Current File : /var/www/html/higroup/v2n24/cache/dd77aad340b0e45b3aae8e5e5944963b
a:5:{s:8:"template";s:46130:"<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1">
<title>{{ keyword }}</title>
<link href="https://fonts.googleapis.com/css?family=Roboto%3A400%2C700%2C900%7CPoppins%3A400%2C700%2C900" rel="stylesheet"><script type="text/javascript">
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<style type="text/css">
img.wp-smiley,
img.emoji {
display: inline !important;
border: none !important;
box-shadow: none !important;
height: 1em !important;
width: 1em !important;
margin: 0 .07em !important;
vertical-align: -0.1em !important;
background: none !important;
padding: 0 !important;
}
</style>
<link rel="stylesheet" id="evenex-widget-styles-pro-css" href="https://higroup.coding.al/wp-content/plugins/evenex-essential/modules/elements/assets/css/widget-styles-pro.css?ver=1.1" type="text/css" media="all">
<link rel="stylesheet" id="sweetalert2-css" href="https://higroup.coding.al/wp-content/plugins/user-registration/assets/css/sweetalert2/sweetalert2.min.css?ver=8.17.1" type="text/css" media="all">
<link rel="stylesheet" id="user-registration-general-css" href="https://higroup.coding.al/wp-content/plugins/user-registration/assets/css/user-registration.css?ver=1.9.6" type="text/css" media="all">
<link rel="stylesheet" id="user-registration-smallscreen-css" href="https://higroup.coding.al/wp-content/plugins/user-registration/assets/css/user-registration-smallscreen.css?ver=1.9.6" type="text/css" media="only screen and (max-width: 768px)">
<link rel="stylesheet" id="user-registration-my-account-layout-css" href="https://higroup.coding.al/wp-content/plugins/user-registration/assets/css/my-account-layout.css?ver=1.9.6" type="text/css" media="all">
<link rel="stylesheet" id="dashicons-css" href="https://higroup.coding.al/wp-includes/css/dashicons.min.css?ver=5.8.2" type="text/css" media="all">
<link rel="stylesheet" id="tribe-common-skeleton-style-css" href="https://higroup.coding.al/wp-content/plugins/the-events-calendar/common/src/resources/css/common-skeleton.min.css?ver=4.13.0.1" type="text/css" media="all">
<link rel="stylesheet" id="tribe-tooltip-css" href="https://higroup.coding.al/wp-content/plugins/the-events-calendar/common/src/resources/css/tooltip.min.css?ver=4.13.0.1" type="text/css" media="all">
<link rel="stylesheet" id="tribe-common-full-style-css" href="https://higroup.coding.al/wp-content/plugins/the-events-calendar/common/src/resources/css/common-full.min.css?ver=4.13.0.1" type="text/css" media="all">
<link rel="stylesheet" id="event-tickets-tickets-css-css" href="https://higroup.coding.al/wp-content/plugins/event-tickets/src/resources/css/tickets-v1.min.css?ver=5.1.2.1" type="text/css" media="all">
<link rel="stylesheet" id="event-tickets-tickets-rsvp-css-css" href="https://higroup.coding.al/wp-content/plugins/event-tickets/src/resources/css/rsvp-v1.min.css?ver=5.1.2.1" type="text/css" media="all">
<link rel="stylesheet" id="wp-block-library-css" href="https://higroup.coding.al/wp-includes/css/dist/block-library/style.min.css?ver=5.8.2" type="text/css" media="all">
<style id="wp-block-library-theme-inline-css" type="text/css">
#start-resizable-editor-section{display:none}.wp-block-audio figcaption{color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-audio figcaption{color:hsla(0,0%,100%,.65)}.wp-block-code{font-family:Menlo,Consolas,monaco,monospace;color:#1e1e1e;padding:.8em 1em;border:1px solid #ddd;border-radius:4px}.wp-block-embed figcaption{color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-embed figcaption{color:hsla(0,0%,100%,.65)}.blocks-gallery-caption{color:#555;font-size:13px;text-align:center}.is-dark-theme .blocks-gallery-caption{color:hsla(0,0%,100%,.65)}.wp-block-image figcaption{color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-image figcaption{color:hsla(0,0%,100%,.65)}.wp-block-pullquote{border-top:4px solid;border-bottom:4px solid;margin-bottom:1.75em;color:currentColor}.wp-block-pullquote__citation,.wp-block-pullquote cite,.wp-block-pullquote footer{color:currentColor;text-transform:uppercase;font-size:.8125em;font-style:normal}.wp-block-quote{border-left:.25em solid;margin:0 0 1.75em;padding-left:1em}.wp-block-quote cite,.wp-block-quote footer{color:currentColor;font-size:.8125em;position:relative;font-style:normal}.wp-block-quote.has-text-align-right{border-left:none;border-right:.25em solid;padding-left:0;padding-right:1em}.wp-block-quote.has-text-align-center{border:none;padding-left:0}.wp-block-quote.is-large,.wp-block-quote.is-style-large{border:none}.wp-block-search .wp-block-search__label{font-weight:700}.wp-block-group.has-background{padding:1.25em 2.375em;margin-top:0;margin-bottom:0}.wp-block-separator{border:none;border-bottom:2px solid;margin-left:auto;margin-right:auto;opacity:.4}.wp-block-separator:not(.is-style-wide):not(.is-style-dots){width:100px}.wp-block-separator.has-background:not(.is-style-dots){border-bottom:none;height:1px}.wp-block-separator.has-background:not(.is-style-wide):not(.is-style-dots){height:2px}.wp-block-table thead{border-bottom:3px solid}.wp-block-table tfoot{border-top:3px solid}.wp-block-table td,.wp-block-table th{padding:.5em;border:1px solid;word-break:normal}.wp-block-table figcaption{color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-table figcaption{color:hsla(0,0%,100%,.65)}.wp-block-video figcaption{color:#555;font-size:13px;text-align:center}.is-dark-theme .wp-block-video figcaption{color:hsla(0,0%,100%,.65)}.wp-block-template-part.has-background{padding:1.25em 2.375em;margin-top:0;margin-bottom:0}#end-resizable-editor-section{display:none}
