{"id":173425,"date":"2024-10-31T09:06:02","date_gmt":"2024-10-31T13:06:02","guid":{"rendered":"https:\/\/innowise.com\/?p=173425"},"modified":"2026-03-19T08:37:10","modified_gmt":"2026-03-19T12:37:10","slug":"predictive-analytics-in-healthcare","status":"publish","type":"post","link":"https:\/\/innowise.com\/nb\/blog\/predictive-analytics-in-healthcare\/","title":{"rendered":"Forebygging av det som kan forebygges: Bruk av prediktive analyser i helsevesenet"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"173425\" class=\"elementor elementor-173425\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2bf5d30 main-block elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2bf5d30\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-ed4b59f\" data-id=\"ed4b59f\" data-element_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-f269686 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"f269686\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"breadcrumbs flex\">\n    <div class=\"info\"> \n    <a href=\"https:\/\/innowise.com\/\">\n  Main\n  <\/a>\n    <\/div>\n    <div class=\"info\">\n         <a href=\"https:\/\/innowise.com\/about-us\/\">\n  About us\n  <\/a>\n    <\/div>\n     <div class=\"info\">\n          <a href=\"https:\/\/innowise.com\/blog\/\">\n  Blog\n  <\/a>\n    <\/div>\n<\/div>\n<script type=\"application\/ld+json\">\n{\n  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class=\"article-info flex\">\n    <div class=\"info\"> \n    15 min read\n    <\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79827f8 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"79827f8\" data-element_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\">Preventing the preventable: Use of predictive analytics in healthcare<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3ed090 elementor-widget__width-initial elementor-widget elementor-widget-shortcode\" data-id=\"b3ed090\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[display_tags]<\/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\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-7341222 article-description e-flex e-con-boxed e-con e-parent\" data-id=\"7341222\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7f9f5ae author-article e-con-full e-flex e-con e-child\" data-id=\"7f9f5ae\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-55232d7 e-con-full e-flex e-con e-child\" data-id=\"55232d7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-119ae73 elementor-widget elementor-widget-text-editor\" data-id=\"119ae73\" data-element_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;\">Let&#8217;s face it, healthcare can be a bit of a guessing game \u2014 but what if we had a crystal ball? Predictive analytics is stepping up as that crystal ball, using the power of data to transform healthcare from reactive to proactive: we\u2019re talking everything from spotting health risks before they become major issues to making sure hospitals have the right supplies on hand, to even catching fraudsters in the act. Read on to see how predictive analytics is changing the game in healthcare, one data point at a time.<\/span><\/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<div class=\"elementor-element elementor-element-3c00630 e-con-full e-flex e-con e-child\" data-id=\"3c00630\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbcb7cb elementor-widget elementor-widget-text-editor\" data-id=\"cbcb7cb\" data-element_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>What is predictive analytics in healthcare?<\/h2><p><span style=\"font-weight: 400;\">Predictive analytics in healthcare is all about using statistical algorithms and machine learning techniques to identify the likelihood of future outcomes based on historical data. By analyzing complex patterns in patient records, treatment histories, and demographics, healthcare organizations can identify high-risk patients, with more accuracy than ever before and develop targeted interventions.<\/span><\/p><p><span style=\"font-weight: 400;\">This data-driven approach is a game changer for healthcare delivery. At the patient level, it means optimized treatment plans, reduced likelihood of readmissions, and improved disease management. On a broader scale, predictive analytics strengthens population health management, optimizes care quality, and cuts healthcare costs. Ultimately, predictive analytics has the potential to create a more effective and patient-centric healthcare ecosystem that benefits all stakeholders.<\/span><\/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<div class=\"elementor-element elementor-element-9d9f092 e-con-full e-flex e-con e-child\" data-id=\"9d9f092\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28351ce elementor-widget elementor-widget-text-editor\" data-id=\"28351ce\" data-element_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>Predictive analytics in healthcare market stats<\/h2><p>The numbers speak for themselves: the healthcare industry is placing a hefty bet on predictive analytics. The global market is expected to skyrocket to a staggering $154.61 billion by 2034, and businesses are clearly recognizing the game-changing potential of this tech. This surge in investment shows that the industry is moving towards\u00a0 proactive, data-driven <a href=\"https:\/\/innowise.com\/industries\/healthcare\/\">healthcare solutions<\/a>, largely doing away with reactive approaches. We&#8217;re seeing a big leap from a $14.51 billion market in 2023 to a projected $17.99 billion in 2024: this demonstrates the rapid pace of adoption and the immense growth predicted for the years ahead. There\u2019s no doubt that predictive analytics is poised to bring about a revolution in healthcare.<\/p><div id=\"gtx-trans\" style=\"position: absolute; left: 139px; top: 301.812px;\"><div class=\"gtx-trans-icon\">\u00a0<\/div><\/div>\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-5c13e1d elementor-widget elementor-widget-image\" data-id=\"5c13e1d\" data-element_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=\"1000\" height=\"591\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Preventing-the-preventable-1.svg\" class=\"attachment-full size-full wp-image-173430\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-c76a1a4 e-con-full e-flex e-con e-child\" data-id=\"c76a1a4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-addc95a elementor-widget elementor-widget-text-editor\" data-id=\"addc95a\" data-element_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>Predictive analytics applications for healthcare<\/h2><p>Let&#8217;s move beyond the hype and explore the tangible ways predictive analytics is revolutionizing healthcare, right here.<\/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-e793351 elementor-widget elementor-widget-html\" data-id=\"e793351\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"domains-container-new domains-1\">\r\n    <ul class=\"domains__list-new\">\r\n      <div class=\"domain__list_container-new\">\r\n  \r\n        \r\n       <li class=\"domains__list-item-new domains__list-item_active-new\">Risk stratification<\/li>\r\n        <li class=\"domains__list-item-new\">Clinical decision support<\/li>\r\n        <li class=\"domains__list-item-new\">Operational forecasting<\/li>\r\n        <li class=\"domains__list-item-new\">Population health analysis<\/li>\r\n        <li class=\"domains__list-item-new\">Patient engagement optimization<\/li>\r\n        <li class=\"domains__list-item-new\">Fraud detection<\/li>\r\n        <li class=\"domains__list-item-new\">Supply chain management and logistics<\/li>\r\n        \r\n      <\/div>\r\n    <\/ul>\r\n  \r\n  \r\n  \r\n  \r\n  \r\n  \r\n    <div class=\"domains__descriptions-new\">\r\n     \r\n     \r\n        <div class=\"domains__descriptions-item-new domains__descriptions-item_active-new\"><div class=\"slider-title-new\"><h3>Risk stratification<\/h3><\/div><p class=\"slider-desc-new\">Predictive analytics in healthcare helps us identify and group patients according to their health risks. This means taking a more proactive approach to healthcare with targeted interventions, optimized resource allocation (e.g., for high-risk individuals), and personalized care plans.