{"id":31649,"date":"2025-07-03T15:44:12","date_gmt":"2025-07-03T10:14:12","guid":{"rendered":"https:\/\/techvariable.com\/?p=31649"},"modified":"2025-11-07T18:45:40","modified_gmt":"2025-11-07T13:15:40","slug":"the-fragmented-landscape-of-healthcare-data","status":"publish","type":"post","link":"https:\/\/techvariable.com\/blogs\/the-fragmented-landscape-of-healthcare-data","title":{"rendered":"The Fragmented Landscape of Healthcare Data"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"31649\" class=\"elementor elementor-31649\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07dbf37 e-con-full e-flex e-con e-parent\" data-id=\"07dbf37\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d8c7c85 e-con-full e-flex e-con e-child\" data-id=\"d8c7c85\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5df9810 elementor-toc--content-ellipsis elementor-widget elementor-widget-table-of-contents\" data-id=\"5df9810\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_offset&quot;:100,&quot;sticky_parent&quot;:&quot;yes&quot;,&quot;container&quot;:&quot;#content&quot;,&quot;sticky_effects_offset&quot;:100,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;marker_view&quot;:&quot;bullets&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;&quot;,&quot;library&quot;:&quot;&quot;},&quot;collapse_subitems&quot;:&quot;yes&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_anchor_link_offset&quot;:0}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tSUMMARY\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__5df9810\" class=\"elementor-toc__body elementor-toc__list-items--collapsible\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/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>\n\t\t<div class=\"elementor-element elementor-element-7898dff e-con-full e-flex e-con e-child\" data-id=\"7898dff\" data-element_type=\"container\" data-e-type=\"container\" id=\"content\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b95e91 elementor-widget elementor-widget-heading\" data-id=\"2b95e91\" 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<h1 class=\"elementor-heading-title elementor-size-default\">The Fragmented Landscape of Healthcare Data: <span class=\"gradient-text-new\">Why Integration Is No Longer Optional<\/span><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0978e71 elementor-widget elementor-widget-text-editor\" data-id=\"0978e71\" 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>Walk into any modern hospital, and you&#8217;ll see connected devices, digital dashboards, and clinicians glued to their EHRs. On the surface, healthcare appears to be digitized. However, dig deeper, and you&#8217;ll uncover a sobering truth: our data still resides in silos, scattered across systems, organizations, and formats that don&#8217;t communicate with each other.<br \/><br \/>This isn&#8217;t just a technical inconvenience. It&#8217;s a strategic and clinical crisis, one that touches every corner of healthcare delivery, from patient safety to population health to payer efficiency.<br \/><br \/>In this blog, we delve into the persistent issue of data fragmentation, its staggering cost to the system, and most importantly, why meaningful integration is not just a choice, but a pressing need that demands our immediate attention.<\/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-30bc09d elementor-widget elementor-widget-heading\" data-id=\"30bc09d\" 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\"><span class=\"gradient-text-new\">The Reality of Fragmentation: A Digital Tower of Babel<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6adc1b elementor-widget elementor-widget-text-editor\" data-id=\"d6adc1b\" 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>Healthcare generates more data than any other industry, accounting for approximately 30% of the world&#8217;s total data, according to RBC Capital Markets. This data is expected to grow at a 36% compound annual growth rate, fueled by electronic health records (EHRs), wearables, remote patient monitoring, claims data, genomics, and social determinants of health.<br \/>But here&#8217;s the paradox: 90% of that data goes unused for care decision-making.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1855e6c e-con-full e-flex e-con e-child\" data-id=\"1855e6c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac84246 elementor-widget elementor-widget-text-editor\" data-id=\"ac84246\" 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\tWhy? Because it&#8217;s scattered across:\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-51fa8f6 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"51fa8f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Hospital and clinic EHRs<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Insurance claims and authorization systems<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Imaging systems (PACS)<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Pharmacy records<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Lab databases<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Devices and IoT sensors<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Public health registries<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Consumer health apps and wearables<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9ab0b4 elementor-widget elementor-widget-text-editor\" data-id=\"c9ab0b4\" 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>These systems communicate in different languages, such as HL7 v2, FHIR, X12, and CCD, and adhere to inconsistent standards and data models. Even within the same hospital network, data exchange can be challenging if different departments use different vendors.<\/p><p>The result? A digital Tower of Babel, where every system has a voice, but no one understands each other.