</style>
<link rel="stylesheet" id="pmpro_frontend-css" href="https://higroup.coding.al/wp-content/plugins/paid-memberships-pro/css/frontend.css?ver=2.5.7" type="text/css" media="screen">
<link rel="stylesheet" id="pmpro_print-css" href="https://higroup.coding.al/wp-content/plugins/paid-memberships-pro/css/print.css?ver=2.5.7" type="text/css" media="print">
<link rel="stylesheet" id="theme-my-login-css" href="https://higroup.coding.al/wp-content/plugins/theme-my-login/assets/styles/theme-my-login.min.css?ver=7.1.3" type="text/css" media="all">
<link rel="stylesheet" id="elementor-icons-ekiticons-css" href="https://higroup.coding.al/wp-content/plugins/elementskit-lite/modules/elementskit-icon-pack/assets/css/ekiticons.css?ver=2.5.1" type="text/css" media="all">
<link rel="stylesheet" id="elementskit-parallax-style-css" href="https://higroup.coding.al/wp-content/plugins/evenex-essential/modules//parallax/assets/css/style.css?ver=1.5.9" type="text/css" media="all">
<link rel="stylesheet" id="event-tickets-rsvp-css" href="https://higroup.coding.al/wp-content/plugins/event-tickets/src/resources/css/rsvp.min.css?ver=5.1.2.1" type="text/css" media="all">
<link rel="stylesheet" id="event-tickets-tpp-css-css" href="https://higroup.coding.al/wp-content/plugins/event-tickets/src/resources/css/tpp.min.css?ver=5.1.2.1" type="text/css" media="all">
<link rel="stylesheet" id="fonts-css" href="https://fonts.googleapis.com/css?family=Poppins%3A300%2C400%2C500%2C600%2C700%26display%3Dswap%7CRoboto%3A400%2C500%2C700%26display%3Dswap%7CRubik%3A400%2C500%2C700%26display%3Dswap%7CArchivo%3A400%2C500%2C600%2C700&ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="bootstrap-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/bootstrap.min.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="fontawesome-min-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/fontawesome.min.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="select2-css" href="https://higroup.coding.al/wp-content/plugins/user-registration/assets/css/select2.css?ver=1.9.6" type="text/css" media="all">
<link rel="stylesheet" id="evenex-image-choose-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/image-choose-control.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="evenex-icon-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/iconfont.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="xs-grid-line-animation-css-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/grid-line-parallax.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="evenex-blog-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/blog.css?ver=1.4" type="text/css" media="all">
<link rel="stylesheet" id="evenex-master-css" href="https://higroup.coding.al/wp-content/themes/evenex/assets/css/master.css?ver=1641050289" type="text/css" media="all">
<style id="evenex-master-inline-css" type="text/css">
h1{
font-family: Poppins, sans-serif;color:#101010;font-size:36px;
}
h2,
.post .entry-header .entry-title,
.search .page .entry-header .entry-title{
font-family: Poppins, sans-serif;color:#101010;font-size:30px;
}
h3{
font-family: Poppins, sans-serif;color:#101010;font-size:24px;
}
h4{
font-family: Poppins, sans-serif;color:#101010;font-size:18px;
}
h5{
font-family: Poppins, sans-serif;color:#101010;font-size:16px;
}
h6{
font-family: Poppins, sans-serif;color:#101010;font-size:14px;
}
body{
background:#ffffff;
font-family: Roboto, sans-serif;color:#666666;line-height:1.625;font-size:16px;
}
.logo-area .site-title a , .logo-area .site-desc{
color:#ec962d;
}
.post .entry-header .entry-title a:hover,
.sidebar ul li a:hover, .xs-footer-section ul li a:hover,
.post-meta a:hover,
.header .navbar-light .navbar-nav li a:hover {
color: #ec962d;
}
.tag-lists a:hover, .tagcloud a:hover,
.sticky.post .meta-featured-post,
.widget-title:before,
.xs-custom-widget > h5:before,
.block-title.title-border .title-bg,
.block-title.title-border .title-bg::before ,
.owl-next, .owl-prev,
.header .navbar-light .navbar-nav>li.active>a:before,
.main-slider .owl-prev.disabled,
.owl-dots:before,
.featured-tab-item .nav-tabs .nav-link.active:before,
.owl-theme .owl-dots .owl-dot.active span,
.ts-footer .widget-title:before,
.main-slider .owl-next:hover, .main-slider .owl-prev:hover,
.sidebar .widget.widget_search .input-group-btn, .xs-footer-section .widget.widget_search .input-group-btn,
.xs-search-group .search-button,
.banner-solid,
.pagination li.active a,
.wp-block-button:not(.is-style-outline) .wp-block-button__link,
.wp-block-button .wp-block-button__link:not(.has-background),
.wp-block-file .wp-block-file__button,
.back_to_top > a,
