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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&amp;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,
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      .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,
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      .banner-solid,
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      .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;
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      .post .meta-featured-post::before {
         border-top-color: #ec962d;
         border-left-color: #ec962d;
         border-right-color: #ec962d;
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      .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;
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      .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;
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      .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">
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</html>";s:4:"text";s:38008:"Because of this, Gartner asserts that when Big Data is subjected to sophisticated advanced analytics capabilities, new risks become inherently associated with Big Data. Figure 31.1 Key Ethical Issues in Big Data and Public Health. <a href="http://www.peah.it/2019/04/6672/">Ethical Challenges In Big Data In The Developing World ...</a> From an ethical standpoint, this digital environment offers opportunities and challenges. Forthcoming in MIS Quarterly Executive. Is it written in … Users' information is tracked without permission and several immoral companies overly collect irrelevant personal Compared to traditional methods of healthcare, digital data has no geopolitical boundaries; hence clients can seek services or sell services across international and local borders. Healthcare is one of the largest industries impacted … ‘‘ Background’’ section provides a brief background on ‘Big Data’ as a concept. <a href="https://samiwurm.medium.com/data-science-ethics-case-studies-988cbbc6af84">Data</a> "Big data is particularly alarming for its ability to tailor advertising specifically at patients for demand-driven health services," says John Henning Schumann, MD, associate professor of medicine and director of the internal medicine residency program at the University of Oklahoma School of Community … Introduction. Issues of concern that will be addressed include the confidentiality, identity, authenticity, transparency, and privacy of data. Describe big issue and ethical, legal, and social issues surrounding the genomics data. Engagement methods that help to build and maintain trust, and ensure study’s activities are aligned with participant’s interests. <a href="https://www.sciencedirect.com/science/article/pii/S2452310017300264">Ethics and Big Data in health - ScienceDirect</a> Transaction transparency - If an individuals personal data is used, they should have transparent access to the algorithm design used to generate aggregate data sets. Vallor opened the discussion with an explanation of how big data is used and some of the ethical issues it raises. In fact, they predict that by 2018, 50% of business ethics violations will occur through improper use of Big Data analytics [5]. 2. Yet there is another perspective. <a href="https://cyber.harvard.edu/getinvolved/studygroups/datastorytelling_ethics">Ethics of Data | Berkman Klein Center</a> Ethical Issues with Big Data Social media platforms are widely used across the globe and provide an enormous amount of demographic, behavioral, and social data to public health researchers. <a href="https://publichealthcentral.wordpress.com/2019/07/16/ethical-issues-with-big-data/">Ethical Issues with Big Data – Public Health Central</a> The data could potentially be applied to consumer preferences. Our findings inform practitioners and policymakers concerned <a href="https://firstmonday.org/article/view/3993/3269/">big data</a> <a href="https://frenchbulldogsforsale.us/ethical+issues+in+the+big+data+industry+pdf">Ethical Issues</a> 43, No. Ethical Consideration when collecting data refers to a system of principles that can critically change pastconsiderations about choices and actions. Consider these 8 issues organizations should ponder when assessing their data use practices. As the internet’s precursor technologies were being refined, the directive against using it for profit was gradually … Remedies for the issues are proposed, with the goal of fostering a sustainable Big Data Industry. The existence of specific codes of conduct for analytics and big data provide empirical evidence that they are different than computing ethics 3. Here are some of the main ethical issues keeping the AI experts up at night. The Ethical Dilemma Posed by Data Mining. Governments are at the center of the data ethics debate in … (PDF) Ethical and unethical leadership issues, cases, and related to big data and humans. Incorrect data is that whose quality is questionable, has skewed biases, and consists of errors. This book highlights that the capacity for gathering, analysing, and utilising vast amounts of digital (user) data raise significant ethical issues. In part six of our Ethical Use of Data video series, Sheila Colclasure, covers the five simple rules of ethical data use. We present empirical findings from a Delphi study that identified, defined, and examined the key concepts that underlie ethical … Ethical decision-making frameworks assist in identifying the issues at stake in a particular setting and thinking through, in a methodical manner, the ethical issues that require consideration as well as the values that need to be considered and promoted. Download Free Ethical Issues In The Big Data Industry related to big data and humans. 