<\/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-dd86705 elementor-widget elementor-widget-image\" data-id=\"dd86705\" 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=\"732\" height=\"696\" src=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Data-Utilization-vs-Accesibility.png\" class=\"attachment-full size-full wp-image-31658\" alt=\"\" srcset=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Data-Utilization-vs-Accesibility.png 732w, https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Data-Utilization-vs-Accesibility-300x285.png 300w\" sizes=\"(max-width: 732px) 100vw, 732px\" \/>\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-b27ad42 elementor-widget elementor-widget-text-editor\" data-id=\"b27ad42\" 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>fig: Data Utilization &amp; Accessibility<\/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-f9f14e3 elementor-widget elementor-widget-heading\" data-id=\"f9f14e3\" 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\"><span class=\"gradient-text-new\">The Cost of Doing Nothing<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a6a7a0e elementor-widget elementor-widget-heading\" data-id=\"a6a7a0e\" 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\">1. Redundant Tests and Procedures<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b85fefc elementor-widget elementor-widget-text-editor\" data-id=\"b85fefc\" 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>Imagine a patient visiting multiple providers, each repeating the same blood test or MRI because previous results aren&#8217;t accessible. This isn&#8217;t rare, it&#8217;s routine.<br \/>The <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/31589283\/\">National Library of Medicine<\/a> estimates that $200 billion is wasted annually in the U.S. alone on unnecessary services, many of which stem from inaccessible data.<\/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-b093eab elementor-widget elementor-widget-heading\" data-id=\"b093eab\" 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\">2. Patient Harm from Medical Errors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89759b2 elementor-widget elementor-widget-text-editor\" data-id=\"89759b2\" 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: 400;\">When providers lack a comprehensive picture, they make decisions based on incomplete information. This leads to:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Incorrect medications<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Missed allergies<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Delayed or duplicate treatments<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">According to a <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/books\/NBK499956\/\"><span style=\"font-weight: 400;\">BMJ study<\/span><\/a><span style=\"font-weight: 400;\">, medical errors are the third leading cause of death in the U.S., with data gaps being a major contributor.<\/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-153cb16 elementor-widget elementor-widget-heading\" data-id=\"153cb16\" 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\">3. Provider Burnout and Inefficiency<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4852c7c elementor-widget elementor-widget-text-editor\" data-id=\"4852c7c\" 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: 400;\">Clinicians spend up to 6 hours per day managing EHRs, much of which is spent trying to locate, reconcile, or verify information scattered across various systems (<\/span><a href=\"https:\/\/www.acpjournals.org\/doi\/10.7326\/M16-0961\"><span style=\"font-weight: 400;\">Annals of Internal Medicine<\/span><\/a><span style=\"font-weight: 400;\">).<\/span><\/p><p><span style=\"font-weight: 400;\">The result is cognitive overload, reduced face time with patients, and escalating burnout, leading to workforce attrition, lower morale, and worse patient outcomes.<\/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-aca3fbf elementor-widget elementor-widget-heading\" data-id=\"aca3fbf\" 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\">4. Lost Revenue and Strategic Risk<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-978e577 elementor-widget elementor-widget-text-editor\" data-id=\"978e577\" 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: 400;\">For payers, fragmented data results in poor risk stratification, inaccurate quality reporting, and a limited ability to manage value-based care. It undermines HEDIS scoring, Star ratings, and CMS reporting.<\/span><\/p><p><span style=\"font-weight: 400;\">For health systems, the inability to track performance, spot care gaps, or optimize networks weakens their strategic edge.<\/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-93d4eb4 elementor-widget elementor-widget-heading\" data-id=\"93d4eb4\" 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\"><span class=\"gradient-text-new\">Why Is Integration So Hard?<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-352c3ed elementor-widget elementor-widget-text-editor\" data-id=\"352c3ed\" 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\tThe technical challenge is real, but it&#8217;s not the whole story. Let&#8217;s break it down.\n\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-7cce89c elementor-widget elementor-widget-heading\" data-id=\"7cce89c\" 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\">Technical Heterogeneity<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d65cb8 elementor-widget elementor-widget-text-editor\" data-id=\"8d65cb8\" 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: 400;\">Different formats (e.g., HL7 v2 vs. FHIR), terminologies (SNOMED, ICD, LOINC), and transport protocols make point-to-point integration brittle and unsustainable at scale.