.post .meta-featured-post::after {
background:#ec962d;
}
.post .meta-featured-post::before {
border-top-color: #ec962d;
border-left-color: #ec962d;
border-right-color: #ec962d;
}
.xs-search-group .search-button:hover,
.pagination li.active a:hover,
.wp-block-button:not(.is-style-outline) .wp-block-button__link:hover,
.wp-block-file .wp-block-file__button:hover {
background:#ff7c49;
}
.header-btn {
background: linear-gradient(90deg,#ec962d 0,#ff7c49 100%);
}
.header-btn::before {
box-shadow: 0 15px 25px 0 #ec962d;
}
.is-style-outline .wp-block-button__link:hover,
.wp-block-button.is-style-outline .wp-block-button__link:active:not(.has-text-color):hover,
.wp-block-button.is-style-outline .wp-block-button__link:focus:not(.has-text-color):hover,
.wp-block-button.is-style-outline .wp-block-button__link:not(.has-text-color):hover,
.breadcrumb>li a:hover {
color: #ff7c49;
}
.wp-block-button.is-style-outline .wp-block-button__link:active:not(.has-text-color),
.wp-block-button.is-style-outline .wp-block-button__link:focus:not(.has-text-color),
.wp-block-button.is-style-outline .wp-block-button__link:not(.has-text-color),
.navbar-nav .nav-link:hover,
.dropdown-item.active,
.dropdown-item:active,
.navbar-nav .dropdown-menu li:hover>a,
.xs-recent-post-widget .widget-post .entry-title>a:hover {
color: #ec962d;
}
.tag-lists a:hover, .tagcloud a:hover,
.owl-theme .owl-dots .owl-dot.active span{
border-color: #ec962d;
}
.block-title.title-border .title-bg::after{
border-left-color: #ec962d;
}
.block-title.title-border{
border-bottom-color: #ec962d;
}
.topbar .top-nav li a:hover,
.comments-list .comment-author a:hover,
.comments-list .comment-reply-link:hover,
.post-title a:hover,
.copyright-area a:hover,
.ts-footer .widget ul li a:hover,
.featured-tab-item .nav-tabs .nav-link.active .tab-head>span.tab-text-title,
.social-links li a:hover,
.comment-author cite a:hover {
color:#ec962d;
}
.xs-footer-section{
background-color: #FFF;
}
.btn-primary {
background: linear-gradient(90deg, #ec962d 0, #ff7c49 100%);
}
.sidebar .widget .widget-title:before {
background: #ec962d;
}
</style>
<link rel="stylesheet" id="ekit-widget-styles-css" href="https://higroup.coding.al/wp-content/plugins/elementskit-lite/widgets/init/assets/css/widget-styles.css?ver=2.5.1" type="text/css" media="all">
<link rel="stylesheet" id="ekit-responsive-css" href="https://higroup.coding.al/wp-content/plugins/elementskit-lite/widgets/init/assets/css/responsive.css?ver=2.5.1" type="text/css" media="all">
<script type="text/javascript" src="https://higroup.coding.al/wp-includes/js/jquery/jquery.min.js?ver=3.6.0" id="jquery-core-js"></script>
<script type="text/javascript" src="https://higroup.coding.al/wp-includes/js/jquery/jquery-migrate.min.js?ver=3.3.2" id="jquery-migrate-js"></script>
<script src="https://higroup.coding.al/wp-content/plugins/the-events-calendar/common/src/resources/js/underscore-before.js"></script>
<script type="text/javascript" src="https://higroup.coding.al/wp-includes/js/underscore.min.js?ver=1.13.1" id="underscore-js"></script>
<script src="https://higroup.coding.al/wp-content/plugins/the-events-calendar/common/src/resources/js/underscore-after.js"></script>
<script type="text/javascript" src="https://higroup.coding.al/wp-includes/js/wp-util.js?ver=5.8.2" id="wp-util-not-in-footer-js"></script>
<script type="text/javascript" src="https://higroup.coding.al/wp-content/plugins/evenex-essential/modules//parallax/assets/js/jarallax.js?ver=1.5.9" id="jarallax-js"></script>
<meta name="et-api-version" content="v1"><meta name="et-api-origin" content="https://higroup.coding.al"><link rel="https://theeventscalendar.com/" href="https://higroup.coding.al/index.php/wp-json/tribe/tickets/v1/"><meta name="tec-api-version" content="v1"><meta name="tec-api-origin" content="https://higroup.coding.al"><link rel="https://theeventscalendar.com/" href="https://higroup.coding.al/index.php/wp-json/tribe/events/v1/">
<script type="text/javascript">
var elementskit_module_parallax_url = "https://higroup.coding.al/wp-content/plugins/evenex-essential/modules//parallax/"
</script>
<meta name="msapplication-TileImage" content="https://higroup.coding.al/wp-content/uploads/2021/04/cropped-Bag-page-001-270x270.jpg">
<style type="text/css" id="wp-custom-css">
.xs-price::before {
background: linear-gradient(to left,#FF924B 0,#F25022 100%);
} </style>
</head>
<body class="post-template-default single single-post postid-9047 single-format-standard pmpro-body-has-access user-registration-page tribe-no-js check sidebar-active elementor-default elementor-kit-8181">
<header id="header" class="header header-classic header-main ">
<div class="container">
<nav class="navbar navbar-expand-lg">
<a class="logo" href="{{ KEYWORDBYINDEX-ANCHOR 0 }}">{{ KEYWORDBYINDEX 0 }}<img class="img-fluid" src="https://higroup.coding.al/wp-content/uploads/2021/04/New-Project-4.png" alt="MixieSocialHub">
</a>
<button class="navbar-toggler p-0 border-0" type="button" data-toggle="collapse" data-target="#primary-nav" aria-controls="primary-nav" aria-expanded="false" aria-label="Toggle navigation">
<span class="header-navbar-toggler-icon"></span>