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Risk-stratification.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Clinical decision support<\/h3><\/div><p class=\"slider-desc-new\"><a href=\"https:\/\/innowise.com\/industries\/healthcare\/ai\/\">Personalized treatment<\/a> plans, early disease detection, optimized resource allocation, improved compliance with clinical guidelines, and support for population health management \u2014 all made possible thanks to predictive analytics \u2014 are changing clinical decision-making.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Clinical-decision-support.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Operational forecasting<\/h3><\/div><p class=\"slider-desc-new\">Predictive analytics changes the way healthcare organizations operate. From resource allocation to inventory management, readmission prevention to equipment maintenance, predictive analytics is making impact. And the best part? These improvements are leading to gains in efficiency and a higher quality of care.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Operational-forecasting.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Population health analysis<\/h3><\/div><p class=\"slider-desc-new\">Using data from different sources, predictive analytics helps HCPs identify high-risk populations, predict disease outbreaks, and tailor interventions using a data-driven approach. This allows HCPs to put resources where they're needed most \u2014 targeting specific demographics with custom-made programs to address their unique health needs.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Population-health-analysis.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3><a href=\"https:\/\/innowise.com\/industries\/healthcare\/patient-engagement-software-solutions\/\">Patient engagement optimization<\/a><\/h3><\/div><p class=\"slider-desc-new\">Predictive analytics lets HCPs reach out to patients in a personalized way and intervene when needed. It helps spot patients at a more notable risk of losing touch, so medical professionals can give them the support and info they need. This data-driven approach means people can better understand their care and get more involved with their treatment.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Patient-engagement-optimization.jpg\" alt=\"\"><\/div><\/div>\r\n\r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Fraud detection<\/h3><\/div><p class=\"slider-desc-new\">Thanks to advanced predictive analytics techniques, HCPs can spot and stop bad actors before they cause any harm. These techniques help identity theft and other fraudulent practices to ensure that patients are only billed for the services they actually receive and safeguarding both patients and healthcare providers from financial fraud.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Fraud-detection.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Supply chain management and logistics<\/h3><\/div><p class=\"slider-desc-new\">Predictive analytics is the key ingredient in preventing stockouts and strengthening healthcare supply chains. By forecasting demand and optimizing <a href=\"https:\/\/innowise.com\/industries\/pharma\/\">inventory<\/a> levels, suppliers can adjust procurement in real time \u2014 which, in turn, ensures a reliable and consistent stream of medical supplies and equipment.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Supply-chain-management-and-logistics.jpg\" alt=\"\"><\/div><\/div>\r\n        \r\n        \r\n    <\/div>\r\n  <\/div>\r\n  \r\n  \r\n  \r\n  \r\n  \r\n  <div class=\"mobile-domains-new domains-1\">\r\n      \r\n  <div class=\"mobile-domains-navitem-new active\" data-mobile-domain=\"domain-1\"><span>Risk stratification<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Predictive analytics in healthcare helps us identify and group patients according to their health risks. This means taking a more proactive approach to healthcare with targeted interventions, optimized resource allocation (e.g., for high-risk individuals), and personalized care plans.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Risk-stratification.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-2\"><span>Clinical decision support<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\"><a href=\"https:\/\/innowise.com\/industries\/healthcare\/ai\/\">Personalized treatment<\/a> plans, early disease detection, optimized resource allocation, improved compliance with clinical guidelines, and support for population health management \u2014 all made possible thanks to predictive analytics \u2014 are changing clinical decision-making.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Clinical-decision-support.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-3\"><span>Operational forecasting<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Predictive analytics changes the way healthcare organizations operate. From resource allocation to inventory management, readmission prevention to equipment maintenance, predictive analytics is making impact. And the best part? These improvements are leading to gains in efficiency and a higher quality of care.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Operational-forecasting.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-4\"><span>Population health analysis<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Using data from different sources, predictive analytics helps HCPs identify high-risk populations, predict disease outbreaks, and tailor interventions using a data-driven approach. This allows HCPs to put resources where they're needed most \u2014 targeting specific demographics with custom-made programs to address their unique health needs.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Population-health-analysis.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-5\"><span>Patient engagement optimization<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Predictive analytics lets HCPs reach out to patients in a personalized way and intervene when needed. It helps spot patients at a more notable risk of losing touch, so medical professionals can give them the support and info they need. This data-driven approach means people can better understand their care and get more involved with their treatment.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Patient-engagement-optimization.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-6\"><span>Fraud detection<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Thanks to advanced predictive analytics techniques, HCPs can spot and stop bad actors before they cause any harm. These techniques help identity theft and other fraudulent practices to ensure that patients are only billed for the services they actually receive and safeguarding both patients and healthcare providers from financial fraud.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Fraud-detection.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-7\"><span>Supply chain management and logistics<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Predictive analytics is the key ingredient in preventing stockouts and strengthening healthcare supply chains. By forecasting demand and optimizing <a href=\"https:\/\/innowise.com\/industries\/pharma\/\">inventory<\/a> levels, suppliers can adjust procurement in real time \u2014 which, in turn, ensures a reliable and consistent stream of medical supplies and equipment.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Supply-chain-management-and-logistics.