<\/span><\/p><p><span style=\"font-weight: 400;\">A recent review in <\/span><a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC9596238\/\"><span style=\"font-weight: 400;\">the National Library of Medicine<\/span><\/a><span style=\"font-weight: 400;\"> outlines how inconsistent schema structures, differing update cycles, and a lack of semantic alignment create barriers even in relatively well-digitized systems.<\/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-7ccd17d elementor-widget elementor-widget-heading\" data-id=\"7ccd17d\" 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\">Privacy and Compliance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-135b2fb elementor-widget elementor-widget-text-editor\" data-id=\"135b2fb\" 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: 400;\">Data sharing must comply with HIPAA, GDPR, and regional data governance frameworks. Integration requires handling consent, encryption, auditing, and access controls\u2014all without impacting performance.<\/span><\/p><p><span style=\"font-weight: 400;\">The average cost of a healthcare data breach now stands at $10.93 million, the highest across industries (<\/span><a href=\"https:\/\/www.ibm.com\/reports\/data-breach\"><span style=\"font-weight: 400;\">IBM Cost of a Data Breach Report<\/span><\/a><span style=\"font-weight: 400;\">).<\/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-aae9dbe elementor-widget elementor-widget-heading\" data-id=\"aae9dbe\" 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\">Human and Organizational Factors<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e397a80 elementor-widget elementor-widget-text-editor\" data-id=\"e397a80\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Staff fear of workflow disruption<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Vendor lock-in from proprietary systems<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Misaligned incentives (e.g., fee-for-service models that don&#8217;t reward interoperability)<\/span><\/li><\/ul>\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-5990e6a elementor-widget elementor-widget-text-editor\" data-id=\"5990e6a\" 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>Without a comprehensive change management strategy that addresses these human and organizational factors, even the most advanced integration technology is likely to face insurmountable challenges.<\/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-a5cac78 elementor-widget elementor-widget-heading\" data-id=\"a5cac78\" 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\"><span class=\"gradient-text-new\">So What Works? Building Blocks of Effective Integration<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36b09fc elementor-widget elementor-widget-text-editor\" data-id=\"36b09fc\" 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\tIntegration isn&#8217;t about a single system\u2014it&#8217;s about harmonizing many moving parts.\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-d756bd9 elementor-widget elementor-widget-heading\" data-id=\"d756bd9\" 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\">1. Adoption of Open Standards (FHIR, HL7)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b48d14 elementor-widget elementor-widget-text-editor\" data-id=\"8b48d14\" 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: 400;\">Fast Healthcare Interoperability Resources (FHIR) has emerged as the most promising standard for healthcare interoperability. Supported by SMART apps, bulk data exchange, and CMS mandates, FHIR enables:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Patient-level APIs<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Bulk population data pulls<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">App-level interoperability within EHRs<\/span><\/li><\/ul>\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-00eab00 elementor-widget elementor-widget-heading\" data-id=\"00eab00\" 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\">2. Middleware and Interoperability Layers\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63d2da6 elementor-widget elementor-widget-text-editor\" data-id=\"63d2da6\" 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\tInstead of trying to consolidate all data into a single system, modern architectures deploy data integration platforms (such as Redox, InterSystems, or custom-built solutions) that ingest and normalize data in real time, serving it downstream for clinical, operational, or analytical purposes.\n\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-6bfccde elementor-widget elementor-widget-heading\" data-id=\"6bfccde\" 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\">3. Cloud-native Data Platforms<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-112f204 elementor-widget elementor-widget-text-editor\" data-id=\"112f204\" 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\tPlatforms like Google Health, Azure Health Data Services, and AWS HealthLake enable secure, scalable, and standards-compliant data storage and analytics, empowering health systems to transition from siloed data marts to unified patient longitudinal views.\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-c52e24c elementor-widget elementor-widget-heading\" data-id=\"c52e24c\" 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\">4. Federated and Edge-based Models<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79648de elementor-widget elementor-widget-text-editor\" data-id=\"79648de\" 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: 400;\">Rather than moving sensitive data across networks, federated learning allows multiple institutions to train models collaboratively without sharing raw data\u2014a critical advancement in privacy-conscious analytics (<\/span><a href=\"https:\/\/www.nature.com\/articles\/s42256-020-0186-1\"><span style=\"font-weight: 400;\">Nature Machine Intelligence<\/span><\/a><span style=\"font-weight: 400;\">).