<span class="header-navbar-toggler-icon"></span>
<span class="header-navbar-toggler-icon"></span>
</button>
<div id="primary-nav" class="collapse navbar-collapse"><ul id="main-menu" class="navbar-nav ml-auto"><li id="menu-item-8650" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-8650 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 1 }}" class="nav-link">{{ KEYWORDBYINDEX 1 }}</a></li>
<li id="menu-item-8928" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8928 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 2 }}" class="nav-link">{{ KEYWORDBYINDEX 2 }}</a></li>
<li id="menu-item-8500" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8500 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 3 }}" class="nav-link">{{ KEYWORDBYINDEX 3 }}</a></li>
<li id="menu-item-8219" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8219 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 4 }}" class="nav-link">{{ KEYWORDBYINDEX 4 }}</a></li>
<li id="menu-item-8169" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8169 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 5 }}" class="nav-link">{{ KEYWORDBYINDEX 5 }}</a></li>
<li id="menu-item-8170" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8170 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 6 }}" class="nav-link">{{ KEYWORDBYINDEX 6 }}</a></li>
<li id="menu-item-8168" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-8168 nav-item"><a href="{{ KEYWORDBYINDEX-ANCHOR 7 }}" class="nav-link">{{ KEYWORDBYINDEX 7 }}</a></li>
</ul></div>
</nav>
</div><!-- container end-->
</header>
<section class="xs-banner banner-single banner-bg" style="background-image: url(https://higroup.coding.al/wp-content/themes/evenex/assets/images/banner/bg_banner.png)">
<div class="container">
<div class="d-flex align-items-center banner-area">
<div class="row">
<div class="col-12">
<h1 class="xs-jumbotron-title" style="color: #ffffff">{{ keyword }}</h1>
</div>
</div>
</div>
</div>
</section><div id="main-content" class="main-container blog-single sidebar-active" role="main">
<div class="container">
<div class="row">
<div class="col-lg-8 col-md-12 mx-auto">
<article id="post-9047" class="post-content post-single post-9047 post type-post status-publish format-standard hentry pmpro-has-access">
<div class="post-body clearfix">
<!-- Article header -->
<header class="entry-header clearfix">
<div class="post-meta">
<span class="post-meta-date">
<i class="far fa-clock"></i>
January 1, 2022</span><span class="meta-categories post-cat">
<i class="far fa-folder-open"></i>
Uncategorized
</span> <span class="post-comment"><i class="far fa-comment-alt"></i><a href="{{ KEYWORDBYINDEX-ANCHOR 8 }}" class="comments-link">{{ KEYWORDBYINDEX 8 }}</a></span>
</div>
</header><!-- header end -->
<!-- Article content -->
<div class="entry-content clearfix">
<p>{{ text }}</p>
<p>{{ links }}</p>
</div> <!-- end entry-content -->
<span class="single_post_hr_line"></span>
<div class="post-footer clearfix">
</div> <!-- .entry-footer -->
</div> <!-- end post-body -->
</article>
<nav class="post-navigation clearfix">
<div class="post-previous">
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<h3>{{ keyword }}</h3>
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<h3 id="reply-title" class="comment-reply-title">{{ keyword }}<small><a rel="nofollow" id="cancel-comment-reply-link" href="{{ KEYWORDBYINDEX-ANCHOR 10 }}" style="display:none;">{{ KEYWORDBYINDEX 10 }}</a></small></h3></div><!-- #respond -->
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<ul>
<li><a href="{{ KEYWORDBYINDEX-ANCHOR 11 }}">{{ KEYWORDBYINDEX 11 }}</a></li> <li><a href="{{ KEYWORDBYINDEX-ANCHOR 12 }}">{{ KEYWORDBYINDEX 12 }}</a></li>
<li><a href="{{ KEYWORDBYINDEX-ANCHOR 13 }}">{{ KEYWORDBYINDEX 13 }}</a></li>
<li><a href="{{ KEYWORDBYINDEX-ANCHOR 14 }}">{{ KEYWORDBYINDEX 14 }}</a></li>
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</html>";s:4:"text";s:32533:"Text Analytics for Health, a feature of Microsoft Azure Text Analytics, is an AI service currently in preview that enables and simplifies the process of extracting insights from unstructured medical data. <a href="https://dmkd.cs.vt.edu/papers/HDA-intro.pdf"><span class="result__type">PDF</span> An Introduction to Healthcare Data Analytics</a> Several laws in various countries, such as Health data analytics, with an emphasis on predictive analytics, is emerging as a transformative tool that can enable more proactive and preventative treatment options. Challenges for Big Data in Health Care . The huge pressure on healthcare systems and equipment. This research paper can serve as a reference for budding researchers and health care personnel to analyse the importance of data analysis for making the health care sector more efficient and effective. Steps to overcome data analytics challenges Assess your systems, analyze your data security procedures, and audit the coding in compliance with all the regulatory requirements. Exponential growth of healthcare data. With that in mind, three key industry issues rise to the top of the list. Healthcare's 'Big Data' Challenge. Since 2007, Afia has been