{"id":37797,"date":"2024-06-04T22:12:08","date_gmt":"2024-06-05T02:12:08","guid":{"rendered":"https:\/\/www.ncqa.org\/?page_id=37797"},"modified":"2025-09-29T11:25:32","modified_gmt":"2025-09-29T15:25:32","slug":"data-collection-and-readiness","status":"publish","type":"page","link":"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/","title":{"rendered":"Data Collection and Readiness"},"content":{"rendered":"<p>Organizations that collect, manage and transfer health care data need to ensure the data are accurate and reliable. Historically, this has been a challenge due to variation in what types of data are collected and how the data are captured and shared. This workstream provides resources to help standardize expectations for data quality, validate data that is used for quality and performance reporting and build trust in the data.<\/p>\n<p>Resources will be continuously added and updated, so check back often or <a href=\"\/digital-quality-transition\/#dqt-stay-in-the-know\">sign up to receive updates<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Organizations that collect, manage and transfer health care data need to ensure the data are accurate and reliable. Historically, this has been a challenge due to variation in what types of data are collected and how the data are captured and shared. This workstream provides resources to help standardize expectations for data quality, validate data [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":37798,"parent":37721,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"template-dqt-workstream.php","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-37797","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Collection and Readiness - NCQA<\/title>\n<meta name=\"description\" content=\"Organizations that collect, manage and transfer health care data need to ensure the data are accurate and reliable.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Collection and Readiness - NCQA\" \/>\n<meta property=\"og:description\" content=\"Organizations that collect, manage and transfer health care data need to ensure the data are accurate and reliable.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/\" \/>\n<meta property=\"og:site_name\" content=\"NCQA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/NCQA.org\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-29T15:25:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ncqa.org\/wp-content\/uploads\/Data-Collection-and-Readiness-Thumbnail.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"500\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@NCQA\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/\",\"url\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/\",\"name\":\"Data Collection and Readiness - NCQA\",\"isPartOf\":{\"@id\":\"https:\/\/www.ncqa.org\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.ncqa.org\/wp-content\/uploads\/Data-Collection-and-Readiness-Thumbnail.webp\",\"datePublished\":\"2024-06-05T02:12:08+00:00\",\"dateModified\":\"2025-09-29T15:25:32+00:00\",\"description\":\"Organizations that collect, manage and transfer health care data need to ensure the data are accurate and reliable.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/#primaryimage\",\"url\":\"https:\/\/www.ncqa.org\/wp-content\/uploads\/Data-Collection-and-Readiness-Thumbnail.webp\",\"contentUrl\":\"https:\/\/www.ncqa.org\/wp-content\/uploads\/Data-Collection-and-Readiness-Thumbnail.webp\",\"width\":500,\"height\":500},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/data-collection-and-readiness\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.ncqa.org\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Digital Quality Transition\",\"item\":\"https:\/\/www.ncqa.org\/digital-quality-transition\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Data Collection and Readiness\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.ncqa.org\/#website\",\"url\":\"https:\/\/www.ncqa.org\/\",\"name\":\"NCQA\",\"description\":\"Measuring quality. 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