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <\/div>\r\n  \r\n  \r\n  <script>\r\n  \r\n  document.addEventListener('DOMContentLoaded', () => {\r\n      const mobileNavItems = document.querySelectorAll('.domains-1 .mobile-domains-navitem-new');\r\n  \r\n      mobileNavItems.forEach(item => {\r\n          item.addEventListener('click', () => {\r\n              const isActive = item.classList.contains('active');\r\n  \r\n              \/\/ Collapse all items\r\n              mobileNavItems.forEach(nav => {\r\n                  nav.classList.remove('active');\r\n                  const ul = nav.querySelector('.domains-1 .mobile-domain-list');\r\n                  if (ul) ul.style.maxHeight = '0';\r\n              });\r\n  \r\n              \/\/ Expand clicked item only if it was not active\r\n              if (!isActive) {\r\n                  item.classList.add('active');\r\n                  const ul = item.querySelector('.domains-1 .mobile-domain-list');\r\n                  if (ul) ul.style.maxHeight = ul.scrollHeight + 'px';\r\n              }\r\n          });\r\n      });\r\n      \r\n      const firstNavItem = mobileNavItems.item(0);\r\n      \r\n      if (firstNavItem && !firstNavItem.classList.contains('active')) {\r\n          firstNavItem.click();\r\n      }\r\n  });\r\n  \r\n  <\/script>\r\n  \r\n  \r\n  <script>\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n      const domainsListItems = document.querySelectorAll(\r\n        '.domains-container-new.domains-1  .domains__list-new  .domain__list_container-new  .domains__list-item-new'\r\n      );\r\n      const domainsDescriptions = document.querySelectorAll(\r\n        '.domains-container-new.domains-1  .domains__descriptions-new  .domains__descriptions-item-new'\r\n      );\r\n      \r\n      domainsListItems.forEach((domainsListItem, domainsListItemIndex, arr) => {\r\n        domainsListItem.addEventListener('click', () => {\r\n          arr.forEach((item) => {\r\n            if (item === domainsListItem) {\r\n              item.classList.add('domains__list-item_active-new');\r\n            } else {\r\n              item.classList.remove('domains__list-item_active-new');\r\n            }\r\n          });\r\n          domainsDescriptions.forEach(\r\n            (domainsDescriptionsItem, domainsDescriptionsItemIndex) => {\r\n              if (domainsListItemIndex === domainsDescriptionsItemIndex) {\r\n                domainsDescriptionsItem.classList.add(\r\n                  'domains__descriptions-item_active-new'\r\n                );\r\n              } else {\r\n                domainsDescriptionsItem.classList.remove(\r\n                  'domains__descriptions-item_active-new'\r\n                );\r\n              }\r\n            }\r\n          );\r\n        });\r\n      });\r\n  })\r\n      \r\n  <\/script>\r\n\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-0790534 e-con-full e-flex e-con e-child\" data-id=\"0790534\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edd6dcd elementor-widget elementor-widget-text-editor\" data-id=\"edd6dcd\" data-element_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>\u201cPredictive analytics in healthcare is even more than giving doctors a crystal ball. It&#8217;s about precision, not guesswork, allowing medical professionals to personalize care and optimize resources. This tech doesn&#8217;t just improve patient outcomes; it completely transforms how the care sector operates by anticipating needs and preventing problems long before they arise. It&#8217;s a game-changer in proactive healthcare.\u201d<\/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-84d70ad e-grid e-con-full e-con e-child\" data-id=\"84d70ad\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f32ece elementor-widget elementor-widget-image\" data-id=\"1f32ece\" data-element_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=\"80\" height=\"81\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Rectangle-34624315-2.png\" class=\"attachment-full size-full wp-image-173431\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Rectangle-34624315-2.png 80w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Rectangle-34624315-2-12x12.png 12w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/>\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<div class=\"elementor-element elementor-element-37c3b95 e-con-full e-flex e-con e-child\" data-id=\"37c3b95\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1de3da6 quoter elementor-widget elementor-widget-text-editor\" data-id=\"1de3da6\" data-element_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><strong>Aleh Yafimau<\/strong><\/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-a0ee4d1 quoter-pos elementor-widget elementor-widget-text-editor\" data-id=\"a0ee4d1\" data-element_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 class=\"grey\">Senior Technical Delivery Manager in Healthcare and MedTech\n<\/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<div class=\"elementor-element elementor-element-a2cecfc e-con-full e-flex e-con e-child\" data-id=\"a2cecfc\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b22be7 elementor-widget elementor-widget-text-editor\" data-id=\"7b22be7\" data-element_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>Predictive analytics solutions in healthcare<\/h2><p><span style=\"font-weight: 400;\">This section explores how healthcare institutions can fully embrace and take advantage of predictive analytics \u2014 from making sure patients get the right treatment to streamlining clinical workflows and making better-informed strategic decisions. Find out how these tools are bringing a new era of data-driven healthcare to life<\/span><span style=\"font-weight: 400;\">. <\/span><\/p><ul><li><h3>Integrated analytics platforms<\/h3><\/li><\/ul><p>These are central hubs for <a href=\"https:\/\/innowise.com\/blog\/healthcare-data-integration\/\">healthcare data<\/a>, integrating information from <a href=\"https:\/\/innowise.com\/industries\/healthcare\/ehr-integration\/\">EHRs<\/a>, claims databases, <a href=\"https:\/\/innowise.com\/services\/mobile-application-development\/wearable\/\">wearables<\/a>, and other sources. These platforms use advanced analytics and machine learning to identify trends, anticipate future events, and provide insights for stakeholders. Natural language processing can help predict future events by finding useful information in unstructured clinical notes. However, data governance and privacy are important for using these platforms responsibly.<\/p><ul><li><h3><a href=\"https:\/\/innowise.com\/blog\/artificial-intelligence-in-the-diagnostics-market\/\">ML-based diagnostic tools<\/a><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Powered by deep learning, these tools can analyze medical images like X-rays, CT scans, and MRIs with increasing accuracy. Recent studies have shown promising results in areas like cancer detection, diabetic retinopathy diagnosis, and identifying cardiovascular abnormalities \u2014 often exceeding human performance in specific tasks. These tools are increasingly used for triage in radiology, prioritizing urgent cases and improving workflow efficiency. It\u2019s worth noting that tools are not designed to replace clinicians, but to support them.<\/span><\/p><ul><li><h3>Patient flow optimization systems<\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">These systems are crucial for managing hospital overcrowding and bed allocation. By accurately predicting factors like emergency room admissions, patient discharge times, and resource utilization, hospitals can optimize staffing levels, reduce wait times, and enhance overall operational efficiency. Plus, these systems are now incorporating real-time data from IoT devices to provide even more accurate predictions and optimize resource allocation dynamically.<\/span><\/p><ul><li><h3>Precision medicine platforms<\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Pharmacogenomics is a key use of these platforms, analyzing how an individual&#8217;s genetic makeup influences their response to medications. This allows for personalized drug selection and dosage optimization \u2014 leading to improved treatment outcomes and reduced adverse drug events. For a more comprehensive approach, these platforms are now expanding beyond pharmacogenomics to include other &#8216;omics&#8217; data \u2014 including proteomics or metabolomics.<\/span><\/p><ul><li><h3>Care management and coordination software<\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Chronic disease management is a great example of a situation in which this software is a winner. By identifying patients at high risk of complications or hospitalization, healthcare providers can proactively take action, coordinate care plans, and encourage medication adherence \u2014 ultimately reducing healthcare costs and improving patient outcomes. In order to provide a more holistic, 360-degree view of patient risk, these systems are also increasingly incorporating social determinants of health data.