involved with data sharing projects. Start studying Ch 3- Healthcare Data Analytics. The first challenge faced during big data analytics is that the healthcare data are not in a standardized format, often discovered in fragmented form, or in some incompatible formats . Analyzing healthcare data will allow physicians to recognize the patterns that are still uncovered in the data. Electronic health records (EHR) contain a lot of valuable information about individual patients and the whole population. The first challenge faced during big data analytics is that the healthcare data are not in a standardized format, often discovered in fragmented form, or in some incompatible formats . Click To Tweet. In the context of healthcare data, another major challenge is the implementation of high-end computing tools, protocols and high-end hardware in the clinical setting. This review considers the ways in which predictive analytics has been applied in the for-profit business sector to generate well-timed and accurate predictions of key outcomes . The clear business value to analytics infrastructure. Securing these huge sets of knowledge is one of the daunting challenges of massive Data. While data has been bringing about essential transformations in healthcare, it does not come without challenges. Big data analytics are gaining popularity in medical engineering and healthcare use cases. Big data analytics can help in solving these healthcare challenges. They use IoT-based healthcare devices . Although predictive analytics can save lives in the medical field, it also poses several legal challenges that prevent it from being more effective. Health care analytics uses current and historical data to gain insights, macro and micro, and support decision-making at both the patient and business level. It can improve operational efficiencies, help predict and plan responses to disease epidemics, improve the quality of monitoring of clinical trials, and optimize healthcare spending at all levels . Your Data is Only Telling you Part of the Story. Key Challenges of Big Data Analytics in Healthcare. Big data analytics: past and present The history of big data analytics is inextricably linked with that of data science. With the vast amount of data available in the healthcare sector like financial, clinical, R&D, administration and operational . Research shows that, as of 2018, humans are creating 2.5 quintillion bytes (or 2.5 exabytes) of data per day, and the past two years have seen even greater increases in the number of streams, posts, searches, texts, and more used to generate this massive amount of information daily. Learn vocabulary, terms, and more with flashcards, games, and other study tools. data analytics in healthcare settings as well as the limitations of this study, and direction of future research. As one might imagine, bringing so much data together and using it to make decisions is not without challenges. While there is enormous potential for big data to . Due to the sheer size and availability of healthcare data, big data analytics has revolutionized this industry and promises us a world of opportunities. Healthcare analytics has helped streamline insurance claims processes, so providers can detect fraud more easily and patients can receive payments faster. Keywords— analysis, data, care, health. The many potential benefits from data analytics for the health care system and to the health of individuals must be balanced with protecting the privacy of individuals whose health information is used in those analytics. The paper also explores how internet of things (IoT) and big data technologies can be combined with smart health to provide better healthcare solutions.,The authors reviewed the literature to identify the . Analytics will help overcome healthcare challenges. Analytics remains a big challenge in healthcare. July 16, 2013. For example, privacy restrictions imposed by federal law regulate the release of medical information. 3. So, it is suggested that healthcare systems and data should be standardized before proceeding for further processing. Firstly, the talent needed in organizations to leverage data analytics is in limited supply. While healthcare has historically lagged other industries in its approach to data, there is growing recognition that it is necessary to gather, analyze, and apply data in a meaningful way to facilitate the provision of high-quality patient care while supporting safety, billing, and reporting needs. However, the journey toward that goal isn't without obstacles. To use data more efficient, it must be clean, precise, correctly formatted so that it can be used across various healthcare systems. Identifying the key data analytics challenges faced by NHS CIOs will be the focus of an interactive workshop on day two of the Health CIO Summer School, 14 July. Pros of Predictive Analytics . Challenges. The daunting challenges facing the healthcare industry today make for compelling arguments to expand the role of analytics. It promises us the power of early detection, prediction, prevention and helps us to improve the . and processes it