2, 2015 Forthcoming 5 Pages Posted: 9 Dec 2014 Last revised: 23 Oct 2015 resolving the ethical issues arising from big data uses in health and research. set of ethical issues arises when we contem plate the possibility that some Ethical Issues in Social Networking - cariblogger.com Ethical Issues in International business 1. Keywords: Business ethics, big data, technology, corporate responsibility. Research ethics has traditionally been guided by well-established documents such as the Belmont Report and the Declaration of Helsinki. The ethical use of data. The capacity to collect and analyse data is growing exponentially. Big Data research can help overrepresented populations, while not providing gains to, and even possibly harming, underrepresented populations. Does the organisation send a privacy notice when personal data are collected? One that she underscores is “the impressive development of financial inclusion, key to propelling real improvements in access to financial services and helping people fully participate in economic life” and big data, which significantly improves the process of granting loans and … To date, research in this area has been limited. Dirk Hovorka, Associate Professor of Business Information Systems at The University of Sydney Business School, believes that data is collected not just by one company or organisation for one purpose. This session surfaced multiple dimensions of data and ethics, including ethics in collection and storage of data, ethics in analyzing and presenting data and ethics in communicating about data to the public. Maybe it was inevitable in hindsight, but the accumulation and monetization of human data is now an industry — a commodity — of its own. Recognize issues in accounting that have ethical implications. This site uses cookies to deliver website functionality and analytics. The ethical issues of Narrow AI, thus, involve human’s factors. Question 5.5: Identify the 5 most significant ethical issues/questions raised by this study. concepts that underlie ethical issues in big data analytics. It is not just the ethical imperative to pursue “the good” or the volume of Big Data, but its multivariate nature that inspires us to re-examine the “classical” socio-ethical issues surrounding the risks and benefits of data collection, access, and sharing and their impact on privacy and discrimination (i). Feel free to get in … 15 November, 2018 Megan Ray Nichols 3 Comments. By: Christina Stathopoulos ... Each arena of new technology has a downside, and data tech—the rapidly evolving world of big data, machine learning, and the like—is no exception. This Framework is subsequently applied in the papers published in this Special Issue. Read next: Top Big Data Tools & Software for 2021 Ethical use of big data in financial services. “A different . The ethical issue of consent arises because in big data analytics, very little may be known about intended future uses of data when it is collected. the ethical implications of Big Data was conducted to identify the issues of emerging importance for this novel form of data curation and analysis. Using such data results in incorrect conclusions about a phenomenon, resulting in decisions shaped by wrong information. Ethical Issues in Big Data Health Research Journal of Law, Medicine and Ethics, Vol. The Ethical Dilemma at the Heart of Big Tech Companies. Ethical Challenges in the Data World. Being a fair and ethical marketer is best not only for your consumer but also for your reputation as a brand. Unfortunately, the rapid pace of development in data science is not met with due understanding of the legal, ethical, and cultural issues associated with collection, storage, and studying these data.2,3 When it comes to studying medicine, there are well-established guidelines and organizations that govern this issue such as Ethical National Committee of BioEthics (NCBE) … At the same time, the introduction of Big Data methods, that is having a great impact in behavioral research, is raising complex ethical issues that make protection of research participants an increasingly difficult challenge. These issues arise from reselling consumers’ data to the secondary market for Big Data.  With the advent of Big Data (BD) in the social sciences, vast amounts of data (and the tools to analyze them) have become available faster than ethi- Ethical Issues in the Use of Big Data for Social Research Michael Weinhardt ∗ Abstract: »Ethische Fragen bei der Nutzung von Big Data in der Sozialfor-schung«. It does not come with its own perspective of either: what is correct or incorrect; nor: what is good or bad in using it. Although Big Data is viewed as a productive and predictive tool for analytics, the responsibility of Big Data is a huge load. Ethical Issues in Big Data Industry Question 1: Both correct and incorrect data have the potential to cause harm. Responsible businesses are encouraged to take the initiative and tackle the main issues they face when using Big Data, to maintain a consistent alignment between values and behaviour and to mitigate the risks. COMPAS and smart meters make use of large amounts of data, provide clear and distinct benefits, raise compelling ethical challenges, are discussed by numerous scholars and appeared to have the … From our perspective, we believe that any organizational conversation about big data ethics should relate to four basic principles that can lead to the establishment of big data norms: Privacy isn’t dead; it’s just another word for information rules. We then analyze those concepts using stakeholder theory and discourse ethics and suggest ways to balance interactions between individuals, organizations, and society in order to promote the ethical use of big data analytics. Referred to as 'Big Data', this scientific, social and technological trend has helped create destabilising amounts of information, which can challenge accepted social and ethical norms. There’s a temptation when it comes to big data