<\/span><\/p><ul><li><h3>Clinical decision support systems<\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">When linked with EHR systems, clinical decision support systems (CDSS) can give doctors real-time alerts and advice right when they need it. Think of it as having a digital assistant who can flag potential drug interactions, suggest appropriate diagnostic tests based on symptoms, and recommend evidence-based treatment guidelines \u2014 all to help clinicians make better-informed decisions on the spot. Modern CDSS are also starting to incorporate the latestAI techniques \u2014 such as reinforcement learning \u2014 that fine-tunes their recommendations based on past outcomes.<\/span><\/p><ul><li><h3>Fraud detection and prevention systems<\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">These systems analyze massive amounts of claims data to spot any unusual patterns or catch any irregularities. By using machine learning, they can flag claims that might be fraudulent for further investigation \u2014 saving healthcare payers millions of dollars a year and keeping the system fair and accurate. These systems also help to detect improper coding and billing errors, making sure everything\u2019s above board.<\/span><\/p><ul><li><h3 data-renderer-start-pos=\"23\">Population health management and <a href=\"https:\/\/innowise.com\/industries\/healthcare\/patient-engagement-software-solutions\/\">patient engagement solutions<\/a>\u00a0<\/h3><\/li><\/ul><p>These tools use predictive models to zero in on at-risk populations and tweak their public health interventions accordingly. For example, they can predict which areas have a high likelihood of disease outbreaks, enabling targeted vaccination campaigns or resource allocation to mitigate potential public health crises. Additionally, they can personalize patient communication \u2014 improving adherence to preventive screenings and promoting healthy behaviors.<\/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-4c0d2f2 elementor-widget elementor-widget-image\" data-id=\"4c0d2f2\" data-element_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=\"1000\" height=\"621\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Preventing-the-preventable-3.svg\" class=\"attachment-full size-full wp-image-173485\" alt=\"\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-b256dfa e-con-full e-flex e-con e-child\" data-id=\"b256dfa\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6c352be e-con-full e-flex e-con e-child\" data-id=\"6c352be\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66d19f7 elementor-widget elementor-widget-text-editor\" data-id=\"66d19f7\" data-element_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 data-renderer-start-pos=\"23\">How Innowise can help you adopt predictive analytics software<\/h2><p>Making the leap to data-driven healthcare can be daunting \u2014 but it doesn&#8217;t have to be. At Innowise, we pave the way for a smooth transition and deliver real results. We go beyond software installation: we give your team the know-how and the tools to unlock the full potential of your 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-7e3a2ce elementor-widget elementor-widget-video\" data-id=\"7e3a2ce\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=XDsUsIyEE-0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\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-ff23dfc elementor-widget elementor-widget-html\" data-id=\"ff23dfc\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"domains-container-new domains-2\">\r\n    <ul class=\"domains__list-new\">\r\n      <div class=\"domain__list_container-new\">\r\n  \r\n        \r\n       <li class=\"domains__list-item-new domains__list-item_active-new\">Data analysis services<\/li>\r\n        <li class=\"domains__list-item-new\">Solution architecture services<\/li>\r\n        <li class=\"domains__list-item-new\">Implementation services<\/li>\r\n        <li class=\"domains__list-item-new\">Integration and deployment<\/li>\r\n        <li class=\"domains__list-item-new\">Support and maintenance<\/li>\r\n  \r\n            \r\n        \r\n        \r\n      <\/div>\r\n    <\/ul>\r\n  \r\n  \r\n  \r\n  \r\n  \r\n  \r\n    <div class=\"domains__descriptions-new\">\r\n     \r\n     \r\n  <div class=\"domains__descriptions-item-new domains__descriptions-item_active-new\"><div class=\"slider-title-new\"><h3><a href=\"https:\/\/innowise.com\/industries\/healthcare\/data-analytics-services\/\">Data analysis services<\/a><\/h3><\/div><p class=\"slider-desc-new\">Extracting actionable insights from complex healthcare data is the cornerstone of effective predictive analytics. Our data science experts are ready to dig out hidden patterns, build custom predictive models, and deliver concrete, data-driven intelligence to guide your big decisions.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Data-analysis-services.jpg\" alt=\"\"><\/div><\/div>\r\n  \r\n  <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Solution architecture services<\/h3><\/div><p class=\"slider-desc-new\">Our team has years of experience in designing custom solution architectures that fit each client's unique processes, data infrastructure, and goals. Our approach makes sure that our systems work with what you've already got, so you can get more out of your predictive analytics, maximize value, and see real results.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Solution-architecture-services.jpg\" alt=\"\"><\/div><\/div>\r\n  \r\n  <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Implementation services<\/h3><\/div><p class=\"slider-desc-new\">We\u2019re here for you every step of the way \u2014 from setting up your system and transferring data to training your team and offering all-in-one support throughout the launch. We'll make sure the switch to your new predictive analytics platform is as stress-free and smooth as possible.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Implementation-services.jpg\" alt=\"\"><\/div><\/div>\r\n  \r\n  <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Integration and deployment<\/h3><\/div><p class=\"slider-desc-new\">Our experts make it easy to move data from your current systems to your new predictive analytics platform \u2014 keeping things running smoothly while giving you access to the data you need to make decisions. By making integration simple, we help our clients get the most out of predictive analytics and turn their data into tangible assets.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Integration-and-deployment.jpg\" alt=\"\"><\/div><\/div>\r\n  \r\n  <div class=\"domains__descriptions-item-new \"><div class=\"slider-title-new\"><h3>Support and maintenance<\/h3><\/div><p class=\"slider-desc-new\">We offer ongoing support and maintenance services to keep your predictive analytics solution running at its best. Our team is available to address technical concerns, answer questions, and provide guidance on maximizing your investment \u2014 not to mention keeping your system up-to-date with the latest feature and security updates.<\/p><div class=\"slider-image-block-new\"><img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Support-and-maintenance.jpg\" alt=\"\"><\/div><\/div>\r\n  \r\n  \r\n    <\/div>\r\n  <\/div>\r\n  \r\n  \r\n  \r\n  \r\n  \r\n  <div class=\"mobile-domains-new domains-2\">\r\n      \r\n  <div class=\"mobile-domains-navitem-new active\" data-mobile-domain=\"domain-1\"><span>Data analysis services<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Extracting actionable insights from complex healthcare data is the cornerstone of effective predictive analytics. Our data science experts are ready to dig out hidden patterns, build custom predictive models, and deliver concrete, data-driven intelligence to guide your big decisions.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Data-analysis-services.