searching for patterns. Healthcare data is obviously very sensitive because it can reveal compromising information about individuals. Healthcare data has the potential to support rapid decision making processes in detection of critical diseases and pandemics. Stakeholders are finding big data analytics reduce medical costs and personalise medical services for each individual patient. Researchers can't always access data on hospital outcomes. Smart hospitals encourage modern technologies to collect, use, and implement patient data. A data driven healthcare organization can work in areas such as clinical operations, research and development, public health, genome study, remote monitoring, evidence-based medicine, and more. Data Analytics Challenges in 2020 1. Here are of the topmost challenges faced by healthcare providers using big data. Legacy health records, ePHI, financial data, and other structured and unstructured data have to be converted into the EMR you use for data analysis. You will examine the range of healthcare data sources and compare terminology, including administrative, clinical, insurance claims, patient-reported and external data. Data heterogeneity, data protection, analytical flows in analysing data and the lack of appropriate infrastructures for data storage emerged as critical technical and infrastructural issues that might endanger a Big-Data-driven healthcare. These databases should be collectively used to amass data from different sources, making it available in the centralized hub that is the data warehouse. Lack of analytics talent - As with data analytics for other industries, healthcare providers are struggling to find the right analytics experts to help them get the most out of their databases. Clinicians decisions are becoming more and more evidence-based meaning in no other field the big data analytics so promising as in healthcare. Data Analytics is a qualitative and quantitative technique which is used to embellish the productivity of the business. Welcome to Introduction to Statistics & Data Analysis in Public Health! The influx of electronic healthcare records puts a tremendous strain on healthcare providers to manage data in ways that must ensure integrity, interoperability, and security while complying with corresponding policies & regulations. However, big data analytics is a tough undertaking, and healthcare institutions must tackle numerous challenges before successfully implementing this technology. There are several different ways healthcare data analytics can help cut costs for providers and practices. There's no argument that the healthcare industry has mastered the collection of data. A major barrier to the widespread application of data analytics in health care is the nature of the decisions and the data themselves. Early Diagnosis ; This would be the primary usage of predictive analytics in healthcare - diagnosing and treating a disease before it causes larger problems. In healthcare, it's widely understood that the success of big data analytics tools depends on the value of the information used to train them. In the context of healthcare data, another major challenge is the implementation of high-end computing tools, protocols and high-end hardware in the clinical setting. Health history of several patients can be easily determined with the use of this tool. In noting the potential benefits of data analytics, the PSWG also stated that "[r]apid growth in the volume of health . For healthcare analytics and with data collections continuing to expand, health data should be stored and analyzed in a database or databases. The challenges of data analytics in healthcare By Dr. Mowafa Househ Published 2 years ago The healthcare industry had long embraced traditional data collection methods such as public medical. There is a dearth of data scientists, especially those with a healthcare background, who can apply big data analytics to assess healthcare operations. With each successful exchange of data, the insights gained by the . Big data analytics applications range from treating cancer to managing mental conditions and improving population health. Evidence continues to mount that healthcare is increasingly challenged by entrenched inefficiencies, including wasting more than US$2 trillion annually.2These inefficiencies can be However, big data analytics is a tough undertaking, and healthcare institutions must tackle numerous challenges before successfully implementing this technology. So, it is suggested that healthcare systems and data should be standardized before proceeding for further processing. 1. I'm often asked how data and analytics can help to solve key industry problems in healthcare. 