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Analytics - Wikipedia.html
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Analytics - Wikipedia.html
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<!DOCTYPE html>
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<p><b>Review the full Wikimedia Movement Charter:</b><br>join the April conversations and prepare for the ratification vote in June.</p>
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<span class="vector-toc-numb">1</span>Analytics vs analysis</div>
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<span class="vector-toc-numb">2</span>Applications</div>
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<span class="vector-toc-numb">2.1</span>Marketing optimization</div>
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<span class="vector-toc-numb">2.2</span>People analytics</div>
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<span class="vector-toc-numb">2.3</span>Portfolio analytics</div>
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<span class="vector-toc-numb">2.4</span>Risk analytics</div>
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<span class="vector-toc-numb">2.5</span>Digital analytics</div>
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<span class="vector-toc-numb">2.6</span>Security analytics</div>
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<span class="vector-toc-numb">2.7</span>Software analytics</div>
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<span class="vector-toc-numb">3</span>Challenges</div>
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<span class="vector-toc-numb">3.1</span>Risks</div>
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<span class="vector-toc-numb">4</span>See also</div>
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<span class="vector-toc-numb">5</span>References</div>
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<span class="vector-toc-numb">6</span>External links</div>
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<h1 id="firstHeading" class="firstHeading mw-first-heading"><span class="mw-page-title-main">Analytics</span></h1>
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<li class="interlanguage-link interwiki-ar mw-list-item"><a href="https://ar.wikipedia.org/wiki/%D8%AA%D8%AD%D9%84%D9%8A%D9%84%D8%A7%D8%AA" title="تحليلات – Arabic" lang="ar" hreflang="ar" class="interlanguage-link-target"><span>العربية</span></a></li><li class="interlanguage-link interwiki-bn mw-list-item"><a href="https://bn.wikipedia.org/wiki/%E0%A6%AA%E0%A6%B0%E0%A6%BF%E0%A6%97%E0%A6%BE%E0%A6%A3%E0%A6%A8%E0%A6%BF%E0%A6%95_%E0%A6%AC%E0%A6%BF%E0%A6%B6%E0%A7%8D%E0%A6%B2%E0%A7%87%E0%A6%B7%E0%A6%A3" title="পরিগাণনিক বিশ্লেষণ – Bangla" lang="bn" hreflang="bn" class="interlanguage-link-target"><span>বাংলা</span></a></li><li class="interlanguage-link interwiki-de mw-list-item"><a href="https://de.wikipedia.org/wiki/Analytisches_Informationssystem" title="Analytisches Informationssystem – German" lang="de" hreflang="de" class="interlanguage-link-target"><span>Deutsch</span></a></li><li class="interlanguage-link interwiki-et mw-list-item"><a href="https://et.wikipedia.org/wiki/Andmeanal%C3%BC%C3%BCtika" title="Andmeanalüütika – Estonian" lang="et" hreflang="et" class="interlanguage-link-target"><span>Eesti</span></a></li><li class="interlanguage-link interwiki-fa mw-list-item"><a href="https://fa.wikipedia.org/wiki/%D8%AA%D8%AC%D8%B2%DB%8C%D9%87_%D9%88_%D8%AA%D8%AD%D9%84%DB%8C%D9%84" title="تجزیه و تحلیل – Persian" lang="fa" hreflang="fa" class="interlanguage-link-target"><span>فارسی</span></a></li><li class="interlanguage-link interwiki-fr badge-Q70893996 mw-list-item" title=""><a href="https://fr.wikipedia.org/wiki/Analytique_(recherche)" title="Analytique (recherche) – French" lang="fr" hreflang="fr" class="interlanguage-link-target"><span>Français</span></a></li><li class="interlanguage-link interwiki-ko mw-list-item"><a href="https://ko.wikipedia.org/wiki/%EC%95%A0%EB%84%90%EB%A6%AC%ED%8B%B1%EC%8A%A4" title="애널리틱스 – Korean" lang="ko" hreflang="ko" class="interlanguage-link-target"><span>한국어</span></a></li><li class="interlanguage-link