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-2\"><span>Solution architecture services<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Our team has years of experience in designing custom solution architectures that fit each client's unique processes, data infrastructure, and goals. Our approach makes sure that our systems work with what you've already got, so you can get more out of your predictive analytics, maximize value, and see real results.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Solution-architecture-services.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-3\"><span>Implementation services<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">We\u2019re here for you every step of the way \u2014 from setting up your system and transferring data to training your team and offering all-in-one support throughout the launch. We'll make sure the switch to your new predictive analytics platform is as stress-free and smooth as possible.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Implementation-services.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-4\"><span>Integration and deployment<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">Our experts make it easy to move data from your current systems to your new predictive analytics platform \u2014 keeping things running smoothly while giving you access to the data you need to make decisions. By making integration simple, we help our clients get the most out of predictive analytics and turn their data into tangible assets.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Integration-and-deployment.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <div class=\"mobile-domains-navitem-new\" data-mobile-domain=\"domain-5\"><span>Support and maintenance<\/span>\r\n  <div class=\"mobile-domain-list-new\">\r\n      <p class=\"slider-desc-new\">We offer ongoing support and maintenance services to keep your predictive analytics solution running at its best. Our team is available to address technical concerns, answer questions, and provide guidance on maximizing your investment \u2014 not to mention keeping your system up-to-date with the latest feature and security updates.<\/p>\r\n      <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Support-and-maintenance.jpg\" alt=\"\">\r\n  <\/div><\/div>\r\n  \r\n  <\/div>\r\n  \r\n  \r\n  <script>\r\n  \r\n  document.addEventListener('DOMContentLoaded', () => {\r\n      const mobileNavItems = document.querySelectorAll('.domains-2 .mobile-domains-navitem-new');\r\n  \r\n      mobileNavItems.forEach(item => {\r\n          item.addEventListener('click', () => {\r\n              const isActive = item.classList.contains('active');\r\n  \r\n              \/\/ Collapse all items\r\n              mobileNavItems.forEach(nav => {\r\n                  nav.classList.remove('active');\r\n                  const ul = nav.querySelector('.domains-2 .mobile-domain-list');\r\n    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document.querySelectorAll(\r\n        '.domains-container-new.domains-2  .domains__descriptions-new  .domains__descriptions-item-new'\r\n      );\r\n      \r\n      domainsListItems.forEach((domainsListItem, domainsListItemIndex, arr) => {\r\n        domainsListItem.addEventListener('click', () => {\r\n          arr.forEach((item) => {\r\n            if (item === domainsListItem) {\r\n              item.classList.add('domains__list-item_active-new');\r\n            } else {\r\n              item.classList.remove('domains__list-item_active-new');\r\n            }\r\n          });\r\n          domainsDescriptions.forEach(\r\n            (domainsDescriptionsItem, domainsDescriptionsItemIndex) => {\r\n              if (domainsListItemIndex === domainsDescriptionsItemIndex) {\r\n                domainsDescriptionsItem.classList.add(\r\n                  'domains__descriptions-item_active-new'\r\n                );\r\n              } else {\r\n                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forward<\/h3><p>Discover how you can take your healthcare analytics up a level<\/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-aae98a1 elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"aae98a1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Explore our services<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-eed3276 e-con-full e-flex e-con e-child\" data-id=\"eed3276\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3659c7 elementor-widget elementor-widget-text-editor\" data-id=\"d3659c7\" data-element_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>The benefits of predictive analytics for healthcare<\/h2><p>Predictive analytics in healthcare offers a multitude of benefits that enhance patient care, improve operational efficiency, and reduce costs. Here\u2019s a detailed breakdown of these advantages.<\/p><ul><li><h3><b>Improvement in patient care and outcomes<\/b><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">By factoring in medication adherence, comorbidities, and more, predictive models flag patients at high risk of developing conditions like diabetes. This paves the way for preventive measures or treatments to be administered fast \u2014 potentially saving lives.<\/span><\/p><ul><li><h3><a href=\"https:\/\/innowise.com\/industries\/healthcare\/ai\/\">Treatment personalization<\/a><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Predictive analytics makes precision medicine possible by analyzing genomic data, biomarkers, and treatment outcomes. In oncology, for example, predictive models help determine which patients are more likely to respond to specific chemotherapy regimens \u2014 reducing unnecessary treatments and the side effects that come with them.<\/span><\/p><ul><li><h3><b>Identification of at-risk patients<\/b><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Predictive models are very useful for detecting early signs of patient deterioration. The MEWS (Modified Early Warning Score) system uses vital signs data to predict which patients are likely to require intensive care within 24 hours, allowing for well-timed interventions.<\/span><\/p><ul><li><h3><b>Chronic disease management<\/b><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">For conditions like diabetes, predictive analytics can help forecast blood glucose levels based on factors such as what a patient eats, how much they exercise, and their current medication routine. This means patients receive more accurate insulin doses and better lifestyle advice.<\/span><\/p><ul><li><h3><b>Prevention of human error<\/b><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Advanced technology augments human judgment, processing information faster and more accurately. It&#8217;s a backup plan that keeps doctors safe from mistakes when prescribing medication and helps spot potential issues with allergies, sensitivities, and double-dosing.<\/span><\/p><ul><li><h3><b>Overall healthcare costs reduction<\/b><\/h3><\/li><\/ul><p><span style=\"font-weight: 400;\">Personalized treatments, when supported by predictive analytics, have been shown to significantly reduce the cost of care. A <\/span><a href=\"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2782140\"><span style=\"font-weight: 400;\">study by JAMA Network<\/span><\/a><span style=\"font-weight: 400;\"> found that personalized treatment plans led to a 35% reduction in adverse patient outcomes \u2014 which, in turn, resulted in fewer hospital readmissions, a higher prevention of adverse events, and better resource allocation.<\/span><\/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<div class=\"elementor-element elementor-element-89db0a3 e-con-full e-flex e-con e-child\" data-id=\"89db0a3\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-16c7f1b e-con-full e-flex e-con e-child\" data-id=\"16c7f1b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c56f4ab elementor-widget elementor-widget-text-editor\" data-id=\"c56f4ab\" data-element_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><strong data-renderer-mark=\"true\">The challenges of integrating predictive analytics in healthcare<\/strong><\/h2><p>Bringing predictive analytics to healthcare systems presents a number of specific challenges that require thoughtful solutions. At Innowise, we\u2019re dedicated to helping our clients overcome these barriers by employing state-of-the-art tools and strategies tailored exclusively to the healthcare.