that these are two of the most common sources of big data that organizations analyze. This market has proven to be fertile ground for Splunk, growing steadily with revenues more than doubling over the previous two fiscal years. Machine data is also the backbone for the Internet of Things (IoT) and operational intelligence, which form the basis of forthcoming benchmark research from Ventana Research. At the event, Splunk announced general availability of Splunk Cloud and Splunk Enterprise 6.5. The company also announced new versions of Splunk IT Service Intelligence, Splunk Enterprise Security and Splunk User Behavior Analytics. These new versions incorporate machine learning capabilities to help organizations analyze the massive volumes of machine data they collect with more advanced analytics and in a more automated manner. Machine learning has become a hot topic lately; it was also a popular subject at Strata+Hadoop World, as I wrote recently. The machine learning capabilities, which arose in part from Splunk’s July 2015 acquisition of Caspida, have been added to Splunk Cloud and Splunk Enterprise 6.5. Machine learning is a method used to develop predictive analytics without explicitly programming the models. In effect the algorithms are designed to sift through the data, learn from it and make predictions. With Version 6.5 Splunk also has simplified its data preparation capabilities and enhanced its user interface to appeal to more types of users. The company also offers tighter integration with Hadoop in this version. Storing historical data in Hadoop can help lower costs, and the Hadoop data can be combined with data in Splunk Enterprise using the Splunk query capability for a single unified interface. Splunk IT Service Intelligence (ITSI), an application built on the Splunk platform, provides a view of how critical IT services are operating as well as an environment in which to investigate and triage incidents when they occur. The latest release of ITSI, 2.4, includes machine learning capabilities to perform anomaly detection, identifying unusual system activity to help prevent outages and service degradations. The system can learn what the pattern of normal operations looks like and then establish thresholds for alerts that adapt to cyclical changes in usage. Adaptive alerts help reduce “alert fatigue” when so many alerts are issued that they overwhelm the recipients. Splunk Enterprise Security (ES), a security information and event management (SIEM) application, provides real-time monitoring of security threats and an environment to support incident response teams. Splunk ES 4.5, the latest release, provides a similar adaptive alerting feature based on machine learning as described above. ES 4.5 now includes the Glass Tables feature that has been available in ITSI, which allows users to create custom visualizations and KPIs. Splunk User Behavior Analytics (UBA) complements ES by analyzing longer periods of history to create a profile of normal user behavior and comparing it with peers to provide more advanced detection of security threats. UBA 3.0 incorporates more than 40 machine learning models, which cover a combination of streaming and batch analytic scenarios. Splunk in 2015 received the Technology Innovation Award for CIO for its innovation in advancing cybersecurity through these products. Splunk has followed a unique path. While a pioneer in the big data market, it built its products on a proprietary big data architecture rather than open source technologies as others did. In recent releases, however, it has broadened its support for Hadoop. Splunk focused on one subset of big data – machine data – and based much of its user interface around search. Rather than expand into the horizontal business intelligence market the company has chosen to tackle the IT service market and the SIEM market. This focus appears to have been successful so far. It’s hard to argue with its success. If you are looking for a way to manage and analyze the machine data in your organization, including IT service applications or enterprise security, I recommend you consider the offerings from Splunk. Regards, David Menninger SVP & Research Director Follow Me on Twitter @dmenningerVR and Connect with me on LinkedIn.", "image": { "@type": "ImageObject", "url": "http://research.ventanaresearch.com/hubfs/Ventana_Research_Sept_2016/images/shutterstock_314838419-1.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "David Menninger", "url": "https://blog.isg-research.net/author/david-menninger", "sameAs": "http://www.linkedin.com/in/davidmenninger" }, "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": "Splunk Provides Operational Intelligence in the Cloud", "mainEntityOfPage": "https://blog.isg-research.net/2013/02/09/splunk-provides-operational-intelligence-in-the-cloud", "datePublished": "09/02/2013", "dateModified": "09/02/2013", "articleBody": "Splunk’s innovated ability to access and use machine data for targeted operational insights can help improve IT and enhance business operational efficiency. Its work to capitalize on big data was part of my last analysis, while my colleague Tony Cosentino looked at its focus on search and operational analytics. Splunk also was a recipient of the 2012 Ventana Research Technology Innovation Award for IT Performance for Splunk Enterprise. The latest Splunk release, version 5, advances its ability to provide operational intelligence to organizations by using data both from existing IT systems and in Hadoop. A new SDK offering supports Java, JavaScript, PHP and Python as part of its API. It can help developers get at data from social media and online applications and combine it with machine-generated