{"id":15119,"date":"2022-07-05T06:04:24","date_gmt":"2022-07-05T06:04:24","guid":{"rendered":"https:\/\/kanini.com\/?p=15119"},"modified":"2023-11-06T11:21:56","modified_gmt":"2023-11-06T11:21:56","slug":"5-benefits-of-implementing-ai-powered-recommendation-engines-in-healthcare","status":"publish","type":"post","link":"http:\/\/kanini.com\/blog\/ai-recommendation-engines-in-healthcare\/","title":{"rendered":"5 Benefits of Implementing AI-Powered Recommendation Engines in Healthcare"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15119\" class=\"elementor elementor-15119\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-39af745 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"39af745\" 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-b00ea8c\" data-id=\"b00ea8c\" 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-5b4f15d elementor-widget elementor-widget-text-editor\" data-id=\"5b4f15d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 10-04-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Healthcare is a very competitive market, and its success revolves around the well-being of its customers (Read: Patients). It is all about striking the right chords with the patients to make them feel more valued through a personalized and enhanced service experience. To achieve this and cater more efficiently to the increasing population of internet-savvy patients who are far more aware of their own health than before, the healthcare industry today has been striving to leverage the phenomenal power of\u00a0<a href=\"https:\/\/kanini.com\/data-analytics\/ai-ml-artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence (AI)<\/a>.<\/p><p>The COVID-19 pandemic impacted several industries, including Healthcare, in the way businesses operate and customers buy products and services. The increasing need to enhance customer experience is fueling the demand for recommendation engines that provide relevant insights to both businesses and customers. According to a recent Grand View Research report, the global recommendation engine market size was valued at USD 1.77 billion in 2020 and is expected to expand at a compound annual growth rate (CAGR) of 33.0% from 2021 to 2028.<\/p><p>The<a href=\"https:\/\/kanini.com\/healthcare\/\" target=\"_blank\" rel=\"noopener\"> healthcare sector<\/a>\u00a0is not an exception to this new technology trend. Using AI algorithms capable of learning and drawing inferences from complex data, the healthcare sector has also started delivering highly personalized services to patients through recommendation engines.<\/p><p>Let\u2019s explore how the big data revolution and AI have been enabling healthcare organizations to understand their patients better, present them with relevant information, and enhance their overall experience.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-75c74e4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75c74e4\" 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-58859c3\" data-id=\"58859c3\" 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-1a8f890 elementor-widget elementor-widget-heading\" data-id=\"1a8f890\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 10-04-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">AI-Powered Recommendation Engines: Transforming the Healthcare Industry\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-baca7bd elementor-widget elementor-widget-text-editor\" data-id=\"baca7bd\" 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<p><a href=\"https:\/\/kanini.com\/data-analytics\/ai-ml-artificial-intelligence\/\">AI<\/a> has been helping healthcare providers deliver a better service experience by empowering themselves as well as the patients with accurate information.<\/p><p>The healthcare industry faces various challenges such as the inability to deliver good and timely patient care, very high treatment costs, patient attrition, and less engagement. Adopting\u00a0AI-driven Health Recommender Systems (HRS), widely known as Patient Recommendation Engines, helps deliver appropriate healthcare information to both providers and patients based on the personal health records of patients. Considering the preferable choices and actionable insights offered by recommendation engines, patients and providers can make informed decisions for better care and smoother operations.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-72d5786 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72d5786\" 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-04ca5ac\" data-id=\"04ca5ac\" 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-b5ace18 elementor-widget elementor-widget-heading\" data-id=\"b5ace18\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5 Benefits of AI-Powered Recommendation Engines in Healthcare\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31ef670 elementor-widget elementor-widget-text-editor\" data-id=\"31ef670\" 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<div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><p>Healthcare providers maintain Electronic Health Records (EHR) that show patients\u2019 medical history. Analyzing the data of these extensive records using traditional processes may be quite a task. AI-enabled HRSs cut down workload for healthcare professionals, allowing them to focus more on other care delivery that requires personal attention and cannot be streamlined with AI. Recommendation Engines help healthcare providers and patients in the following ways:<\/p><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cc649f5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc649f5\" 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-2f73b99\" data-id=\"2f73b99\" 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-bcb33e4 elementor-widget elementor-widget-image\" data-id=\"bcb33e4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 10-04-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/kanini.com\/wp-content\/uploads\/2022\/07\/ai-recommendation-engine-in-healthcare.png\" title=\"\" alt=\"ai powered