interwiki-hr mw-list-item"><a href="https://hr.wikipedia.org/wiki/Analitika_podataka" title="Analitika podataka – Croatian" lang="hr" hreflang="hr" class="interlanguage-link-target"><span>Hrvatski</span></a></li><li class="interlanguage-link interwiki-id mw-list-item"><a href="https://id.wikipedia.org/wiki/Analitika" title="Analitika – Indonesian" lang="id" hreflang="id" class="interlanguage-link-target"><span>Bahasa Indonesia</span></a></li><li class="interlanguage-link interwiki-ky mw-list-item"><a href="https://ky.wikipedia.org/wiki/%D0%90%D0%BD%D0%B0%D0%BB%D0%B8%D1%82%D0%B8%D0%BA%D0%B0" title="Аналитика – Kyrgyz" lang="ky" hreflang="ky" class="interlanguage-link-target"><span>Кыргызча</span></a></li><li class="interlanguage-link interwiki-hu mw-list-item"><a href="https://hu.wikipedia.org/wiki/Analitika" title="Analitika – Hungarian" lang="hu" hreflang="hu" class="interlanguage-link-target"><span>Magyar</span></a></li><li class="interlanguage-link interwiki-ja mw-list-item"><a href="https://ja.wikipedia.org/wiki/%E8%A7%A3%E6%9E%90" title="解析 – Japanese" lang="ja" hreflang="ja" class="interlanguage-link-target"><span>日本語</span></a></li><li class="interlanguage-link interwiki-no mw-list-item"><a href="https://no.wikipedia.org/wiki/Analytikk" title="Analytikk – Norwegian Bokmål" lang="nb" hreflang="nb" class="interlanguage-link-target"><span>Norsk bokmål</span></a></li><li class="interlanguage-link interwiki-ru mw-list-item"><a href="https://ru.wikipedia.org/wiki/%D0%90%D0%BD%D0%B0%D0%BB%D0%B8%D1%82%D0%B8%D0%BA%D0%B0" title="Аналитика – Russian" lang="ru" hreflang="ru" class="interlanguage-link-target"><span>Русский</span></a></li><li class="interlanguage-link interwiki-simple mw-list-item"><a href="https://simple.wikipedia.org/wiki/Analytics" title="Analytics – Simple English" lang="en-simple" hreflang="en-simple" class="interlanguage-link-target"><span>Simple English</span></a></li><li class="interlanguage-link interwiki-tr mw-list-item"><a href="https://tr.wikipedia.org/wiki/Mant%C4%B1ksal_analiz" title="Mantıksal analiz – Turkish" lang="tr" hreflang="tr" class="interlanguage-link-target"><span>Türkçe</span></a></li><li class="interlanguage-link interwiki-uk mw-list-item"><a href="https://uk.wikipedia.org/wiki/%D0%90%D0%BD%D0%B0%D0%BB%D1%96%D1%82%D0%B8%D0%BA%D0%B0" title="Аналітика – Ukrainian" lang="uk" hreflang="uk" class="interlanguage-link-target"><span>Українська</span></a></li><li class="interlanguage-link interwiki-ur mw-list-item"><a href="https://ur.wikipedia.org/wiki/%D8%AA%D8%AC%D8%B2%DB%8C%D8%A7%D8%AA%DB%8C%D8%A7%D8%AA" title="تجزیاتیات – Urdu" lang="ur" hreflang="ur" class="interlanguage-link-target"><span>اردو</span></a></li><li class="interlanguage-link interwiki-vi mw-list-item"><a href="https://vi.wikipedia.org/wiki/Ph%C3%A2n_t%C3%ADch_t%C3%ADnh_to%C3%A1n" title="Phân tích tính toán – Vietnamese" lang="vi" hreflang="vi" class="interlanguage-link-target"><span>Tiếng Việt</span></a></li><li class="interlanguage-link interwiki-zh-yue mw-list-item"><a href="https://zh-yue.wikipedia.org/wiki/%E9%81%8B%E7%AE%97%E5%88%86%E6%9E%90" title="運算分析 – Cantonese" lang="yue" hreflang="yue" class="interlanguage-link-target"><span>粵語</span></a></li>
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<div id="mw-content-text" class="mw-body-content"><div class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="shortdescription nomobile noexcerpt noprint searchaux" style="display:none">Discovery, interpretation, and communication of meaningful patterns in data</div>
<style data-mw-deduplicate="TemplateStyles:r1033289096">.mw-parser-output .hatnote{font-style:italic}.mw-parser-output div.hatnote{padding-left:1.6em;margin-bottom:0.5em}.mw-parser-output .hatnote i{font-style:normal}.mw-parser-output .hatnote+link+.hatnote{margin-top:-0.5em}</style><div role="note" class="hatnote navigation-not-searchable">For other uses, see <a href="https://en.wikipedia.org/wiki/Analytics_(disambiguation)" class="mw-disambig" title="Analytics (disambiguation)">Analytics (disambiguation)</a>.</div>