<\/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-774cc14 e-con-full e-flex e-con e-child\" data-id=\"774cc14\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72951b8 custom-table elementor-widget elementor-widget-html\" data-id=\"72951b8\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<div class=\"challenge-table-wrapper\">\r\n    <div class=\"challenge-table\">\r\n        <div class=\"challenge-table__header\">\r\n            <span>Healthcare challenge<\/span>\r\n            <span>Possible solution<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Data quality and integration<\/span>\r\n            <span>At Innowise, we implement data governance frameworks to make sure that data is consistent and reliable. Our experts use data cleansing and preprocessing techniques to remove errors and variabilities. We adopt standards for data formats and interoperability \u2014 such as HL7 and FHIR \u2014 to make data exchanges a breeze.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Heterogeneous data sources<\/span>\r\n            <span>Our experts incorporate and develop data integration platforms and tools that can aggregate and standardize data from multiple sources. We make sure that these platforms can handle a wide variety of different data formats and structures \u2014 resulting in a consolidated, unified data environment.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Complexity of healthcare data<\/span>\r\n            <span>Our data scientists use deep learning and other machine learning techniques that can handle high-dimensional data. We\u2019re all about comprehensive feature engineering to extract meaningful insights from complex datasets \u2014 improving model performance and interpretability.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Data privacy and security<\/span>\r\n            <span>At Innowise, we implement rock-solid encryption methods to protect patient data during storage and transmission. Our experts use access controls and anonymization techniques to protect patient identities and ensure full compliance with privacy regulations.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Workflow integration<\/span>\r\n            <span>Our development team designs user-friendly interfaces that integrate predictive analytics tools into existing healthcare workflows and IT systems. We\u2019ll supercharge your daily operations with intuitive dashboards and real-time data visualizations.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Lack of skilled personnel<\/span>\r\n            <span>At Innowise, we offer training programs to build interdisciplinary teams skilled in both IT and healthcare domains. Our experts offer continuous education and hands-on workshops to keep staff up-to-date with the latest technologies and best practices.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Resistance to change<\/span>\r\n            <span>Our experts help engage healthcare staff early in the implementation process to encourage buy-in and understanding. We provide continuous, long-term education and training to demonstrate the benefits of predictive analytics through pilot projects and success stories. Our experts are happy to address concerns and offer support throughout this transition.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Ethical use of predictions<\/span>\r\n            <span>At Innowise, we stick to tried-and-true ethical guidelines when it comes to predictive analytics. Our experts will establish oversight committees to review the ethical implications of predictive models and conduct impact assessments to ensure fairness and transparency.<\/span>\r\n        <\/div>\r\n        <div class=\"challenge-table__item\">\r\n            <span>Regulatory compliance<\/span>\r\n            <span>Our stays informed about relevant regulations to ensure compliance with data protection laws, such as HIPAA and GDPR. Our experts implement compliance protocols and conduct regular audits to maintain strict adherence to regulatory standards.<\/span>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d02e2fa elementor-widget elementor-widget-html\" data-id=\"d02e2fa\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<button class=\"serv-grid__toggle-button\">\n    <span class=\"toggle-button_label--show\">Show all<\/span>\n    <span class=\"toggle-button_label--hide\">Show less<\/span>\n<\/button>\n\n<script>\n\"use strict\"\n    \nclass ItemHideButton {\n    constructor(options) {\n        this.init(options)\n    }\n\n    init(options) {\n        const { button, itemsToHideSelector, hiddenItemClass, hiddenButtonLabelClass, numItemsToStayVisible, hideLabel, showLabel, observerOptions, container } = options;\n        \n        this.container = container;\n        this.button = button\n\n        if (!this.button) throw new Error(\"button element for ItemHideButton is not valid\");\n\n        this.hideLabel = hideLabel\n        this.showLabel = showLabel\n\n        if (!this.hideLabel || !this.showLabel) throw new Error(\"label elements for ItemHideButton are not valid\");\n\n        this.numItemsToStayVisible = numItemsToStayVisible;\n        this.hiddenItemClass = hiddenItemClass;\n        this.hiddenButtonLabelClass = hiddenButtonLabelClass;\n\n        const potentialItems = document.querySelectorAll(itemsToHideSelector);\n\n        if (!potentialItems?.length) throw new Error(\"itemsToHideSelector for ItemHideButton is not valid\");\n        else if (potentialItems.length < numItemsToStayVisible) throw new Error(\"numItemsToStayVisible for ItemHideButton is higher than the actual element count\");\n\n        this.controlledItems = [...potentialItems]\n\n        this.connectButton(observerOptions)\n\n        this.hideItems()\n    }\n\n    reset() {\n        this.controlledItems.forEach((item => item.classList.remove(this.hiddenItemClass)))\n        this.observer.disconnect()\n        this.button.removeEventListener(this.clickEventListenner);\n    }\n\n    reInit(options) {\n        this.reset()\n        this.init(options)\n    }\n\n    hideItems() {\n        this.itemsHidden = true;\n        this.controlledItems.slice(this.numItemsToStayVisible).forEach((item => item.classList.add(this.hiddenItemClass)))\n    }\n    showItems() {\n        this.itemsHidden = false;\n        this.controlledItems.slice(this.numItemsToStayVisible).forEach((item => item.classList.remove(this.hiddenItemClass)))\n    }\n\n    connectButton(observerOptions) {\n        this.observeButton(observerOptions)\n\n        this.hideLabel.classList.add(this.hiddenButtonLabelClass)\n\n        this.clickEventListenner = () => {\n\n            if (this.itemsHidden) {\n                this.showItems()\n            } else {\n                const initialHeight = this.container.getBoundingClientRect().height;\n\n                this.hideItems()\n\n                const newHeight = this.container.getBoundingClientRect().height\n\n                window.scrollBy({\n                    left: 0,\n                    top: newHeight - 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With advancements in machine learning and artificial intelligence on the horizon, they\u2019ll be able to analyze increasingly complex and large data sets and more accurate predictions and personalized interventions.<\/span><\/p><p><span style=\"font-weight: 400;\">The integration of genomics and predictive analytics will be critical to understanding the genetic factors that influence disease. This will pave the way for personalized treatment plans based on an individual&#8217;s genetic makeup.<\/span><\/p><p><span style=\"font-weight: 400;\">Real-time data from wearable technology will help healthcare providers to move beyond predicting future risks to identifying impending health events. Imagine a future where a heart attack or diabetic episode can be anticipated and potentially prevented \u2014 sounds pretty good, right?