{"id":7713047,"date":"2025-04-15T00:38:15","date_gmt":"2025-04-15T00:38:15","guid":{"rendered":"https:\/\/orionhealth.com\/?p=7713047"},"modified":"2026-01-29T19:38:57","modified_gmt":"2026-01-29T19:38:57","slug":"how-to-prepare-healthcare-data-for-ai-success","status":"publish","type":"post","link":"https:\/\/orionhealth.com\/nz\/blog\/how-to-prepare-healthcare-data-for-ai-success\/","title":{"rendered":"How to prepare healthcare data for AI success"},"content":{"rendered":"<p>As healthcare organisations accelerate toward AI-driven digital transformation, there&#8217;s one foundational step that simply can\u2019t be overlooked: preparing healthcare data to be AI-ready.<\/p>\n\n\n\n<p>Without clean, complete, standardised, and secure data, even the most promising AI initiatives will fall short. AI is only as powerful as the quality of data it learns from\u2014and right now, much of that data is unfit for purpose.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">The Untapped Potential of Healthcare Data<\/h2>\n\n\n\n<p>AI has the potential to transform patient care, from predictive analytics and early disease detection to personalised treatment plans. But to achieve this, we must overcome some significant roadblocks.<\/p>\n\n\n\n<p>Currently, up to <strong><a href=\"https:\/\/www.wolterskluwer.com\/en\/expert-insights\/preparing-healthcare-data-for-ai-models#:~:text=According%20to%20studies%2C%2080%25%20of,out%22%20aptly%20describes%20this%20situation.\">80% of healthcare data exists in unstructured formats<\/a><\/strong> like clinician notes, PDF documents, and imaging metadata. This makes it largely unusable without heavy preprocessing.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"400\" src=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min-1024x400.png\" alt=\"\" class=\"wp-image-7713048\" srcset=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min-1024x400.png 1024w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min-300x117.png 300w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min-768x300.png 768w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min-18x7.png 18w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-10-min.png 1180w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Graph: Data Transformation Process<\/strong><br>Source: <a href=\"https:\/\/www.wolterskluwer.com\/en-nz\/expert-insights\/5-tips-to-ensure-your-data-is-analytics-ready.\" target=\"_blank\" rel=\"noreferrer noopener\">Wolters Kluwer \u2013 5 Tips to Ensure Your Data is Analytics-Ready<\/a><\/figcaption><\/figure>\n\n\n\n<p>On top of that, health data is fragmented across providers, payers, systems, and devices, making interoperability a major hurdle.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Key Challenges in Preparing AI-Ready Healthcare Data<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Fragmented Systems and Data Silos<\/strong><\/h3>\n\n\n\n<p>Many organisations still operate in isolated EHR systems that can\u2019t communicate across institutions. The absence of standardised data exchange frameworks limits the flow of information\u2014essential for both effective care and AI applications.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"433\" src=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09-1024x433.png\" alt=\"Graph depicting the many challenges of data analytics in healthcare.\" class=\"wp-image-7713049\" srcset=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09-1024x433.png 1024w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09-300x127.png 300w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09-768x325.png 768w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09-18x8.png 18w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-09.png 1180w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Graph: Challenges of Data Analytics in Healthcare<\/strong><br>Source: <a class=\"\" href=\"https:\/\/kodjin.com\/blog\/data-analytics-in-healthcare-challenges-and-solutions\/\">Kodjin \u2013 Data Analytics in Healthcare: Challenges &amp; Solutions<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Time-Consuming Data Preparation<\/strong><\/h3>\n\n\n\n<p>Data scientists in healthcare spend <strong><a href=\"https:\/\/www.forbes.com\/sites\/gilpress\/2016\/03\/23\/data-preparation-most-time-consuming-least-enjoyable-data-science-task-survey-says\/\">50\u201380% of their time<\/a><\/strong> just cleaning and preparing data for use. Errors, missing values, duplicate entries, and inconsistent coding (e.g., ICD-10, SNOMED, LOINC) all reduce data quality and introduce bias into AI outputs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Cybersecurity Risks<\/strong><\/h3>\n\n\n\n<p>Healthcare data is one of the most targeted assets for cyberattacks. Legacy infrastructure, poor patch management, and device vulnerabilities remain persistent threats. Any AI system must sit on a secure and compliant foundation, aligned with frameworks such as HIPAA, ISO 27001, and HITRUST.