{"id":65702,"date":"2024-02-29T02:51:38","date_gmt":"2024-02-29T02:51:38","guid":{"rendered":"https:\/\/digitalhealthcoalition.org\/?page_id=65702"},"modified":"2024-02-29T02:51:44","modified_gmt":"2024-02-29T02:51:44","slug":"insight-the-xs-and-os-of-omnichannel-analytics-by-richard-schwartz-qualtrics-february-2024","status":"publish","type":"page","link":"https:\/\/digitalhealthcoalition.org\/?page_id=65702","title":{"rendered":"Insight: The Xs and Os of Omnichannel Analytics by Richard Schwartz, Qualtrics &#8211; February 2024"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"65702\" class=\"elementor elementor-65702\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10ea3112 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10ea3112\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-713e7169\" data-id=\"713e7169\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3af7074a elementor-widget__width-initial elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"3af7074a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Insight: The Xs and Os<br>of Omnichannel Analytics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-151e278 elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"151e278\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1dd7381 elementor-widget-tablet__width-initial elementor-hidden-desktop elementor-widget elementor-widget-heading\" data-id=\"1dd7381\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Insight:<br>The Xs and Os<br>of Omnichannel Analytics<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d14b231 elementor-widget elementor-widget-heading\" data-id=\"d14b231\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">by Richard Schwartz, Qualtrics<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4258a0b7 elementor-widget elementor-widget-spacer\" data-id=\"4258a0b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f06c058 elementor-hidden-tablet\" data-id=\"f06c058\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ccc682e elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"ccc682e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-300x300.jpg\" class=\"attachment-medium size-medium wp-image-65708\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-300x300.jpg 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-150x150.jpg 150w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-600x600.jpg 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-768x768.jpg 768w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS.jpg 800w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-56dcdb74 elementor-hidden-desktop elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"56dcdb74\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-99b737f\" data-id=\"99b737f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-977ecd1 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget elementor-widget-image\" data-id=\"977ecd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-300x300.jpg\" class=\"attachment-medium size-medium wp-image-65708\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-300x300.jpg 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-150x150.jpg 150w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-600x600.jpg 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS-768x768.jpg 768w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/RS.jpg 800w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e05e0d6 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e05e0d6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-01d4b31\" data-id=\"01d4b31\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-489fede elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"489fede\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"355\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png\" class=\"attachment-full size-full wp-image-65706\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png 1200w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-300x89.png 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-1024x303.png 1024w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-600x178.png 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-768x227.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ead1a44 elementor-hidden-desktop elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ead1a44\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6acd9ff elementor-hidden-desktop elementor-hidden-mobile\" data-id=\"6acd9ff\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-59c4823 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"59c4823\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"355\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png\" class=\"attachment-full size-full wp-image-65706\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png 1200w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-300x89.png 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-1024x303.png 1024w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-600x178.png 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-768x227.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1225e909 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1225e909\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-46feb454\" data-id=\"46feb454\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d3b8a60 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"d3b8a60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"355\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png\" class=\"attachment-full size-full wp-image-65706\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1.png 1200w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-300x89.png 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-1024x303.png 1024w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-600x178.png 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/omni-1-768x227.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4431ea elementor-widget elementor-widget-text-editor\" data-id=\"d4431ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">So &#8211; I am just going to roll with this definition and that when we tack on \u201cchannel\u201d behind \u2018omni\u2019 &#8211; it means the call center, the field, and everything owned, operated, and sponsored in digital . . .