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<link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1097763485"><table class="box-More_citations_needed plainlinks metadata ambox ambox-content ambox-Refimprove" role="presentation"><tbody><tr><td class="mbox-image"><div class="mbox-image-div"><span typeof="mw:File"><a href="https://en.wikipedia.org/wiki/File:Question_book-new.svg" class="mw-file-description"><img alt="" src="./Analytics - Wikipedia_files/Question_book-new.svg.png" decoding="async" width="50" height="39" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/75px-Question_book-new.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/9/99/Question_book-new.svg/100px-Question_book-new.svg.png 2x" data-file-width="512" data-file-height="399"></a></span></div></td><td class="mbox-text"><div class="mbox-text-span">This article <b>needs additional citations for <a href="https://en.wikipedia.org/wiki/Wikipedia:Verifiability" title="Wikipedia:Verifiability">verification</a></b>.<span class="hide-when-compact"> Please help <a href="https://en.wikipedia.org/wiki/Special:EditPage/Analytics" title="Special:EditPage/Analytics">improve this article</a> by <a href="https://en.wikipedia.org/wiki/Help:Referencing_for_beginners" title="Help:Referencing for beginners">adding citations to reliable sources</a>. Unsourced material may be challenged and removed.<br><small><span class="plainlinks"><i>Find sources:</i> <a rel="nofollow" class="external text" href="https://www.google.com/search?as_eq=wikipedia&q=%22Analytics%22">"Analytics"</a> – <a rel="nofollow" class="external text" href="https://www.google.com/search?tbm=nws&q=%22Analytics%22+-wikipedia&tbs=ar:1">news</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.google.com/search?&q=%22Analytics%22&tbs=bkt:s&tbm=bks">newspapers</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.google.com/search?tbs=bks:1&q=%22Analytics%22+-wikipedia">books</a> <b>·</b> <a rel="nofollow" class="external text" href="https://scholar.google.com/scholar?q=%22Analytics%22">scholar</a> <b>·</b> <a rel="nofollow" class="external text" href="https://www.jstor.org/action/doBasicSearch?Query=%22Analytics%22&acc=on&wc=on">JSTOR</a></span></small></span> <span class="date-container"><i>(<span class="date">December 2021</span>)</i></span><span class="hide-when-compact"><i> (<small><a href="https://en.wikipedia.org/wiki/Help:Maintenance_template_removal" title="Help:Maintenance template removal">Learn how and when to remove this template message</a></small>)</i></span></div></td></tr></tbody></table>
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<figure class="mw-default-size mw-halign-right" typeof="mw:File/Thumb"><a href="https://en.wikipedia.org/wiki/File:English_Wikipedia%27s_traffic_by_browser_family.png" class="mw-file-description"><img src="./Analytics - Wikipedia_files/English_Wikipedia's_traffic_by_browser_family.png" decoding="async" width="220" height="115" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/8/8c/English_Wikipedia%27s_traffic_by_browser_family.png/330px-English_Wikipedia%27s_traffic_by_browser_family.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/8/8c/English_Wikipedia%27s_traffic_by_browser_family.png/440px-English_Wikipedia%27s_traffic_by_browser_family.png 2x" data-file-width="1730" data-file-height="908"></a><figcaption>Traffic analysis of Wikipedia</figcaption></figure>
<p><b>Analytics</b> is the systematic computational analysis of data or <a href="https://en.wikipedia.org/wiki/Statistics" title="Statistics">statistics</a>.<sup id="cite_ref-1" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-1">[1]</a></sup> It is used for the discovery, interpretation, and communication of meaningful patterns in <a href="https://en.wikipedia.org/wiki/Data" title="Data">data</a>. It also entails applying data patterns toward effective decision-making. It can be valuable in areas rich with recorded information; analytics relies on the simultaneous application of <a href="https://en.wikipedia.org/wiki/Statistics" title="Statistics">statistics</a>, <a href="https://en.wikipedia.org/wiki/Computer_programming" title="Computer programming">computer programming</a>, and <a href="https://en.wikipedia.org/wiki/Operations_research" title="Operations research">operations research</a> to quantify performance.