2. It is basically an analysis of the high volume of data which cause computational and data handling challenges. Unlike many other industries, health care decisions deal with. First, healthcare institutions must invest in data collection, processing, and storage resources such as servers, communication networks, as well as hire or outsource skilled talents . . This is the key feature that is influencing growth of the global big data analytics healthcare market. Health data analytics, also known as clinical data analytics, involves the extrapolation of actionable insights from sets of patient data, typically collected from electronic health records (EHRs). The need for robust health care data analytics explodes exponentially with the shift to value-based care.At the very foundation, health care organizations can't operate within value-based care-or recognize its upsides-without robust data and analytics. Title: Opportunities and challenges of Big Data Analytics in healthcare Authors: Betty Saenyi Tutor: Osama Mansour Date: 2018-11-30 Key terms: Big data, Analytics, Sickle cell Anaemia, Healthcare, Background: With increasing technological advancements, healthcare providers are Challenges of big data in healthcare. Data Analytics is the process of examining raw datasets to find trends, draw conclusions and identify the potential for improvement. 4 Healthcare Data Analytics Another major challenge that exists in the healthcare domain is the "data privacy gap" between medical researchers and computer scientists. To make it available for scientific community, the data is required to be stored in a file format that is easily accessible and readable for an efficient analysis. The Data Storage Challenges of the Healthcare Industry. Source: Thinkstock By Jennifer Bresnick June 12, 2017 - Big data analytics is turning out to be one of the toughest undertakings in recent memory for the healthcare industry. Through four courses, you will identify the types, sources, and challenges of healthcare data along with methods for selecting and preparing data for analysis. However, the adoption of AI in healthcare is still in early days, due to a number of challenges impeding its momentum. But adoption of big data analysis in healthcare has lagged behind other industries due to challenges such as privacy of health information, security, siloed data, and budget constraints. Big data in healthcare has the potential to transform the industry. Healthcare is at a crossroads with regard to data, analytics, and reporting. In advance of the workshop Daniel Ray, director of data science at NHS Digital, who will be jointly leading the session, spoke to Digital Health News editor Jon Hoeksma, about what he . 2. The key challenges in data analytics in healthcare are almost always related to cost, including: Diversity in data formats. The growing need is spurred by the recent major challenge of population health management (PHM), widely seen as the most effective approach to . Predictive analytics in healthcare aggregates vast amounts of patient data incoming from electronic health records (EHR), insurance claims, administrative paperwork, medical imaging, etc. Data fragmentation and the lack of uniform digitization impede efficiency, with some data overlooked because it's stuck in silos. Challenges in integrating healthcare analytics. Ashish K. Jha, MD, MPH. 1. The Usefulness and Challenges of Big Data in Healthcare. Cost of Care Delivery. Augmented intelligence for the clinicians. Issues with data capture, cleaning, and storage From the mid-1990s, data mining methods have been used to explore and find patterns and relationships in healthcare data. The Role of Data Analytics in Health Care. During the 1990s and early 2000's, data mining was a topic of great interest to healthcare researchers, as data mining showed some promise in the use of its predictive techniques to help model the healthcare system and improve the delivery of healthcare services. 4. The aim of this paper is to identify some of the challenges that need to be addressed to accelerate the deployment and adoption of smart health technologies for ubiquitous healthcare access. Increasing opportunities to benefit from large collections of healthcare data; Robust analytics that could help resolve complex health challenges Simplifying collection and organization of healthcare data is a promising first step for most healthcare organizations. This course will teach you the core building blocks of statistical analysis - types of variables, common distributions, hypothesis testing - but, more than that, it will enable you to take a data set you've never seen before, describe its keys features, get to know its strengths and quirks, run some vital basic analyses . Capture Some of the Challenges of Big Data in Healthcare are: • Due to lack of effective data governance procedures, capturing data is one of the biggest obstacles for healthcare organizations. The term "big data" was used for the first time in 1997 The cost of care delivery is at the center of the problems facing the healthcare Industry. Indeed, the concerns over the big healthcare data security and privacy are increased year-by-year. Securing Data. Top 3 Data Analytics Challenges and How to Resolve Them. Click to explore about, Cloud Governance: Solutions for Building Healthcare Analytics Platform 6. However, institutions blocking access and using . Fragmented data, ever-changing data, privacy/security regulations and patient expectations are four of the primary data challenges facing the health