<\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">Now, let\u2019s imagine the moment when you may have ended up in a call center. There is a high likelihood that your experience broke upstream. For a physician customer, it could be inside of self-serve digital or in the field with a representative. It could also unfold in a channel not owned by or visible to the pharma manufacturer. Experiences break outside our purview all the time! Now let\u2019s deconstruct the potential insights within the journey to that call and how analytics can help optimize or even avoid that moment.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ba89d99 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba89d99\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6b74897\" data-id=\"6b74897\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-edbeb7c elementor-widget elementor-widget-heading\" data-id=\"edbeb7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Analytics: The Known and the Knowable<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7755edf elementor-widget elementor-widget-text-editor\" data-id=\"7755edf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">When we think about omnichannel analytics, it is good to think about the types of data we are analyzing and how they play together in the quest for customers. This is what we think of as the Customer Chemistry that helps optimize (XM) Experience Management.<\/span><\/p><p><span style=\"font-weight: 300;\">XM is a holistic understanding of human experiences through data-driven insights that have direct, measurable effects on operations. It is a virtuous cycle of learning and continuous feedback\u00a0 &#8211;\u00a0 effectively combining experience data (X-data) with operational data (O-data) to drive decisions and actions impacting business performance.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ccd992 elementor-widget elementor-widget-heading\" data-id=\"0ccd992\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">O-Data is the WHAT<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-527cca5 elementor-widget elementor-widget-text-editor\" data-id=\"527cca5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">Operational data \u2014 sales data, finance data, HR data, tangible records of tangible activities. O-data gives you visibility into the business impact of human experiences &#8211; think win rates, customer retention profitability, employee attrition, etc. <\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\"><br \/><\/span><span style=\"font-weight: 300;\">We are all accustomed to Operational or O-Data in pharma, the visits, pages, actions. We can look at it by targeted actions like downloading a co-pay coupon. When we look at all of the actions on all of the assets in all of the channels in a given month and then look at RX lift accordingly, we can interpret that as a correlation. But, even with tests and controls, Operational to Financial linkage can leave us with part of the story &#8211; and that part often tells us to get more results\u00a0 &#8211; we have to spend more.\u00a0 It makes sense on the surface and is not a bad bet. But before we gamble we may want to also look at the X-Data.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-099524a elementor-widget elementor-widget-heading\" data-id=\"099524a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">X-Data is the WHY<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b92fe8 elementor-widget elementor-widget-text-editor\" data-id=\"1b92fe8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">Experience data is the human factor data \u2014 the beliefs, the emotions, and the sentiments. X-data is the human feedback that points to the gaps between what you observe is happening and what is really happening.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-91de157 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"91de157\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5be2050\" data-id=\"5be2050\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa0c409 elementor-widget elementor-widget-heading\" data-id=\"aa0c409\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">The Solicited and Observational Aspects of X Data<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b53cdb4 elementor-widget elementor-widget-text-editor\" data-id=\"b53cdb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">Customer engagements across channels can be evaluated on solicited survey feedback embedded in key moments. This Zero Party Data that can reveal satisfaction, effort, trust, and affinity. With open fields (hard but not impossible in industry), it can also provide deeper insights on sentiment. Solicited X-Data can be essential to diagnose improvement areas by triggering intercepts at key moments of the journey on your digital app and website.<\/span><\/p><p><span style=\"font-weight: 300;\">There are best-practices for getting response rates of significance that involve a clear intent on why you are asking and clear commitment to take action on feedback. This portion of X-Data is about 15% of the customer and colleague feedback we gather across industries at Qualtrics. You can look at this as the vocal minority &#8211; important &#8211; yet not everyone or everything.<\/span><\/p><p><span style=\"font-weight: 300;\">X-Data can also be observational. This type of X-Data is the other 85% of what we at Qualtric gather, analyze, and route for action. Companies and their brands can derive deeper and more accurate insights behind customer behavior without asking a single question. It reveals patterns across channels that can aid in predictability. With an ability to detect frustration such as mouse thrashes, error clicks, rage clicks, and dead clicks.\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">The voice of the silent majority helps put better shape to cross-channel journeys <\/span><span style=\"font-weight: 300;\">in real time. <\/span><span style=\"font-weight: 300;\">Channel leaders can discover new issues that would have gone unnoticed and move from being well-intended to focusing on the actual and emerging barriers faced by customers that can be addressed &#8211; in the Zero Moment of Truth and at the speed of need.