<\/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-27cecc9 elementor-widget elementor-widget-image\" data-id=\"27cecc9\" 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=\"888\" height=\"456\" src=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Healthcare-Integration-Hierarchy.png\" class=\"attachment-full size-full wp-image-31662\" alt=\"\" srcset=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Healthcare-Integration-Hierarchy.png 888w, https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Healthcare-Integration-Hierarchy-300x154.png 300w, https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Healthcare-Integration-Hierarchy-768x394.png 768w\" sizes=\"(max-width: 888px) 100vw, 888px\" \/>\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-7de6cbd elementor-widget elementor-widget-text-editor\" data-id=\"7de6cbd\" 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>fig: Healthcare Integration Hierarchy<\/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-c5097a1 elementor-widget elementor-widget-heading\" data-id=\"c5097a1\" 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\"><span class=\"gradient-text-new\">Real-World Example: The UK's Interoperability Dilemma<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dec427e elementor-widget elementor-widget-text-editor\" data-id=\"dec427e\" 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\tA BBC investigation highlighted the story of a patient named David Snelson, whose test results from his GP couldn&#8217;t be seen by specialists at the hospital due to IT system incompatibility.\nDespite over a decade of EHR rollouts, the UK NHS continues to struggle with fundamental interoperability issues, mirroring challenges observed globally from the U.S. to India.\n\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-ce97f9e elementor-widget elementor-widget-heading\" data-id=\"ce97f9e\" 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\"><span class=\"gradient-text-new\">Final Thoughts: A Call to Act<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76fffef elementor-widget elementor-widget-text-editor\" data-id=\"76fffef\" 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: 400;\">Healthcare doesn&#8217;t need more dashboards, more sensors, or more apps.<\/span><\/p><p><span style=\"font-weight: 400;\">It requires connected intelligence, clean, complete, and context-aware data that flows across boundaries, augmenting human decision-making and aligning stakeholders around patient value.<\/span><\/p><p><span style=\"font-weight: 400;\">Integration isn&#8217;t just an IT initiative. It&#8217;s the foundation for every transformative healthcare vision:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Value-based care<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Precision medicine<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Predictive AI<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Whole-person care models<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Interoperable public health infrastructure<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">If you&#8217;re a payer, a provider, or a product leader in health tech\u2014the time to invest in integration is now. Because when systems don&#8217;t talk, patients suffer, providers burn out, and money is wasted.<\/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-b01fa0c elementor-widget elementor-widget-image\" data-id=\"b01fa0c\" 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=\"900\" height=\"702\" src=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Achieving-HealthData-Integration.png\" class=\"attachment-full size-full wp-image-31663\" alt=\"\" srcset=\"https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Achieving-HealthData-Integration.png 900w, https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Achieving-HealthData-Integration-300x234.png 300w, https:\/\/techvariable.com\/wp-content\/uploads\/2025\/07\/Achieving-HealthData-Integration-768x599.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\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-00e1cae elementor-widget elementor-widget-text-editor\" data-id=\"00e1cae\" 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>fig: Achieving HealthData Integration<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>In this blog, we delve into the persistent issue of data fragmentation and why meaningful integration is not just a choice anymore.<\/p>\n","protected":false},"author":15,"featured_media":31691,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"h5ap_radio_sources":[],"footnotes":""},"categories":[9,1],"tags":[],"class_list":["post-31649","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-healthcare","category-uncategorized"],"acf":[],"_links":{"self":[{"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/posts\/31649","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/techvariable.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=31649"}],"version-history":[{"count":0,"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/posts\/31649\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techvariable.com\/index.php?rest_route=\/wp\/v2\/media\/31691"}],"wp:attachment":[{"href":"https:\/\/techvariable.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31649"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techvariable.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31649"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techvariable.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31649"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}