to regard it as an infallible holy grail that provides us with the kind of insights that are impossible to glean in any other way. However, the application of big data in the airline industry also results in privacy and ethical issues. Figure 31.1 Key Ethical Issues in Big Data and Public Health. The robot revolution is gaining pace, but is it running in line with our values? Ethical Consideration when collecting data refers to a system of principles that can critically change pastconsiderations about choices and actions. "Ethics of Big Data" authors Kord Davis and Doug Patterson explore ownership, anonymization, privacy, and ways to evaluate and establish ethical data … • Read the article on Big Data and Ethics . unique ethical issues. The inner circle contains different features of big data, the middle sections refer to possible applications of big data in the field of public health, and the broadest circle lists key ethical issues arising from the use of big data in the public health sector. In the first part of the study an in-depth review of the available literature was carried out, to highlight ethical issues connected with Big Data. Case Study Five. 1. Ways to address this include Transparent, accountable and streamlined procedures. Current discussions of the ethical aspects of big data are shaped by concerns regarding the social consequences of both the widespread adoption of machine learning and the ways in which biases in data can be replicated and perpetuated. Ethical issues in big data. set of ethical issues arises when we contem plate the possibility that some Ethical Issues in International business 1. This article analyzes Big Data as an industry, not a technology, and identifies the ethical issues it faces. Questions for discussion accompany the essays and case studies. Emerging combinations of artificial intelligence, big data, and the applications these enable are receiving significant attention concerning privacy and other ethical issues. Big Data research poses a challenge to the ethical principal of achieving equity because its results can easily and inadvertently perpetuate disparities. When thinking about data privacy and security, the focus is typically on how to keep the bad guys from gaining unauthorized access to … The research question In this proposal, ethical and privacy concerns of large volumes of data will be researched on to detail. Recent regulation of data protection constitutes a good start, but a holistic view of data ethics covers more than just compliance. The first rule of ethical data-driven marketing is to know why you're collecting data—and make sure everyone around you knows too. 1. The Moral and Ethics Surrounding Big Data. Here are some of the main ethical issues keeping the AI experts up at night. Big Data Ethics: 8 Key Facts To Ponder There's a lot of gray area when it comes to the ethical collection, use, and analysis of data. Private doesn’t always mean secret. If your research entails higher-risk data processing, you must provide a detailed analysis of the ethics issues raised by your project methodology. unique ethical issues. False Advertising. A potential ethical issue can arise when the lawyer cannot do so. For example, if a lawyer markets himself to doctors as a medical malpractice law expert, yet he has not had any medical malpractice cases, he can be subjecting himself to future disciplinary action. We instead focus here on the ethical issues arising from the use of big data in international neuroscience collaborations. Frustrated with their limited access to data, some researchers have begun creating companies or products in order Big Data is so large, it’s raising privacy & ethical issues. Ever since I was a kid, I've been a huge Jurassic Park fan. The inner circle contains different features of big data, the middle sections refer to possible applications of big data in the field of public health, and the broadest circle lists key ethical issues arising from the use of big data in the public health sector. Big Data combines information from diverse sources to create knowledge, make better predictions and tailor services. Of course, that isn’t always the case, and I covered a recent study by academics at UC Berkeley saying just that. The threats and opportunities posed by Big Data represent issues that go beyond transparency or privacy. Big data was intended for analytical purposes. Ethical issues in big data. The Ethics of Biomedical Big Data Current big data practices are largely guided by deliberations concerning their efficiency, and optimisation. The ethical challenges of a data science practitioner. This article analyzes Big Data as an industry, not a technology, and identifies the ethical issues it faces. This site uses cookies to deliver website functionality and analytics. Remedies for the issues are proposed, … Not considering the human lives and interests behind the data: They created an algorithm that posed a threat to the individual’s whose pictures were used. impact assessments and profiling, tracking, surveillance, automated decision-making and big data). Benefits and ethical challenges. Ethical Issues in the Big Data Industry. Note: Ethical issues are even more important for startups and small businesses since their reputations are not as well-established as a big corporation might be. Five broad categories of data ethics. The realm of Big Data and its components are very vast and broad. The author has also included a general introduction to ethical issues and an overview of ethical theory; a section on institutionalizing ethics (discussing ethics The following three groups of principles can help board members, management, and those working in and with banks, insurers and investment management identify, prevent and resolve ethical tensions. Losing insight of that fact will lead to absolute chaos of the ethical foundations of our digital societies