data, which our research found to be the top data source according to 62 percent of organizations, followed by application data (53%) and historical data warehouse sources (43%). Splunk also now provides a cloud computing offering called Splunk Storm that helps companies take advantage of machine data in the cloud or on-premises. It lets users quickly create projects and analyze machine data with charts that can be shared with others. I had a chance to go through the new offering and found it to be simple and quick to analyze data and present analytics based on events, IP addresses and other machine data. Our latest benchmark research into operational intelligence found that activity or event monitoring is a top need in 62 percent of organizations; Splunk Storm can address this through its search and analyze approach. Splunk has made the pricing of the new offering simple. You select the storage volume you need in the cloud and get the pricing quickly. You can sign up for free and work with the product on data up to 1GB. Organizations can also analyze cloud data with the on-premises version of the product, but for many who need to quickly assess data without the hassle of using internal resources and systems, the software-as-a-service version is an easy way to get started. This is important, as the top barriers for operational intelligence are lack of resources (41%) and no budget (40%), and the on-demand approach is now preferred in 21 percent of organizations, which allows Splunk to address an expanding opportunity. With its on-premises product and its latest cloud computing offering, Splunk provides customers a good array of options. The company is moving quickly to add alerting and APIs that can be used to integrate to other offerings to upcoming Splunk Storm releases. Splunk has little competition when it comes to combining machine data with other data from business and IT to help organizations in cloud and enterprise approaches. It lets businesses harvest existing sources without having to establish a specialized data store first. Organizations should take a look at what Splunk is providing and how it can help address a class of operational and analytic needs across IT and business data. Regards, Mark Smith CEO & Chief Research Officer", "image": { "@type": "ImageObject", "url": "http://cdn2.hubspot.net/hubfs/2035844/Imported_Blog_Media/vr_2012_techaward_winner_logo1-4.jpg", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Splunk: Big Data Machine for Operational Intelligence", "mainEntityOfPage": "https://blog.isg-research.net/2012/04/27/splunk-big-data-machine-for-operational-intelligence", "datePublished": "27/04/2012", "dateModified": "27/04/2012", "articleBody": "Splunk recently entered the financial markets as a publicly traded company (NASDAQ: SPLK) and also entered a new phase in its corporate growth. Splunk combines the power of search and discovery with analytics on data generated by IT systems, that they call machine data, and provide insight for a new generation of operational intelligence that helps everyone in IT including the CIO determine the efficiency of its systems that support business. The company has built a platform that can index data on a large scale (“big data”) for rapid analysis and search. They also through its analytics provide the ability to perform visual and data discovery which is critical to reduce the time to determining unknown issues in existing IT systems. This helps IT staff ascertain not just the performance but the efficiency of systems that operate on a 24-by-7 basis. Splunk’s software operates in real time, surpassing the traditional methods of applying business intelligence against a data warehouse – a practice that’s ineffective for use in IT, where time is not the CIO’s friend when it comes to understanding issues or opportunities for improvement. Splunk has grown rapidly, partly because it’s simple to download and try, and then to license for use in production. It has more than 3,300 licensed customers in 75 countries. The management team is led by CEO Godfrey Sullivan, who has experience and a track record at companies such as Hyperion. Where is Splunk finding its opportunity? IT organizations have been like the cobbler’s children who have no shoes. While they deliver applications and technology to business, IT departments seldom have time to analyze and optimize their own processes, systems, applications and projects. While this might sound counterintuitive, it is true. Almost seven years ago, I started investigating whether performance management being applied elsewhere in a business was occurring in IT. I discovered that CIOs lack critical tools to define goals and track the performance of their people and machines. Our IT Performance Management benchmark research identified lack of resources, budget and awareness as major contributing factors to this situation. It also showed that organizations that deploying appropriate tools were increasing IT effectiveness and supporting the needs of business more efficiently. Machine data or files were the top data source within 43 percent of IT organizations, and balancing loads between networks and servers, doing root cause analysis and doing impact analysis were key tasks in at least 52 percent of them. Splunk, which addresses this niche, has had significant growth over the last three years even though economic conditions have been shaky. Last year we came out with new benchmark research on IT Analytics that investigated analytics related to IT organizations managing systems that support business. This research found that only 15 percent of IT organizations are at the highest level of maturity in IT analytics in the key categories