</p><p>Organizations may apply analytics to business data to describe, predict, and improve business performance. Specifically, areas within analytics include descriptive analytics, diagnostic analytics, <a href="https://en.wikipedia.org/wiki/Predictive_analytics" title="Predictive analytics">predictive analytics</a>, <a href="https://en.wikipedia.org/wiki/Prescriptive_analytics" title="Prescriptive analytics">prescriptive analytics</a>, and cognitive analytics.<sup id="cite_ref-2" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-2">[2]</a></sup> Analytics may apply to a variety of fields such as <a href="https://en.wikipedia.org/wiki/Marketing" title="Marketing">marketing</a>, <a href="https://en.wikipedia.org/wiki/Management" title="Management">management</a>, <a href="https://en.wikipedia.org/wiki/Finance" title="Finance">finance</a>, online systems, <a href="https://en.wikipedia.org/wiki/Information_security" title="Information security">information security</a>, and software services. Since analytics can require extensive computation (see <a href="https://en.wikipedia.org/wiki/Big_data" title="Big data">big data</a>), the algorithms and software used for analytics harness the most current methods in computer science, statistics, and mathematics.<sup id="cite_ref-3" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-3">[3]</a></sup> According to <a href="https://en.wikipedia.org/wiki/International_Data_Corporation" class="mw-redirect" title="International Data Corporation">International Data Corporation</a>, global spending on big data and business analytics (BDA) solutions is estimated to reach $215.7 billion in 2021.<sup id="cite_ref-4" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-4">[4]</a></sup><sup id="cite_ref-5" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-5">[5]</a></sup> As per <a href="https://en.wikipedia.org/wiki/Gartner" title="Gartner">Gartner</a>, the overall analytic platforms software market grew by $25.5 billion in 2020.<sup id="cite_ref-6" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-6">[6]</a></sup>
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<h2><span class="mw-headline" id="Analytics_vs_analysis">Analytics vs analysis</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=1" title="Edit section's source code: Analytics vs analysis"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h2>
<link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1097763485"><table class="box-Confusing plainlinks metadata ambox ambox-style ambox-confusing" role="presentation"><tbody><tr><td class="mbox-image"><div class="mbox-image-div"><span typeof="mw:File"><span><img alt="" src="./Analytics - Wikipedia_files/Edit-clear.svg.png" decoding="async" width="40" height="40" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/f/f2/Edit-clear.svg/60px-Edit-clear.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/f/f2/Edit-clear.svg/80px-Edit-clear.svg.png 2x" data-file-width="48" data-file-height="48"></span></span></div></td><td class="mbox-text"><div class="mbox-text-span">This section <b>may be <a href="https://en.wikipedia.org/wiki/Wikipedia:Vagueness" title="Wikipedia:Vagueness">confusing or unclear</a> to readers</b>. In particular, it is still not clear what the difference between analytics and analysis is.<span class="hide-when-compact"> Please help <a href="https://en.wikipedia.org/wiki/Wikipedia:Please_clarify" title="Wikipedia:Please clarify">clarify the section</a>. There might be a discussion about this on <a href="https://en.wikipedia.org/wiki/Talk:Analytics" title="Talk:Analytics">the talk page</a>.</span> <span class="date-container"><i>(<span class="date">March 2018</span>)</i></span><span class="hide-when-compact"><i> (<small><a href="https://en.wikipedia.org/wiki/Help:Maintenance_template_removal" title="Help:Maintenance template removal">Learn how and when to remove this template message</a></small>)</i></span></div></td></tr></tbody></table><p><a href="https://en.wikipedia.org/wiki/Data_analysis" title="Data analysis">Data analysis</a> focuses on the process of examining past data through business understanding, data understanding, data preparation, modeling and evaluation, and deployment.<sup id="cite_ref-:0_7-0" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:0-7">[7]</a></sup> It is a subset of data analytics, which takes multiple data analysis processes to focus on why an event happened and what may happen in the future based on the previous data.<sup id="cite_ref-8" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-8">[8]</a></sup><sup class="noprint Inline-Template" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Reliable_sources" title="Wikipedia:Reliable sources"><span title="The material near this tag may rely on an unreliable source. (January 2022)">unreliable source?</span></a></i>]</sup> Data analytics is used to formulate larger organizational decisions. <sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (January 2022)">citation needed</span></a></i>]</sup>