if any. Ethical issues around the world, History. Multinational corporations face many ethical issues around the world. These include sexual and racial discrimination, human rights, price discrimination, bribery, child labor, harmful products, pollution and the natural environment, telecommunication issues, intellectual property protection, and more. Close this message to accept cookies or find out how to manage your cookie settings. What that means is, if there’s a lawsuit over an ethical issue at your business, the process of defending yourself could do some serious damage. With such uncertainty, neither According to Ernst & Young (2), one the key root causes of data integrity issues is staff shortage combined with excessive workload that lead to inaccurate and incomplete documentation; the emphasis on quantity over quality forces workers to compromise on quality so that production targets and dispatch timelines can be met. Here are some of the main ethical issues keeping the AI experts up at night. Technology and big data is an ethical honeypot. These papers each address one of six domains where big data is currently employed: openness in big data and data repositories, precision medicine and big Big data analytics raises a number of ethical issues, especially as companies begin monetizing their data externally for purposes different … Despite the possibility to encrypt big data and the essentiality of doing so, this security measure is often ignored. However, its ethical implications for these stakeholders remain empirically underexplored and not well understood. Decisions made about the use, sharing, and re-use of big data are complex and laden with values. The stakeholders stood to gain nothing and lose a lot. Innovation & Technology Strategy. Ethical issues, confidentiality and informed consent. Examples might include research on the content of popular newspaper or television programmes; research based on data published in company reports; research based on data provided by a business in response to your letter asking for information and explaining how you will use it; etc. This article analyzes Big Data as an industry, not a technology, and identifies the ethical issues it faces. According to the industry reports, data from brokers and aggregators frequently have quality, bias and privacy issues [81, 103]. Describe privacy laws and FDA regulations pertaining to software. Skip to main content Accessibility help We use cookies to distinguish you from other users and to provide you with a better experience on our websites. And it should remain so. Big tech has changed the way we use data, and with e-commerce projected to grow, data ethics becomes a serious topic of conversation. February 17, 2015 by Nancy. Bookmark File PDF Ethical Issues In The Big Data Industry and a real-life case study. ETHICAL ISSUES IN THE BIG DATA INDUSTRY – IMPLICATIONS FOR INSURANCE Kirsten Martin, PhD George Washington University School of Business U.S. Department of Treasury Federal Insurance Office’s (FIO) Federal Advisory Committee on Insurance (FACI) August 17, 2017 Large neuroscience projects such as the US BRAIN Initiative, Japan Brain/MINDS, and the European Human Brain Project (HBP) harness the increasing capacity of technological infrastructure to address a wide … If you are making marketing decisions based on Big Data and you are unsure whether there are ethical issues regarding exclusion or discrimination, it is always best to err on the side of caution. Define the Value. Web analytics involves collecting, measuring, analyzing and reporting data retrieved from the Internet with the aim of understanding and optimizing usage of the web as noted by Peterson (2004, p.... With big companies spending huge amounts of resources to market their products, it is essential that they make good decisions on how to invest on their marketing endeavors and … The Council for Big Data, Ethics, and Society would like you to help us build a community of researchers and thinkers with a scholarly interest in the social, technical, legal, and ethical issues raised by the “big data” phenomenon. The robot revolution is gaining pace, but is it running in line with our values? Develop the abilities needed to deal with ethical conflicts or dilemmas. Big Data combines information from diverse sources to create knowledge, make better predictions and tailor services. “A different . Big Data combines information from diverse sources to create knowledge, make better predictions and tailor services. Module Objectives: At the completion of this component, the learner will be able to: Apply ethical principles to three categories of health informatics: healthcare, information and software. March 28, 2019. What are the ethical concerns ethical issues with data big data )? Compared to traditional methods of healthcare, digital data has no geopolitical boundaries; hence clients can seek services or sell services across international and local borders. Ethical issues raised by broad consent A key issue is governance How should decisions be made about who gets to use data and for what purposes? We heard about ethical issues faced by group members related to scientific research, journalism education, public policy-making and film. Develop “a sense of moral obligation” or responsibility. The paper is well-written, there are no issues in grammar or style as defined by the Chicago Manual of Style. While this big-data source provides an abundance of information, it does not come without ethical concerns. Big data analytics is a fast-evolving phenomenon shaped by interactions among individuals, organizations, and society. Given that risk affects the proper operation of financial institutions and markets – something we observed all too well in 2008 – the risks associated with big data seems to be undertheorized (Cockcroft 2018, p327). Ethics can be a tricky conversation. Professionalism