of people, process, information and technology; the bulk of organizations are still struggling to function effectively. Interestingly, 91 percent of IT organizations want their analytics to be simpler – understandably so, as 79 percent are using spreadsheets universally or regularly and more than half are dissatisfied with their existing technology. The top issues with current efforts are that information is not readily actionable (for 46%) and not adaptable or flexible to change (44%); many organizations have reports or files but can’t assess and act on the data. Splunk also addresses that need of more than half (52%) that are not able to easily get the data they need for IT analytics. Considering that IT spends more than two-thirds of its time in the analytics process in data-related tasks as opposed to actual analysis, Splunk’s ability to get to machine data and index it for search and analysis is a welcome sign. Usability was identified as the top-ranked evaluation criteria, followed by the need to search and navigate machine data, which is exactly what Splunk offers. Our analysis of Splunk’s latest release of software, version 4.3, found a series of advancements, including supporting access from tablets such as Apple’s iPad, support for data in cloud-based applications and the ability to operate in VMware environments, making it easier to deploy Splunk in the cloud. This version expands the enterprise scale of the platform, supporting more concurrent users and faster search. Users can preview machine data then start indexing against it for further discovery and analytics. These are all critical tasks as Splunk becomes a platform for harvesting machine data for search and discovery across the IT organization. Splunk must continue to expand its footprint with more collaborative capabilities to help IT understand issues and opportunities where analytics on the machine data are the starting point for dialogue and action. Introducing more collaborative capabilities and the ability to correlate data toward actions and notifications will help Splunk further differentiate its technology. Since our analysis, Splunk has continued to support new machine data environments, including Hadoop. It can run MapReduce queries against data in Hadoop and then bring the data into Splunk for analysis. Our benchmark research into Hadoop and Information Management found that users of Hadoop are most often focused on integrating machine data from application and Web logs with the events and network monitoring data that Splunk is designed to address. Hadoop users need to analyze data much faster than others, with 77 percent of organizations indicating they need analysis within a day and 25 percent within an hour. One challenge for organizations using Hadoop is staffing and training; Splunk addresses those obstacles with a tool that is easier to use than creating custom programs, and it provides real-time and integration features, each sought by two-thirds of organizations. The growth of Hadoop comes from the need to address big data needs but also the simple access to download the software and then use it which is also what Splunk does with its download to use its software. Splunk has a promising opportunity in the market, considering the size of IT spending on technology every year and the legacy of applications and systems that must be optimized for business use. Also, as IT organizations continue to advance their IT security and compliance and increase their use of cloud computing, the need not just to monitor but to analyze and act on issues and opportunities grows larger. Our last benchmark research on Operational Intelligence in IT found that IT has prioritized to manage IT performance through metrics in 71 percent of organizations, and more than half (58%) plan to improve their IT organization’s responsiveness. The research found more than half of organizations have at least 11 information sources to routinely interact with, which is part of why Splunk fits these needs on machine data. Splunk has little competition, with IT management software vendors like Computer Associates, Hewlett-Packard, IBM and Oracle providing little innovation or capabilities to address operational intelligence needs through discovery and analysis of machine data in IT. Eventually they or others will realize their shortcomings, but at that point I would expect to see Splunk be significantly larger with an expanded portfolio of capabilities for meeting a CIO’s need to truly become an information officer of his own IT organization. Regards, Mark Smith – CEO & Chief Research Officer", "image": { "@type": "ImageObject", "url": "", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Mark Smith", "url": "https://blog.isg-research.net/author/mark-smith", "sameAs": "http://www.linkedin.com/in/markallensmith" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "blog.