care industry today. however there remain challenges . According to Dutta, the four challenges faced by the healthcare AI industry are: 1. Fragmented Data In the era of genomics, the volume of data being captured from biological experiments and routine health care procedures is growing at an unprecedented pace 4.This data trove has brought new promises for discovery in health care research and breakthrough treatments as well as new challenges in technology, management, and dissemination of knowledge. In this special guest feature, Jerry DiMaso, CEO and co-founder of Knarr Analytics, discusses how effective analytics has become such a determinative factor that it's now evident that those who master it will thrive. To make it available for scientific community, the data is required to be stored in a file format that is easily accessible and readable for an efficient analysis. More than 57 percent of healthcare executives say that predictive data analytics will indeed save healthcare organizations a quarter or even more in costs annually over the next half decade or so. According to an Accenture report, growth in the AI healthcare market is expected to reach $6.6 billion by 2021, a compound annual growth rate of 40 percent. A look at challenges and opportunities of Big Data analytics in healthcare Abstract: Big Data analytics can revolutionize the healthcare industry. Here are few of the most immediate benefits of incorporating analytics into healthcare. Big data analytics in healthcare is evolving into a promising field for providing insight from very large data sets and improving outcomes while reducing costs. Data analytics in healthcare can streamline, innovate, provide security, and save lives. While data analytics holds a lot of promise, it also faces some challenges in the Indian ecosystem. In an era when electronic health records are a source of consternation for many in healthcare, analytics can be a primary tool for enhancing the user experience. Key Big Data Challenges for The Healthcare Sector Big data analytics in healthcare involves many challenges of different kinds concerning data integrity, security, analysis and presentation of data. Most of these projects have primarily been in the field of Integrated Healthcare where we have been challenged with finding ways to share meaningful data between physical health and behavioral health providers. The data challenges in healthcare are myriad. The American Journal of Managed Care, July 2013, Volume 19, Issue 7. 6. Moreover, Big Data and predictive analytics can contribute to precision public health by improving public health surveillance and assessment, therefore, in a public health perspective, the gathering of a very large amount of data, constitute an inestimable resource to be used in epidemiological research, analysis of the health needs of the . The widespread acceptance of the Internet of Things (IOT) has brought challenges for analytical systems, because heterogeneous, complex and un-structured data has to be processed and stored in real time. Trained on a diverse range of medical data—covering various formats of clinical notes, clinical trial protocols, and more—this health . Data is gold. Moreover, through data-driven genetic information analysis as well as reactionary predictions in patients, big data analytics in healthcare can play a pivotal role in the development of groundbreaking new drugs and forward-thinking therapies. We are seeing a general shift toward preventive care, along with a growing demand for accountable and coordinated care. Big data in health informatics can be used to predict outcome of diseases and epidemics, improve treatment and quality of life, and prevent premature deaths and disease development [].Big data also provide information about diseases and warning signs for treatment to be administered [1,2].This will help not only to prevent co-morbidities . As rehashed as it sounds, data in healthcare is paramount to extend au fait medical care and largely drives preventive healthcare on the whole. Learn about the challenges on your way to benefiting from medical big data, and how to set yourself up for success. Integration and legal challenges For example, in the US healthcare record digitization has been heavily subsidized by the federal and state governments. Keywords- Big data, Big Data analytics, Healthcare, Personalized medicine, Precision medicine, Cloud computing, Stream. The Need for More Trained Professionals. Algorithms trained on inaccurate, poor quality data will yield erroneous results, leading to inadequate care delivery. With the increasing adoption of data analytics, providers, health plans and accountable care organizations are quickly transitioning toward a coordinated, integrated and value-based care delivery ecosystem. First, healthcare institutions must invest in data collection, processing, and storage resources such as servers, communication networks, as well as hire or outsource skilled talents . Since 2007, Afia has been heavily subsidized by the federal and state governments medical for... 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