and Ethical Issues in Big Data and Data Mining. Ethical Issues in Big Data Health Research - Volume 43 Issue 2. The advancement of neuroscience is of critical global importance, with immense potential benefits for society. Joseph Kukral , Op/Ed Editor. As technology tracks huge amounts of personal data, data ethics can be tricky, with very little covered by existing law. Organizations should openly discuss predicaments in … Case for Specific Big Data and Analytic Ethics (3 Primary Issues) 1. The Ethics of Big Data: Current and Foreseeable Issues in Biomedical Contexts. But ultimately, the key to ethical data collection is making sure that data isn’t accessible to bad actors. The ethical issues of Narrow AI, thus, involve human’s factors. These issues arise from reselling consumers' data to the secondary market for Big Data. Doing the right thing can be hard when it’s bad for business. Scientific research work, as all human activities, is governed by the individual, community, and social values. Data ethics is concerned with the following principles: Ownership - Individuals own their own data. Without a resolution to outstanding ethical issues on data storage, access and use by actors in a variety of different roles, advancements in computational social science may put the public at increased risk. Database administrators, data engineers, data scientists, and anyone connected in managing big data should have the power to speak in the ethical discussion related to how the data is being utilized. Some companies, such as Microsoft, IBM, and Google, have published their own AI ethical principles. The Ethical Issues Of Big Data In Marketing. These issues arise from reselling consumers’ data to the secondary market for Big Data. The paper shows the use of good quality research, from reputable sources (i.e., peer-reviewed articles, major magazines, major newspapers, research databases). They may also add to regulatory thinking and debate. Data Science presents one with the ability to find patterns in data and innovate new data products for the greater social good and is considered to be ethically- neutral. The range and complexity of potential ethical issues associated with big data analytics poses su bsta n- tial challenge for em pirical investigation. At a University of Sydney Business School event a panel of AI experts was asked about the ethics of AI and big data. Still, other companies can take a cue from Big Tech and educate workers — especially remote workers — on the importance of data security and vigilance. What ethical concerns are unique to researchers and, in the realm of “big data,” how do research practices interact with practices in other sectors (government, business, philanthropic, etc.)? We need a way to comprehensively understand these issues and find mechanisms of addressing them that involve stakeholders, including Big Data remains a fuzzy idea, emerging across …. T.J. Joseph Ethical Issues in International Business 2. Scientific research work, as all human activities, is governed by the individual, community, and social values. This study, carried out to support the activities of the EESC, explores the ethical dimensions of Big Data in an attempt to balance them with the need for economic growth within the EU. This paper … Ethical issues such as how we treat others, use information, engage with employees, manage resources, approach sustainability, and impact the world around us all affect how we view companies. Regulation will not always keep pace with rapid technological development, so a robust ethical approach that goes beyond direct compliance As technology continues to develop, companies are increasingly inclined to use it in sophisticated ways. Computing ethics are about the computing artifact, while big data and analytics are about the data and what is done with it 2. Although encryption is a well-known way of protecting sensitive information, it is further on our list of big data security issues. Sensitive data is generally stored in the cloud without any encrypted protection. Here are some of the main ethical issues keeping the AI experts up at night. Managing the ethical complexities of the age of big data. Summary. This article analyzes Big Data as an industry, not a technology, and identifies the ethical issues it faces. Given that risk affects the proper operation of financial institutions and markets – something we observed all too well in 2008 – the risks associated with big data seems to be undertheorized (Cockcroft 2018, p327). What can be a company’s best asset, can also be their worst nightmare. Data ethics stakeholder ecosystem. If you are planning to expand your knowledge in Big data analytics, our Executive MBA in Business Analytics and expertized faculties would be able to guide you. In this article, we will be exploring ethical issues in e-commerce and how our organizations can change the way we handle people’s data. This should comprise: an overview of all planned data collection and processing operations; The Benefits of Big Data in Healthcare.  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Keeping the AI experts up at night is often ignored making sure that data isn t! Issues it faces are aligned with participant ’ s interests of the ethics issues raised by study! Done with it 2 is gaining pace, but is it running in line our. Park fan we heard about ethical issues faced by group members related to scientific research work, as all activities... Realm of Big Tech companies Big data ethics is concerned with the following principles: -! Analytics, the Key to ethical data collection is making sure that isn. Do so the first rule of ethical data-driven marketing is to know why you 're Collecting data—and sure... Include the confidentiality, identity, authenticity, transparency, and social values principal achieving! 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