</p><p>Data analytics is a <a href="https://en.wikipedia.org/wiki/Academic_discipline" title="Academic discipline">multidisciplinary</a> field. There is extensive use of computer skills, mathematics, statistics, the use of descriptive techniques and predictive models to gain valuable knowledge from data through analytics.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (September 2023)">citation needed</span></a></i>]</sup> There is increasing use of the term <i>advanced analytics</i>, typically used to describe the technical aspects of analytics, especially in the emerging fields such as the use of <a href="https://en.wikipedia.org/wiki/Machine_learning" title="Machine learning">machine learning</a> techniques like <a href="https://en.wikipedia.org/wiki/Artificial_neural_network" class="mw-redirect" title="Artificial neural network">neural networks</a>, decision trees, logistic regression, linear to multiple <a href="https://en.wikipedia.org/wiki/Regression_analysis" title="Regression analysis">regression analysis</a>, and classification to do <a href="https://en.wikipedia.org/wiki/Predictive_modeling" class="mw-redirect" title="Predictive modeling">predictive modeling</a>.<sup id="cite_ref-forbes2_9-0" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-forbes2-9">[9]</a></sup><sup id="cite_ref-:0_7-1" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:0-7">[7]</a></sup> It also includes <a href="https://en.wikipedia.org/wiki/Unsupervised_learning" title="Unsupervised learning">unsupervised machine learning techniques</a> like <a href="https://en.wikipedia.org/wiki/Cluster_analysis" title="Cluster analysis">cluster analysis</a>, <a href="https://en.wikipedia.org/wiki/Principal_component_analysis" title="Principal component analysis">Principal Component Analysis</a>, segmentation profile analysis and association analysis.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (August 2023)">citation needed</span></a></i>]</sup>
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<h2><span class="mw-headline" id="Applications">Applications</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=2" title="Edit section's source code: Applications"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h2>
<h3><span class="mw-headline" id="Marketing_optimization">Marketing optimization</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=3" title="Edit section's source code: Marketing optimization"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>Marketing organizations use analytics to determine the outcomes of campaigns or efforts, and to guide decisions for investment and consumer targeting. Demographic studies, customer segmentation, conjoint analysis and other techniques allow marketers to use large amounts of consumer purchase, survey and panel data to understand and communicate marketing strategy.<sup id="cite_ref-:1_10-0" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:1-10">[10]</a></sup>
</p><p>Marketing analytics consists of both qualitative and quantitative, structured and unstructured data used to drive strategic decisions about brand and revenue outcomes. The process involves predictive modelling, marketing experimentation, automation and real-time sales communications. The data enables companies to make predictions and alter strategic execution to maximize performance results.<sup id="cite_ref-:1_10-1" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:1-10">[10]</a></sup>
</p><p><a href="https://en.wikipedia.org/wiki/Web_analytics" title="Web analytics">Web analytics</a> allows marketers to collect session-level information about interactions on a website using an operation called <a href="https://en.wikipedia.org/wiki/Sessionization" class="mw-redirect" title="Sessionization">sessionization</a>. <a href="https://en.wikipedia.org/wiki/Google_Analytics" title="Google Analytics">Google Analytics</a> is an example of a popular free analytics tool that marketers use for this purpose.<sup id="cite_ref-11" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-11">[11]</a></sup> Those interactions provide <a href="https://en.wikipedia.org/wiki/Web_analytics" title="Web analytics">web analytics</a> information systems with the information necessary to track the referrer, search keywords, identify the IP address,<sup id="cite_ref-12" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-12">[12]</a></sup> and track the activities of the visitor. With this information, a marketer can improve marketing campaigns, website creative content, and information architecture.<sup id="cite_ref-13" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-13">[13]</a></sup>
</p><p>Analysis techniques frequently used in marketing include marketing mix modeling, pricing and promotion analyses, sales force optimization and customer analytics e.g.: segmentation. Web analytics and optimization of websites and online campaigns now frequently work hand in hand with the more traditional marketing analysis techniques. A focus on digital media has slightly changed the vocabulary so that <i>marketing mix modeling</i> is commonly referred to as <i>attribution modeling</i> in the digital or <a href="https://en.wikipedia.org/wiki/Marketing_mix_modeling" title="Marketing mix modeling">marketing mix modeling</a> context.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (January 2022)">citation needed</span></a></i>]</sup>
</p><p>These tools and techniques support both strategic marketing decisions (such as how much overall to spend on marketing, how to allocate budgets across a portfolio of brands and the marketing mix) and more tactical campaign support, in terms of targeting the best potential customer with the optimal message in the most cost-effective medium at the ideal time.