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Splunk Makes Machine-Generated Big Data Serve Analytics", "mainEntityOfPage": "https://blog.isg-research.net/2011/09/09/splunk-makes-machine-generated-big-data-serve-analytics", "datePublished": "09/09/2011", "dateModified": "09/09/2011", "articleBody": "Splunk may be one of the biggest software companies you’ve never heard of. I’ve been following the seven-year-old company for over six months now and recently attended its second annual user conference. Splunk focuses on analyzing large volumes of machine-generated data in underlying applications and systems, which includes application and system logs, network traffic, sensor data, click streams and other loosely structured information sources. Many of these “big data” sources are the same sources analyzed with Hadoop, according to our recently published benchmark research. However, Splunk takes a different approach that focuses on performing simple analyses on this data in real time rather than the batch-based advanced analytics we see as the most common use for Hadoop. Although privately held, Splunk operates much like a public company and appears to be grooming itself for an initial public offering. In its fiscal year ended January 31, 2011, Splunk reported $66 million in revenue and has announced that its goals for FY 2012 include generating $100 million in revenue. With 68% and 70% growth in its first two quarters this year, Splunk appears to be on track to meet this goal. CEO Godfrey Sullivan, formerly CEO of Hyperion, has a successful track record in the business intelligence software space. All these indications suggest a promising future for the company. Data originates from a variety of sources in ever increasing volumes, and organizations are trying to figure out how they can maximize the value of this data. Splunk has rapidly grown based on the simplicity of the tool for IT professionals to adopt and utilize against machine or IT specific data from an individual or department that according to our IT Analytics benchmark finds plenty of demand in IT. As stated above, Splunk focuses on a specific segment of the big-data market: machine-generated data. This type of data originates constantly from many sources throughout an organization and in large quantities. The other common characteristic of machine-generated data is that generally it is less structured than data in typical relational databases. Often the information is captured as logs consisting of text files containing various record lengths and record structures. To effectively utilize this loosely structured information in real time, two challenges must be overcome: loading the data quickly and easily navigating through and analyzing the information once it is loaded. Splunk tackles the first challenge by loading the information in its raw form. No preprocessing is necessary, therefore no delay is introduced and no data is “lost.” Retaining all the raw data has business value as well. If you later decide that you want to investigate some new piece of information that previously you didn’t think was important, it will be available for analysis. A search-based mechanism provides the solution to the second challenge. Our information applications research shows the importance of search, which ranked third on the list of very important analysis capabilities overall, and for end users specifically it topped the list of very important capabilities (46%), ahead of navigating to and retrieving information. Search based access to analytics has been a large driver in growth and was highlighted by my colleague in 2009. Search overcomes the issues created by the lack of “structure” in the machine-generated data. In reality the data has plenty of structure – users search for strings representing occurrences of certain types of events. Splunk supplements the query mechanism with analytical functions that can be used to create aggregates, time-period comparisons and other common analyses. In addition, queries can be saved for reuse and as the basis of reports, dashboards and alerts. I heard anecdotal proof of the value of search at the Splunk user conference from two undergraduate students who, as part of their summer internship, had learned the Splunk query techniques quickly and implemented reports and analyses for monitoring the systems of a major financial services software company. Architecturally, Splunk employs massively parallel processing to spread the data and processing across a number of individual servers. At query time, a proprietary MapReduce mechanism – one not based on Hadoop – gathers the data from the individual nodes to satisfy the user’s request. Users do not need to know about the MapReduce mechanism. The translation of the query to the appropriate execution strategy is done automatically. However, as with any distributed data system, some knowledge of how the data gets distributed across the nodes can be helpful in identifying performance bottlenecks and tuning certain slowly running queries. The currently released version, Splunk 4.2 was introduced earlier in 2011 and includes real-time alerting on streams of data. It also includes a new agent-based data collection mechanism, called a universal forwarder, that makes the task easier and provides more reliability when collecting data from multiple endpoints or devices. Splunk separates the workload between indexers that perform the data loading and search heads that execute the queries. Version 4.2 introduced search-head pooling for load balancing so searches can be directed to anyone of the search heads; it also provides high availability among the search processes. At the conference, Splunk introduced version 4.3 and made the beta version available to registered users. One of the more popular demonstrations was Splunk 4.3 running as a non-Flash application on the iPad. The company also made a number of announcements of specific applications and extensions of the product. Splunk Storm provides visibility and operational analytics of cloud-based applications. Splunk App for Citrix XenDesktop and Splunk App for VMWare provide visibility into virtualized and private cloud environments. The company also introduced a software development kit (SDK) for the Python programming language, which is open source and available at github. The Splunk product is not perfect, of course. Continued investment in the user interface is needed to make it easier to use. Currently users have to learn the Splunk syntax – I was introduced