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c74377 elementor-widget elementor-widget-heading\" data-id=\"0c74377\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">WHEN A CUSTOMER CALLS<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2f554c elementor-widget elementor-widget-text-editor\" data-id=\"a2f554c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">Another aspect of XData is voice. We have all been on the phone refusing to press any of the number choices and repeatedly saying, \u201cagent, agent, human, I want to talk to a human!\u201d <\/span><span style=\"font-weight: 300;\">This is a moment of need for the customer and of opportunity for a brand to turn a contact center into a loyalty center. <\/span><span style=\"font-weight: 300;\">X-Data in this channel, alone or combined, can help you Know Them, Understand Them through conversational analytics, and Help Them in a personalized way. It also helps the agent and the loyalty center overall in training, compliance and first call resolution.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-85790f8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"85790f8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-91f2d91\" data-id=\"91f2d91\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ea65606 elementor-widget elementor-widget-heading\" data-id=\"ea65606\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">More Xs and Os<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccc82ad elementor-widget elementor-widget-text-editor\" data-id=\"ccc82ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 300;\">Inside the omnichannels are potential omnianalytics &#8211; those whats and whys. The amalgamation in your analytics helps you see what is happening and understand why it is happening. Combined with O-Data, X-Data helps you mine for patterns and identify anomalies by behavior, verbatim topics, or sentiment score. Imagine being able to pair sentiment, segment, and verbatim feedback.\u00a0<\/span><\/p><p><span style=\"font-weight: 300;\">And that sentiment data\u00a0 &#8211; it tells you how best to solve the customers needs and eliminate the root cause issues.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-220cd52 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"220cd52\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-18718af\" data-id=\"18718af\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f9f4078 elementor-widget elementor-widget-spacer\" data-id=\"f9f4078\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c94851a elementor-widget elementor-widget-image\" data-id=\"c94851a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1676\" height=\"939\" src=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics.jpg\" class=\"attachment-full size-full wp-image-65709\" alt=\"\" srcset=\"https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics.jpg 1676w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics-300x168.jpg 300w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics-1024x574.jpg 1024w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics-600x336.jpg 600w, https:\/\/digitalhealthcoalition.org\/wp-content\/uploads\/2024\/02\/Qualtrics-Schwartz-Data-Analytics-768x430.jpg 768w\" sizes=\"(max-width: 1676px) 100vw, 1676px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f143a4d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f143a4d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0bc107c\" data-id=\"0bc107c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c073da7 elementor-widget elementor-widget-text-editor\" data-id=\"c073da7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 16px; font-weight: 900;\">You can connect with Richard Schwartz\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/richardpschwartz\/\" target=\"_blank\" rel=\"noopener\">on LinkedIN<\/a>.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1256ad1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1256ad1\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8f02a06\" data-id=\"8f02a06\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aa6b546 elementor-widget elementor-widget-spacer\" data-id=\"aa6b546\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d9c835 elementor-widget elementor-widget-text-editor\" data-id=\"8d9c835\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<hr \/>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6cf56978 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6cf56978\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6860d608\" data-id=\"6860d608\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-33bc2ebf elementor-widget elementor-widget-text-editor\" data-id=\"33bc2ebf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>Subscribe to our Mailing List<\/h2><p><style type=\"text\/css\">\n\t#mc_embed_signup{background:#fff; 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remove this or risk form bot signups--><\/p><div style=\"position: absolute; left: -5000px;\" aria-hidden=\"true\"><input tabindex=\"-1\" name=\"b_e184b84d4d47e2479e9843837_b16c652e55\" type=\"text\" value=\"\" \/><\/div><div class=\"clear\"><input id=\"mc-embedded-subscribe\" class=\"button\" name=\"subscribe\" type=\"submit\" value=\"Subscribe\" \/><\/div><\/div><\/form><\/div><p><script type=\"text\/javascript\" src=\"\/\/s3.amazonaws.com\/downloads.mailchimp.com\/js\/mc-validate.js\"><\/script><script type=\"text\/javascript\">(function($) {window.fnames = new Array(); window.ftypes = new 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class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f595a27\" data-id=\"f595a27\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Insight: The Xs and Osof Omnichannel Analytics Insight:The Xs and Osof Omnichannel Analytics by Richard Schwartz, Qualtrics So &#8211; I am just going to roll with this definition and that when we tack on \u201cchannel\u201d behind \u2018omni\u2019 &#8211; it means the call center, the field, and everything owned, operated, and sponsored in digital . 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