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<h3><span class="mw-headline" id="People_analytics">People analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=4" title="Edit section's source code: People analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>People analytics uses behavioral data to understand how people work and change how companies are managed.<sup id="cite_ref-14" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-14">[14]</a></sup>
</p><p>People analytics is also known as workforce analytics, HR analytics, talent analytics, people insights, talent insights, colleague insights, human capital analytics, and HRIS analytics. HR analytics is the application of analytics to help companies manage <a href="https://en.wikipedia.org/wiki/Human_resources" title="Human resources">human resources</a>.<sup id="cite_ref-15" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-15">[15]</a></sup> Additionally, HR analytics has become a strategic tool in analyzing and forecasting Human related trends in the changing labor markets, using Career Analytics tools.<sup id="cite_ref-16" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-16">[16]</a></sup> The aim is to discern which employees to hire, which to reward or promote, what responsibilities to assign, and similar human resource problems.<sup id="cite_ref-17" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-17">[17]</a></sup>
For example, inspection of the strategic phenomenon of employee turnover utilizing People Analytics Tools may serve as an important analysis at times of disruption.
<sup id="cite_ref-18" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-18">[18]</a></sup>
It has been suggested that People Analytics is a separate discipline to HR analytics, representing a greater focus on business issues rather than administrative processes,<sup id="cite_ref-19" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-19">[19]</a></sup> and that People Analytics may not really belong within Human Resources in organizations.<sup id="cite_ref-20" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-20">[20]</a></sup> However, experts disagree on this, with many arguing that Human Resources will need to develop People Analytics as a key part of a more capable and strategic business function in the changing world of work brought on by automation.<sup id="cite_ref-21" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-21">[21]</a></sup> Instead of moving People Analytics outside HR, some experts argue that it belongs in HR, albeit enabled by a new breed of HR professional who is more data-driven and business savvy.<sup id="cite_ref-22" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-22">[22]</a></sup>
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<h3><span class="mw-headline" id="Portfolio_analytics">Portfolio analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=5" title="Edit section's source code: Portfolio analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>A common application of business analytics is <a href="https://en.wikipedia.org/wiki/Portfolio_analysis" class="mw-redirect" title="Portfolio analysis">portfolio analysis</a>. In this, a <a href="https://en.wikipedia.org/wiki/Bank" title="Bank">bank</a> or lending agency has a collection of accounts of varying <a href="https://en.wikipedia.org/wiki/Value_(economics)" title="Value (economics)">value</a> and <a href="https://en.wikipedia.org/wiki/Risk" title="Risk">risk</a>. The accounts may differ by the social status (wealthy, middle-class, poor, etc.) of the holder, the geographical location, its net value, and many other factors. The lender must balance the return on the <a href="https://en.wikipedia.org/wiki/Loan" title="Loan">loan</a> with the risk of default for each loan. The question is then how to evaluate the portfolio as a whole.<sup id="cite_ref-23" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-23">[23]</a></sup>
</p><p>The least risk loan may be to the very wealthy, but there are a very limited number of wealthy people. On the other hand, there are many poor that can be lent to, but at greater risk. Some balance must be struck that maximizes return and minimizes risk. The analytics solution may combine <a href="https://en.wikipedia.org/wiki/Time_series" title="Time series">time series</a> analysis with many other issues in order to make decisions on when to lend money to these different borrower segments, or decisions on the interest rate charged to members of a portfolio segment to cover any losses among members in that segment.<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (January 2022)">citation needed</span></a></i>]</sup>