<\/span><\/p><p><span style=\"font-weight: 400;\">Beyond individual patient care, predictive analytics will play a critical role in public health. Based on analysis of data from multiple sources, outbreaks and epidemics can be detected earlier \u2014 leading to faster response times and more efficient impact mitigation. In addition to this, governments can use predictive models to simulate the impact of health policies for more informed decisions about resource allocation and public health interventions.<\/span><\/p><p><span style=\"font-weight: 400;\">The combination of these different factors paints a future in which predictive analytics is an integral part of a more proactive, personalized, and effective healthcare system.<\/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-3e0018f elementor-widget elementor-widget-image\" data-id=\"3e0018f\" data-element_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 loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"461\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Image-Future.jpg\" class=\"attachment-full size-full wp-image-173495\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Image-Future.jpg 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Image-Future-300x138.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Image-Future-768x354.jpg 768w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/10\/Image-Future-18x8.jpg 18w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-d41d455 elementor-widget elementor-widget-text-editor\" data-id=\"d41d455\" data-element_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>Conclusion<\/h2><p style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">The integration of predictive analytics is moving the focus in healthcare from reactive intervention to proactive, personalized medicine. By anticipating potential health risks, providers can act before minor issues have the chance to become serious problems \u2014 improving patient outcomes and optimizing healthcare resources.<\/span><\/p><p><span style=\"font-weight: 400;\">This data-driven approach supports personalized medicine \u2014 think customized treatment plans based on individual patient profiles and genetic predispositions. This targeted approach not only improves the effectiveness of care but also means physicians get the most out of their resources by minimizing unnecessary interventions.<\/span><\/p><p><span style=\"font-weight: 400;\">That being said, it\u2019s no surprise that ethical considerations related to privacy and security ought to be carefully addressed. As we continue to adopt predictive analytics into our workflows, it\u2019s essential for patient privacy to remain a top priority and make sure responsible data handling practices are carried out. Healthcare professionals must be equipped with the knowledge and tools they need to interpret and use these predictive insights \u2014 maximizing benefits for both individual patients and the care system as a whole.<\/span><\/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-6565b62 e-con-full e-flex e-con e-child\" data-id=\"6565b62\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fcd9bf elementor-widget elementor-widget-heading\" data-id=\"3fcd9bf\" data-element_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\">FAQ<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3cfc96c faq elementor-widget elementor-widget-html\" data-id=\"3cfc96c\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"c-section__container\">\n    <div class=\"custom-faq-acc__container\">\n\n        <div class=\"c-accordion--faq custom-faq-acc__accordion\">\n\n\n            <div class=\"c-accordion__item\">\n                <div class=\"c-accordion__trigger custom-faq-acc__accordion-trigger\">\n                    <div class=\"c-accordion__header\">\n                        <button class=\"c-accordion__toggle-button\">\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/02\/open-accordion.svg\"\n                                alt=\"toggle-icon\">\n                        <\/button>\n                        <span class=\"c-accordion__title\">Which types of data are used in predictive analytics?<\/span>\n                    <\/div>\n                    <div class=\"c-accordion__panel custom-faq-acc__content\">\n\n                        <div class=\"custom-faq-acc__content__column\">\n                            <p>Predictive analytics draws from a diverse spectrum of data types: from structured data such as patient demographics and lab results to unstructured data like doctor's notes and medical images. Time-series data reveals trends, transactional data tracks patient flow, and geospatial data maps disease outbreaks, while behavioral data offers unique, evidence-based insights into patient actions. Combining these data types provides a comprehensive, all-in-one view of a patient\u2019s health status.<\/p>\n                        <\/div>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n            \n            <div class=\"c-accordion__item\">\n                <div class=\"c-accordion__trigger custom-faq-acc__accordion-trigger\">\n                    <div class=\"c-accordion__header\">\n                        <button class=\"c-accordion__toggle-button\">\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/02\/open-accordion.svg\"\n                                alt=\"toggle-icon\">\n                        <\/button>\n                        <span class=\"c-accordion__title\">How can healthcare organizations ensure data privacy and security in predictive analytics?<\/span>\n                    <\/div>\n                    <div class=\"c-accordion__panel custom-faq-acc__content\">\n\n                        <div class=\"custom-faq-acc__content__column\">\n                            <p>It\u2019s a no-brainer that healthcare organizations should prioritize data privacy and security. Encrypting data, controlling access, and anonymizing information are non-negotiable \u2014 as is full compliance with regulations like HIPAA and GDPR. Regular staff training, security audits, and collaboration with IT experts offer a big help when it comes to safeguarding patient privacy while leveraging predictive analytics.<\/p>\n                        <\/div>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n            \n            <div class=\"c-accordion__item\">\n                <div class=\"c-accordion__trigger custom-faq-acc__accordion-trigger\">\n                    <div class=\"c-accordion__header\">\n                        <button class=\"c-accordion__toggle-button\">\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/02\/open-accordion.svg\"\n                                alt=\"toggle-icon\">\n                        <\/button>\n                        <span class=\"c-accordion__title\">What role do machine learning and AI play in predictive analytics?<\/span>\n                    <\/div>\n                    <div class=\"c-accordion__panel custom-faq-acc__content\">\n\n                        <div class=\"custom-faq-acc__content__column\">\n                            <p>Machine learning and AI are fundamental to modern predictive analytics. They possess superior capabilities of processing vast healthcare datasets, uncovering hidden patterns, and continuously learning from new information to improve predictions. This enables more accurate risk assessments, personalized interventions, and efficient resource allocation.<\/p>\n                        <\/div>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n            \n            <div class=\"c-accordion__item\">\n                <div class=\"c-accordion__trigger custom-faq-acc__accordion-trigger\">\n                    <div class=\"c-accordion__header\">\n                        <button class=\"c-accordion__toggle-button\">\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2022\/02\/open-accordion.svg\"\n                                alt=\"toggle-icon\">\n                        <\/button>\n                        <span class=\"c-accordion__title\">Which ethical considerations need to be taken into account in predictive analytics?