to those internals to show that this is easy – and a graphical query interface also would make the product more widely usable. When I probed about high availability, it became clear that you can use the Splunk tools to load dual systems to have a standby system in case of failure, but that’s not done automatically. But the company representatives were open about its shortcomings with both me and its customers, which was refreshing. Nearly every organization has some form of machine data. Splunk says that more than 2,900 enterprises have found a reason to purchase its products. The company’s mission is now to raise its visibility and broaden its applicability. Splunk provides a free, limited-capability version of its product so you can try it for yourself and see if it applies to your needs. Regards, Ventana Research", "image": { "@type": "ImageObject", "url": "", "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: '9361', pageId: '3884418273', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "8d6135b5f9245577552e544b906b3a81", 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_1738842175169() { var options = { 'id': "1078391896-1738842175169", 'listing_url': "/_hcms/postlisting?blogId=3884418273&maxLinks=5&listingType=recent&orderByViews=false&hs-expires=1770336000&hs-version=2&hs-signature=AJ2IBuEqM8xOiMUJW-20e9PNN5AJ8FE7Vg", 'include_featured_image': false }; window.hsPopulateListingFeed(options); } if (document.readyState === "complete" || (document.readyState !== "loading" && !document.documentElement.doScroll) ) { hsOnReadyPopulateListingFeed_1078391896_1738842175169(); } else { document.addEventListener("DOMContentLoaded", hsOnReadyPopulateListingFeed_1078391896_1738842175169); } </script> <script src="https://7052064.fs1.hubspotusercontent-na1.net/hubfs/7052064/hub_generated/module_assets/1/2712622/1738840524525/module_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\/machine-data"]); _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: "d73d9142-61c9-4693-9e87-49b9ac3b66d1", ticks: 1738842174796, page_id: 97459566962, content_group_id: 3884418273, portal_id: 2035844, app_hs_base_url: "https://app.hubspot.com", cp_hs_base_url: "https://cp.hubspot.com", language: "en-us", analytics_page_type: "listing-page", scp_content_type: "", analytics_page_id: "97459566962", category_id: 7, folder_id: 0, is_hubspot_user: false } </script> <script defer src="/hs/hsstatic/HubspotToolsMenu/static-1.393/js/index.js"></script> <script type="text/javascript" src="https://blog.isg-research.net/hubfs/Website_Files/Javascript/wow.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/4329635374/1682170509237/Coded_files/Custom/page/Ventana_Research_Sept_2016-theme/Ventana_Research_Sept_2016-main.min.js" type="text/javascript"></script> <script type="text/javascript"> _linkedin_partner_id = "331692"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script> <script type="text/javascript"> (function(){var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://dc.ads.linkedin.com/collect/?pid=331692&fmt=gif"> </noscript> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90532869483/1725882478250/Ventana_Research_2023/js/interaction.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90531333376/1725882483915/Ventana_Research_2023/js/lazysizes-min.min.js"></script> <script src="https://blog.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/90530878259/1725882479801/Ventana_Research_2023/js/head.min.js"></script>  <script> document.addEventListener("DOMContentLoaded", function() { var lazyBackgrounds = [].slice.call(document.querySelectorAll(".lazy-background")); if ("IntersectionObserver" in window && "IntersectionObserverEntry" in window && "intersectionRatio" in window.IntersectionObserverEntry.prototype) { let lazyBackgroundObserver = new IntersectionObserver(function(entries, observer) { entries.forEach(function(entry) { if (entry.isIntersecting) { entry.target.classList.add("visible"); lazyBackgroundObserver.unobserve(entry.target); } }); }); lazyBackgrounds.forEach(function(lazyBackground) { lazyBackgroundObserver.observe(lazyBackground); }); } }); </script>  <script> /*! loadCSS. [c]2017 Filament Group, Inc. MIT License */ !function(a){"use strict";var b=function(b,c,d){function j(a){if(e.body)return a();setTimeout(function(){j(a)})}function l(){f.addEventListener&&f.removeEventListener("load",l),f.media=d||"all"}var g,e=a.document,f=e.createElement("link");if(c)g=c;else{var h=(e.body||e.getElementsByTagName("head")[0]).childNodes;g=h[h.length-1]}var i=e.styleSheets;f.rel="stylesheet",f.href=b,f.media="only x",j(function(){g.parentNode.insertBefore(f,c?g:g.nextSibling)});var k=function(a){for(var b=f.href,c=i.length;c--;)if(i[c].href===b)return a();setTimeout(function(){k(a)})};return f.addEventListener&&f.addEventListener("load",l),f.onloadcssdefined=k,k(l),f};"undefined"!=typeof exports?exports.loadCSS=b:a.loadCSS=b}("undefined"!=typeof global?global:this); /*! loadCSS rel=preload polyfill. [c]2017 Filament Group, Inc. MIT License */ !function(a){if(a.loadCSS){var b=loadCSS.relpreload={};if(b.support=function(){try{return a.document.createElement("link").relList.supports("preload")}catch(a){return!1}},b.poly=function(){for(var b=a.document.getElementsByTagName("link"),c=0;c<b.length;c++){var d=b[c];"preload"===d.rel&&"style"===d.getAttribute("as")&&(a.loadCSS(d.href,d,d.getAttribute("media")),d.rel=null)}},!b.support()){b.poly();var c=a.setInterval(b.poly,300);a.addEventListener&&a.addEventListener("load",function(){b.poly(),a.clearInterval(c)}),a.attachEvent&&a.attachEvent("onload",function(){a.clearInterval(c)})}}}(this); </script> </body></html>

CINXE.COM

ISG Software Research Analyst Perspectives | Machine data