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<h3><span class="mw-headline" id="Risk_analytics">Risk analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=6" title="Edit section's source code: Risk analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>Predictive models in the banking industry are developed to bring certainty across the risk scores for individual customers. <a href="https://en.wikipedia.org/wiki/Credit_score" title="Credit score">Credit scores</a> are built to predict an individual's delinquency behavior and are widely used to evaluate the credit worthiness of each applicant.<sup id="cite_ref-24" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-24">[24]</a></sup> Furthermore, risk analyses are carried out in the scientific world<sup id="cite_ref-25" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-25">[25]</a></sup> and the insurance industry.<sup id="cite_ref-26" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-26">[26]</a></sup> It is also extensively used in financial institutions like <a href="https://en.wikipedia.org/wiki/Online_payment" class="mw-redirect" title="Online payment">online payment</a> gateway companies to analyse if a transaction was genuine or fraud.<sup id="cite_ref-27" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-27">[27]</a></sup> For this purpose, they use the transaction history of the customer. This is more commonly used in Credit Card purchases, when there is a sudden spike in the customer transaction volume the customer gets a call of confirmation if the transaction was initiated by him/her. This helps in reducing loss due to such circumstances.<sup id="cite_ref-28" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-28">[28]</a></sup>
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<h3><span class="mw-headline" id="Digital_analytics">Digital analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=7" title="Edit section's source code: Digital analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>Digital analytics is a set of business and technical activities that define, create, collect, verify or transform digital data into reporting, research, analyses, recommendations, optimizations, predictions, and automation.<sup id="cite_ref-29" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-29">[29]</a></sup> This also includes the SEO (<a href="https://en.wikipedia.org/wiki/Search_engine_optimization" title="Search engine optimization">search engine optimization</a>) where the keyword search is tracked and that data is used for marketing purposes.<sup id="cite_ref-30" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-30">[30]</a></sup> Even banner ads and clicks come under digital analytics.<sup id="cite_ref-31" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-31">[31]</a></sup> A growing number of brands and marketing firms rely on digital analytics for their <a href="https://en.wikipedia.org/wiki/Digital_marketing" title="Digital marketing">digital marketing</a> assignments, where MROI (Marketing Return on Investment) is an important <a href="https://en.wikipedia.org/wiki/Performance_indicator" title="Performance indicator">key performance indicator</a> (KPI).<sup class="noprint Inline-Template Template-Fact" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:Citation_needed" title="Wikipedia:Citation needed"><span title="This claim needs references to reliable sources. (January 2022)">citation needed</span></a></i>]</sup>
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<h3><span class="mw-headline" id="Security_analytics">Security analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=8" title="Edit section's source code: Security analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>Security analytics refers to information technology (IT) to gather security events to understand and analyze events that pose the greatest security risks.<sup id="cite_ref-32" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-32">[32]</a></sup><sup id="cite_ref-33" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-33">[33]</a></sup> Products in this area include <a href="https://en.wikipedia.org/wiki/Security_information_and_event_management" title="Security information and event management">security information and event management</a> and user behavior analytics.