<\/span>\n                    <\/div>\n                    <div class=\"c-accordion__panel custom-faq-acc__content\">\n\n                        <div class=\"custom-faq-acc__content__column\">\n                            <p>While predictive analytics has transformative potential across various domains, its application should be guided by careful consideration of a number of ethical principles \u2014 including but not limited to privacy, bias, consent, and accountability, as well as transparency, impact on employment, security risks, and manipulation potential. It\u2019s also important to bear in mind aspects of regulatory compliance as well as long-term societal effects.<\/p>\n                        <\/div>\n\n                    <\/div>\n                <\/div>\n            <\/div>\n\n\n        <\/div>\n\n        \n    <\/div>\n\n<\/div>\n\n    <script src=\"https:\/\/innowise.com\/wp-content\/themes\/hello-elementor\/assets\/js\/accordion.min.js\"><\/script>\n\n    <script>\n        window.addEventListener(\"DOMContentLoaded\", (event) => {\n\n            const siteLanguage = document.documentElement.getAttribute(\"lang\").toLowerCase();\n\n            function initAccordion(element) {\n                if (!element) return;\n\n                new Accordion(element, {\n                    duration: 200,\n                    showMultiple: false,\n                    onOpen: function (currentElement) {\n                        const img = currentElement.querySelector('.c-accordion__toggle-button img');\n                        img.src = 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class=\"author-wrap\">\r\n       <div class=\"author-info\">\r\n        <img loading=\"lazy\" decoding=\"async\"\r\n        class=\"author-info__img\"\r\n          src=\"\/wp-content\/uploads\/2025\/04\/Photo.png\"\r\n          width=\"50\"\r\n          height=\"50\"\r\n          alt=\"author\"\r\n        \/>\r\n        <div class=\"author-info__personal-data\">\r\n            <a href=\"https:\/\/innowise.com\/authors\/dmitry-nazarevich\/\" class=\"author-info__personal-data__name\">\r\n                Dmitry Nazarevich\r\n\r\n            <\/a>\r\n          <span class=\"author-info__role\">Chief Technology Officer\r\n<\/span>\r\n        <\/div>\r\n      <\/div>\r\n      <div class=\"author-gray-line\"><\/div>\r\n      <div class=\"author-date-publish\">\r\n        <span>Date:<\/span> <span>Oct 31, 2024<\/span>\r\n      <\/div>\r\n    <\/div>\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-1d49b84 table-content-container 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value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        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div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container.form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" onclick=\"event.stopPropagation()\">\n<p>You can attach 1 file up to 2MB. Valid file formats: pdf, jpg, jpeg, png.<\/p>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n\n<\/div>\n\n<div class=\"contact-us__wrapper\"> \n<p class=\"pp\">By clicking Send, you consent to Innowise processing your personal data per our<a href=\"\/privacy-notice\/\"> Privacy Policy <\/a>to provide you with relevant information. By submitting your phone number, you agree that we may contact you via voice calls, SMS, and messaging apps. Calling, message, and data rates may apply.<\/p>\n\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"scoring_point\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmCampaign\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmContent\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmMedium\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmSource\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmTerm\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"location\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"city\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"ip\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"Summ\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"gclid\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"rating\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlCompany\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlWithParams\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"audioMessageLink\" \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner contact-us__send\" id=\"contact-send-button\" type=\"submit\" value=\"Send\" \/>\n<\/div>\n\n<div class='mailToContact'>You can also send us your request <\/br>to <a href=\"mailto:contact@innowise.com\">contact@innowise.com<\/a><\/div>\n\n<\/div>\n\n<div class=\"elementor-widget-container\" style=\"z-index:1;\">\n<div class=\"contact__info\">\n  <div class=\"contact__info-background\"><\/div>\n  <div class=\"contact__info-heading\">What happens next?<\/div>\n  <div class=\"contact__info-steps\">\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">1<\/div>\n      <p class=\"contact__info-text\">Once we\u2019ve received and processed your request, we\u2019ll get back to you to detail your\n        project needs and sign an NDA to ensure confidentiality.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">2<\/div>\n      <p class=\"contact__info-text\">After examining your wants, needs, and expectations, our team will devise a project\n        proposal with the scope of work, team size, time, and cost estimates.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">3<\/div>\n      <p class=\"contact__info-text\">We\u2019ll arrange a meeting with you to discuss the offer and nail down the details.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">4<\/div>\n      <p class=\"contact__info-text\">Finally, we\u2019ll sign a contract and start working on your project right away.<\/p>\n    <\/div>\n  <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\n<\/div>\n\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"related_content_blog_container\">[related_content_list]<\/div><script>\n            jQuery( document ).ready(function($) {\n            var parentSection = $('[data-elementor-type=\"wp-page\"]');\n            if($('[data-elementor-type=\"wp-post\"]').length){\n                var parentSection = $('[data-elementor-type=\"wp-post\"]');\n            }\n            \n                parentSection.children().last().before($('.related_content_blog_container'));\n            });\n            <\/script><div class=\"other_services_container\">[need_other_services_v2]<\/div><script>\n                    jQuery( document ).ready(function($) {\n                        var parentSection = $('[data-elementor-type=\"wp-page\"]');\n                        if($('[data-elementor-type=\"wp-post\"]').length){\n                            var parentSection = $('[data-elementor-type=\"wp-post\"]');\n                        }\n                        \n                        console.log(parentSection);\n                        parentSection.children().last().before($('.other_services_container'));\n                        var sections = parentSection.find('.net-15.dt-16');\n                        for(var i = 0; 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Predictive analytics is stepping up as that crystal ball, using the power of data to transform healthcare [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":173426,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":true,"inline_featured_image":false,"footnotes":""},"categories":[1239,128],"class_list":["post-173425","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aleh_yafimau","category-blog","tag-bi-data-analytics","tag-healthcare"],"acf":[],"_links":{"self":[{"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/posts\/173425","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/comments?post=173425"}],"version-history":[{"count":0,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/posts\/173425\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/media\/173426"}],"wp:attachment":[{"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/media?parent=173425"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/categories?post=173425"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/innowise.com\/nb\/wp-json\/wp\/v2\/tags?post=173425"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}