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"415\" src=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1-1024x415.png\" alt=\"\" class=\"wp-image-7713052\" srcset=\"https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1-1024x415.png 1024w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1-300x122.png 300w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1-768x311.png 768w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1-18x7.png 18w, https:\/\/orionhealth.com\/wp-content\/uploads\/Tom-Post-Getting-Health-Data-Ready-11-2-1.png 1180w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong>Graph: Healthcare Data Growth (2018\u20132025 CAGR)<\/strong><br>Source: <a class=\"\" href=\"https:\/\/www.rbccm.com\/en\/gib\/healthcare\/episode\/the_healthcare_data_explosion\">RBC Capital Markets \u2013 The Healthcare Data Explosion<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Strategies to Make Data AI-Ready<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Embrace Interoperability Standards<\/h3>\n\n\n\n<p>Adopt modern protocols like <strong>HL7\u00ae FHIR\u00ae<\/strong> and participate in Health Information Exchanges (HIEs) to create a single source of truth. National-level data liquidity also depends on governance and trust frameworks like HISO (NZ) and TEFCA (US).<\/p>\n\n\n\n<p>Learn more about<a href=\"https:\/\/orionhealth.com\/nz\/blog\/what-is-hl7-and-why-does-healthcare-need-it\/#\"> HL7 and it&#8217;s importance in healthcare in this blog. <\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Use AI to Prepare Data for AI<\/h3>\n\n\n\n<p>We can also use AI-assisted tools to identify and eliminate duplicate records, fill in missing values, and convert unstructured formats into standardised, structured datasets. Natural language processing, optical character recognition, and terminology management systems are essential tools in this transformation\u200b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Embed Data Governance Throughout the Organisation<\/h3>\n\n\n\n<p>Healthcare data governance is not just an IT responsibility. It must be woven into clinical and operational workflows, supported by:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transparent data quality metrics<\/li>\n\n\n\n<li>Comprehensive data dictionaries<\/li>\n\n\n\n<li>Routine audits<\/li>\n<\/ul>\n\n\n\n<p>Governance must evolve alongside changes to medical standards and terminologies.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Prioritise Security and Privacy from the Ground Up<\/h3>\n\n\n\n<p>A secure AI deployment starts with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Encryption of patient data at rest and in transit<\/li>\n\n\n\n<li>Zero-trust architecture<\/li>\n\n\n\n<li>Multi-factor authentication (MFA)<\/li>\n\n\n\n<li>Role-based access controls<\/li>\n\n\n\n<li>Ongoing vulnerability assessments<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">AI without data readiness is a non-starter<\/h2>\n\n\n\n<p>Digital transformation in healthcare without high-quality, AI-ready data is dead on arrival. As healthcare data grows in both volume and complexity, organisations must act swiftly to prioritise data readiness\u2014not as a technical side project but as a core strategic investment.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>It\u2019s not a matter of <em>if<\/em> your data should be AI-ready, but <em>how quickly<\/em> you can get there.<\/strong><br><\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">References: <\/h2>\n\n\n\n<p>Digital Guardian. 2023. Healthcare Data Security: Challenges &amp; Solutions. June 14, 2023. <a href=\"https:\/\/www.digitalguardian.com\/blog\/healthcare-data-security\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.digitalguardian.com\/blog\/healthcare-data-security<\/a>.<\/p>\n\n\n\n<p>LinkedIn. 2025. Beyond Raw Data: How to Build AI-Ready, High-Value Healthcare Data Assets. SynapseHealthTech. February 13, 2025. <a href=\"https:\/\/www.linkedin.com\/pulse\/beyond-raw-data-how-build-ai-ready-high-value-healthcare-guq8c\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.linkedin.com\/pulse\/beyond-raw-data-how-build-ai-ready-high-value-healthcare-guq8c\/<\/a>.<\/p>\n\n\n\n<p>Oracle New Zealand. 2024. Interoperability in Healthcare Explained. June 24, 2024. <a href=\"https:\/\/www.oracle.com\/nz\/health\/interoperability-healthcare\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.oracle.com\/nz\/health\/interoperability-healthcare\/<\/a>.<\/p>\n\n\n\n<p>Wolters Kluwer. 2024. 5 Tips to Ensure Your Data is Analytics-Ready. <a href=\"https:\/\/www.wolterskluwer.com\/en\/expert-insights\/five-tips-to-ensure-your-data-is-analytics-ready\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">https:\/\/www.wolterskluwer.com\/en-nz\/expert-insights\/5-tips-to-ensure-your-data-is-analytics-ready.<\/a><\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>As healthcare organisations accelerate toward AI-driven digital transformation, there&#8217;s one foundational step that simply can\u2019t be overlooked: preparing healthcare data to be AI-ready. Without clean, complete, standardised, and secure data, even the most promising AI initiatives will fall short. AI is only as powerful as the quality of data it learns from\u2014and right now, much [&hellip;]<\/p>\n","protected":false},"author":47,"featured_media":7713053,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[1],"tags":[274],"region":[25,26,23,24,27,28],"class_list":["post-7713047","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-in-healthcare","region-au","region-ca","region-global","region-nz","region-uk","region-us"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to prepare healthcare data for AI success - Orion Health<\/title>\n<meta name=\"description\" content=\"How to make healthcare data AI-ready with clean, standardised, secure data to power smarter, faster clinical decision-making.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/orionhealth.com\/nz\/blog\/how-to-prepare-healthcare-data-for-ai-success\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to prepare healthcare data for AI success - 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