recommendations in Healthcare\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c3a1f20 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c3a1f20\" 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-ca2f44c\" data-id=\"ca2f44c\" 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-78c71ae elementor-widget elementor-widget-heading\" data-id=\"78c71ae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Establish a Long-term Provider-Patient Relationship\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3f7a85 elementor-widget elementor-widget-text-editor\" data-id=\"b3f7a85\" 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\tUsing AI-driven patient recommendation systems, healthcare providers today are able to connect with their patients better and the patients in turn also feel more cared for. This has been helping healthcare providers in building long-term service relationships and goodwill.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b0b81b2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b0b81b2\" 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-3408a53\" data-id=\"3408a53\" 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-ae59c45 elementor-widget elementor-widget-heading\" data-id=\"ae59c45\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Make Accurate Healthcare Decisions\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9dfec8 elementor-widget elementor-widget-text-editor\" data-id=\"d9dfec8\" 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\tAI-enabled patient recommendation engines make it possible to intelligently filter data and use the relevant information to analyze patient symptoms, assist in precise diagnosis, suggest personalized treatment plans to patients, and predict future health risks for them.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cc2c436 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cc2c436\" 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-7a9aba2\" data-id=\"7a9aba2\" 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-5d2e29d elementor-widget elementor-widget-heading\" data-id=\"5d2e29d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Get Comprehensive Patient Summaries\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7f2d3c elementor-widget elementor-widget-text-editor\" data-id=\"c7f2d3c\" 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\tAI recommendation platforms offer a single view of the patient with all relevant data. This eliminates the tedious process of collecting and storing information, and analyzing it, leaving no scope for any human errors while making decisions about patient treatment plans.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a82cc13 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a82cc13\" 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-3c094af\" data-id=\"3c094af\" 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-5b864cb elementor-widget elementor-widget-heading\" data-id=\"5b864cb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Predict Patient No-shows\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b8647d elementor-widget elementor-widget-text-editor\" data-id=\"8b8647d\" 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\tMachine learning recommendation systems analyze patients\u2019 behavior historically and predict\u00a0<a href=\"https:\/\/kanini.com\/blog\/ai-powered-patient-no-show-prediction-for-improved-healthcare-business\/\" target=\"_blank\" rel=\"noopener\">patient no-shows<\/a>\u00a0which enable providers to utilize their time efficiently. AI-enabled HRSs help allot these slots to other patients, ensuring smooth business operations. Likewise, considering patients\u2019 requirements, these ai recommendation engines offer information about top relevant healthcare providers and their available time slots.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6f3a540 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f3a540\" 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-860266d\" data-id=\"860266d\" 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-d778947 elementor-widget elementor-widget-heading\" data-id=\"d778947\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. Use Patient Feedback to Deliver Quality Care\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d11e250 elementor-widget elementor-widget-text-editor\" data-id=\"d11e250\" 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\tPatients may give relevant feedback when they are not satisfied with the service delivery. In these scenarios, recommendation platforms enable healthcare providers to identify past complaints, be prepared and structure their services accordingly.\n\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e15faef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e15faef\" 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-d2d7d44\" data-id=\"d2d7d44\" 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-f5ceef8 elementor-widget elementor-widget-heading\" data-id=\"f5ceef8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Challenges in Implementing AI for Patient Recommendation Services\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18656e7 elementor-widget elementor-widget-text-editor\" data-id=\"18656e7\" 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\tLeveraging AI for patient recommendations comes with a set of challenges. It may not always be easy for all healthcare providers to integrate AI-enabled solutions into their business operations. Some of these limitations are:\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7d51526 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d51526\" 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-019f15c\" data-id=\"019f15c\" 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-2dfe936 elementor-widget elementor-widget-heading\" data-id=\"2dfe936\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Large Volume of Data in Diverse Formats\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad73fb3 elementor-widget elementor-widget-text-editor\" data-id=\"ad73fb3\" 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\tHealthcare is a data-heavy industry. Analyzing patients\u2019 historical medical data from EHRs and EMRs and deriving insights out of such data, leveraging AI, help providers deliver appropriate patient care and optimize it without delays. However, the large volume of data, in unusable or incomplete formats, can often hamper or undermine the usefulness of AI. To overcome this challenge, healthcare organizations should establish a proper data management strategy and a robust data platform.