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<h3><span class="mw-headline" id="Software_analytics">Software analytics</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=9" title="Edit section's source code: Software analytics"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1033289096"><div role="note" class="hatnote navigation-not-searchable">Main article: <a href="https://en.wikipedia.org/wiki/Software_analytics" title="Software analytics">Software analytics</a></div>
<p>Software analytics is the process of collecting information about the way a piece of <a href="https://en.wikipedia.org/wiki/Software" title="Software">software</a> is used and produced.<sup id="cite_ref-34" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-34">[34]</a></sup>
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<h2><span class="mw-headline" id="Challenges">Challenges</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=10" title="Edit section's source code: Challenges"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h2>
<p>In the industry of commercial analytics software, an emphasis has emerged on solving the challenges of analyzing massive, complex data sets, often when such data is in a constant state of change. Such data sets are commonly referred to as <a href="https://en.wikipedia.org/wiki/Big_data" title="Big data">big data</a>.<sup id="cite_ref-:2_35-0" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:2-35">[35]</a></sup> Whereas once the problems posed by big data were only found in the scientific community, today big data is a problem for many businesses that operate transactional systems online and, as a result, amass large volumes of data quickly.<sup id="cite_ref-36" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-36">[36]</a></sup><sup id="cite_ref-:2_35-1" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-:2-35">[35]</a></sup>
</p><p>The analysis of <a href="https://en.wikipedia.org/wiki/Unstructured_data" title="Unstructured data">unstructured data</a> types is another challenge getting attention in the industry. Unstructured data differs from <a href="https://en.wikipedia.org/wiki/Structured_data" class="mw-redirect" title="Structured data">structured data</a> in that its format varies widely and cannot be stored in traditional relational databases without significant effort at data transformation.<sup id="cite_ref-37" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-37">[37]</a></sup> Sources of unstructured data, such as email, the contents of word processor documents, PDFs, geospatial data, etc., are rapidly becoming a relevant source of <a href="https://en.wikipedia.org/wiki/Business_intelligence" title="Business intelligence">business intelligence</a> for businesses, governments and universities.<sup id="cite_ref-38" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-38">[38]</a></sup><sup id="cite_ref-39" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-39">[39]</a></sup> For example, in Britain the discovery that one company was illegally selling fraudulent doctor's notes in order to assist people in defrauding employers and insurance companies<sup id="cite_ref-40" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-40">[40]</a></sup> is an opportunity for insurance firms to increase the vigilance of their unstructured <a href="https://en.wikipedia.org/wiki/Data_analysis" title="Data analysis">data analysis</a>.<sup id="cite_ref-41" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-41">[41]</a></sup><sup class="noprint Inline-Template" style="white-space:nowrap;">[<i><a href="https://en.wikipedia.org/wiki/Wikipedia:No_original_research" title="Wikipedia:No original research"><span title="The material near this tag possibly contains original research. (January 2022)">original research?</span></a></i>]</sup>
</p><p>These challenges are the current inspiration for much of the innovation in modern analytics information systems, giving birth to relatively new machine analysis concepts such as <a href="https://en.wikipedia.org/wiki/Complex_event_processing" title="Complex event processing">complex event processing</a>,<sup id="cite_ref-42" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-42">[42]</a></sup> full text search and analysis, and even new ideas in presentation. One such innovation is the introduction of grid-like architecture in machine analysis, allowing increases in the speed of <a href="https://en.wikipedia.org/wiki/Massively_parallel" title="Massively parallel">massively parallel</a> processing by distributing the workload to many computers all with equal access to the complete data set.<sup id="cite_ref-43" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-43">[43]</a></sup>
</p><p>Analytics is increasingly used in <a href="https://en.wikipedia.org/wiki/Education" title="Education">education</a>, particularly at the district and government office levels. However, the complexity of student performance measures presents challenges when educators try to understand and use analytics to discern patterns in student performance, predict graduation likelihood, improve chances of student success, etc.<sup id="cite_ref-44" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-44">[44]</a></sup> For example, in a study involving districts known for strong data use, 48% of teachers had difficulty posing questions prompted by data, 36% did not comprehend given data, and 52% incorrectly interpreted data.<sup id="cite_ref-45" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-45">[45]</a></sup> To combat this, some analytics tools for educators adhere to an <a href="https://en.wikipedia.org/wiki/Over-the-counter_data" title="Over-the-counter data">over-the-counter data</a> format (embedding labels, supplemental documentation, and a help system, and making key package/display and content decisions) to improve educators' understanding and use of the analytics being displayed.<sup id="cite_ref-46" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-46">[46]</a></sup>
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<h3><span class="mw-headline" id="Risks">Risks</span><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="https://en.wikipedia.org/w/index.php?title=Analytics&action=edit&section=11" title="Edit section's source code: Risks"><span>edit source</span></a><span class="mw-editsection-bracket">]</span></span></h3>
<p>Risks for the general population include <a href="https://en.wikipedia.org/wiki/Discrimination" title="Discrimination">discrimination</a> on the basis of characteristics such as gender, skin colour, ethnic origin or political opinions, through mechanisms such as <a href="https://en.wikipedia.org/wiki/Price_discrimination" title="Price discrimination">price discrimination</a> or <a href="https://en.wikipedia.org/wiki/Statistical_discrimination_(economics)" title="Statistical discrimination (economics)">statistical discrimination</a>.<sup id="cite_ref-47" class="reference"><a href="https://en.wikipedia.org/wiki/Analytics#cite_note-47">[47]</a></sup>