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37ff09c elementor-widget elementor-widget-heading\" data-id=\"37ff09c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Shortage of AI Expertise\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1629d9b elementor-widget elementor-widget-text-editor\" data-id=\"1629d9b\" 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\tOne of the biggest challenges the\u00a0<a href=\"https:\/\/kanini.com\/healthcare\/\" target=\"_blank\" rel=\"noopener\">healthcare industry<\/a>\u00a0is facing today is the shortage of AI skillsets and talent. This is leaving healthcare businesses impaired to realize the immediate value of AI. On top of it, they lack the ability to upskill their personnel and get them familiarized with these advanced technologies. In order to tap the full potential of AI, healthcare companies will need to find ways to bridge the AI skills gap.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1922de2 elementor-widget elementor-widget-heading\" data-id=\"1922de2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Regulatory Compliance in Using AI\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88a176c elementor-widget elementor-widget-text-editor\" data-id=\"88a176c\" 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\tHealthcare is a highly regulated business. It should be overly cautious when complying with specific regulations such as HIPAA and GDPR. With strong data privacy concerns and regulations in healthcare, it is a challenging task to collect healthcare data and use it to train AI models as swiftly or efficiently as in other industries. Furthermore, the regulatory approval process for any new technology takes time as it goes through extensive scrutiny. Innovations can take years to navigate the approval process. Hence, healthcare organizations must adhere to the relevant legal requirements such as patient privacy, transparency, risk mitigation practices, and audits to ease\u00a0<a href=\"https:\/\/kanini.com\/data-analytics\/ai-ml-artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">AI implementation<\/a>.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a7a0e7b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a7a0e7b\" 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-879a47d\" data-id=\"879a47d\" 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-4ccb80d elementor-widget elementor-widget-heading\" data-id=\"4ccb80d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Prerequisites for AI-enabled Patient Recommendation Services\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c2556fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c2556fb\" 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-3211491\" data-id=\"3211491\" 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-991fcad elementor-widget elementor-widget-heading\" data-id=\"991fcad\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Robust Data Platform:\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9c396e elementor-widget elementor-widget-text-editor\" data-id=\"d9c396e\" 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<p>In order to streamline business processes to current market requirements, it is imperative for healthcare providers to build a robust data platform. It is impractical to extract actionable insights from patient records without a proper data management system built.<\/p><p>Considering the big data revolution, it is sensible to establish a\u00a0<a href=\"https:\/\/kanini.com\/blog\/snowflake\/customer-360-view-on-cloud-data-platform\/\">robust data platform<\/a>, enabling AI-driven solutions to ease the process. Healthcare professionals can draw intelligent recommendations and structure their services to patient expectations only when these modern technologies are leveraged.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-268612c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"268612c\" 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-2fd2472\" data-id=\"2fd2472\" 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-41be649 elementor-widget elementor-widget-heading\" data-id=\"41be649\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Historical Data:\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab53038 elementor-widget elementor-widget-text-editor\" data-id=\"ab53038\" 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<div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><p>No amount of assistance or recommendations can be delivered without patients\u2019 health records. There needs to be a systematic way of gathering, storing, and analyzing this patient data for actionable insights. Without historical data, delivering the right patient recommendations is not possible.<\/p><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-67038e1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"67038e1\" 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-75f79f3\" data-id=\"75f79f3\" 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-a816f45 elementor-widget elementor-widget-heading\" data-id=\"a816f45\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Centralized Platforms:\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f6f5f0 elementor-widget elementor-widget-text-editor\" data-id=\"3f6f5f0\" 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<div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element \"><div class=\"wpb_wrapper\"><p>Shuffling between multiple systems to understand patient health records can be time-consuming, may hinder productivity, and lead to inaccuracy. It is very convenient to have a single centralized dashboard where physicians can see and analyze patient data in a <a href=\"https:\/\/kanini.com\/blog\/snowflake\/industry-innovations-for-patient-centricity-creating-a-single-view-of-patient\/\">single ( 360-degree)<\/a> view whenever and wherever they want to.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8d26d8a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8d26d8a\" 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-6ea2d38\" data-id=\"6ea2d38\" 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-f51a522 elementor-widget elementor-widget-heading\" data-id=\"f51a522\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The Road Ahead\n<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7e1e2b elementor-widget elementor-widget-text-editor\" data-id=\"c7e1e2b\" 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\tAccording to a report published by Grand View Research, the global artificial intelligence market size was valued at USD 93.5 billion in 2021 and is projected to expand at a compound annual growth rate (CAGR) of 38.1% from 2022 to 2030. Healthcare is certainly a leading contributor to this skyrocketed growth in AI adoption. Implementation of <a href=\"https:\/\/kanini.com\/data-analytics\/ai-ml-artificial-intelligence\/\">AI-enabled solutions<\/a> is a natural progression in this age of digitization and a smart way of evolving into a modern, advanced, and intelligent healthcare setup. Healthcare providers must deploy these technologies to support their interpretations and offer accurate and prompt treatment recommendations to patients, delivering exceptional healthcare.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4182b05 elementor-widget elementor-widget-text-editor\" data-id=\"4182b05\" 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\tKANINI helps implement\u00a0<a href=\"https:\/\/kanini.com\/data-analytics\/\">AI solutions<\/a>\u00a0and builds robust data platforms that meet modern healthcare requirements and enable enhanced service delivery.\u00a0<a href=\"https:\/\/kanini.com\/contact-us\/\">Contact us<\/a>\u00a0to understand more about how KANINI leverages AI to enhance patient recommendation services.\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-72cec3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72cec3c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-88c37ad\" data-id=\"88c37ad\" 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-fd02d00 elementor-widget elementor-widget-text-editor\" data-id=\"fd02d00\" 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<h5>Author<\/h5>\n<p style=\"padding: 15px 0 0 0; text-align: center;\"><img decoding=\"async\" style=\"width: 140px; height: 140px; object-fit: cover; border-radius: 50%; margin: 0; padding: 0;\" src=\"https:\/\/kanini.com\/wp-content\/uploads\/2022\/06\/Anand-Author.jpg\" \/><\/p>\n\n<div class=\"vc_col-sm-2 wpb_column column_container vc_column_container col centered-text no-extra-padding instance-10\" data-t-w-inherits=\"default\" data-border-radius=\"none\" data-shadow=\"none\" data-border-animation=\"\" data-border-animation-delay=\"\" data-border-width=\"none\" data-border-style=\"solid\" data-border-color=\"\" data-bg-cover=\"\" data-padding-pos=\"all\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-hover-bg=\"\" data-hover-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\">\n<div class=\"vc_column-inner\">\n<div class=\"wpb_wrapper\">\n<div class=\"wpb_text_column wpb_content_element \">\n<div class=\"wpb_wrapper\">\n<h6>Anand Subramaniam<\/h6>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"vc_col-sm-10 wpb_column column_container vc_column_container col padding-2-percent instance-11\" data-t-w-inherits=\"default\" data-border-radius=\"none\" data-shadow=\"none\" data-border-animation=\"\" data-border-animation-delay=\"\" data-border-width=\"none\" data-border-style=\"solid\" data-border-color=\"\" data-bg-cover=\"\" data-padding-pos=\"left\" data-has-bg-color=\"false\" data-bg-color=\"\" data-bg-opacity=\"1\" data-hover-bg=\"\" data-hover-bg-opacity=\"1\" data-animation=\"\" data-delay=\"0\">\n<div class=\"vc_column-inner\">\n<div class=\"column-bg-overlay-wrap\" data-bg-animation=\"none\"><\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3e07bc9\" data-id=\"3e07bc9\" 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-44b5470 elementor-widget elementor-widget-text-editor\" data-id=\"44b5470\" 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<p class=\"p1\">Anand Subramaniam is the Chief Solutions Officer, leading Data Analytics &amp; AI service line at KANINI. He is passionate about data science and has championed data analytics practice across start-ups to enterprises in various verticals. As a thought leader, start-up mentor, and data architect, Anand brings over two decades of techno-functional leadership in envisaging, planning, and building high-performance, state-of-the-art technology teams.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Healthcare is a very competitive market, and its success revolves around the well-being of its customers (Read: Patients). It is all about striking the right chords with the patients to make them feel more valued through a personalized and enhanced service experience. To achieve this and cater more efficiently to the increasing population of internet-savvy [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":21102,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[18,69],"tags":[138,137],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.12 (Yoast SEO v22.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI Recommendation Engine Benefits for Healthcare | KANINI<\/title>\n<meta name=\"description\" content=\"How can AI-powered Recommendation Engines (Health Recommender Systems) benefit patients and providers? 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