{"id":2297,"date":"2016-10-24T08:50:28","date_gmt":"2016-10-24T12:50:28","guid":{"rendered":"https:\/\/solutionsreview.com\/business-intelligence\/?p=2297"},"modified":"2016-10-24T09:42:15","modified_gmt":"2016-10-24T13:42:15","slug":"dark-data-101-theres-nothing-dark-about-it","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/business-intelligence\/dark-data-101-theres-nothing-dark-about-it\/","title":{"rendered":"Dark Data 101: There&#8217;s Nothing &#8220;Dark&#8221; About It"},"content":{"rendered":"<p style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2298\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP.jpg\" alt=\"Dark Data 101: There's Nothing &quot;Dark&quot; About It\" width=\"800\" height=\"350\" srcset=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP.jpg 800w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP-450x197.jpg 450w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP-768x336.jpg 768w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP-600x262.jpg 600w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP-180x79.jpg 180w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/oie_2121105oQBU6gBP-398x174.jpg 398w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p><em><strong>By Mads C. Brink Hansen<\/strong><\/em><\/p>\n<p style=\"text-align: justify\">With Halloween just around the corner, it\u2019s time for spooky things that go bump in the dark of night. But \u201cdark data\u201d shouldn\u2019t scare you. Sure, it may seem a little frightful to think about all the options we have when it comes to leveraging data these days, but there\u2019s no reason to be afraid. You just need the right tools and strategy to set your team up for success. Here\u2019s how to do just that:<\/p>\n<p style=\"text-align: justify\"><strong>Defining Dark Data<\/strong><\/p>\n<p style=\"text-align: justify\">To begin, what is dark data anyhow? In short, there are two options companies have when searching for more data to analyze: dig into external data or search for insights that are hidden within the data that already exists in your company. The latter is known as\u00a0dark data.<\/p>\n<p style=\"text-align: justify\">Here\u2019s a practical application of dark data: let\u2019s say you\u2019re a manufacturing company that is humming along with your business processes. You have a solid BI and analytics strategy in place that delivers the daily reports and analyses you need to measure, monitor and make decisions. But then something happens. A quality issue has suddenly put you at risk of losing a valuable customer. Your existing analysis flags the problem: one of your production lines is less effective than the others. But your analysis doesn\u2019t give you the information you need to figure out why.<\/p>\n<p style=\"text-align: justify\">It\u2019s easier to figure out how to harness the unused data you already have than diving into the world of big data; that\u2019s not to say harnessing internal data doesn\u2019t involve a little bit of trial and error and experimentation. This practice is called\u00a0\u201c<a href=\"https:\/\/www.targit.com\/en\/blog\/2015\/10\/improving-data-quality-with-sandbox-analytics\">sandbox analytics<\/a>\u201d\u00a0and it is designed to help bring dark data into the light.<\/p>\n<p style=\"text-align: justify\"><strong>Dark Data is Less Scary with Sandbox Analytics<\/strong><\/p>\n<p style=\"text-align: justify\">With sandbox analytics, a small group of BI users experiment with potentially useful data. Only if that data proves valuable is it distributed for greater use throughout the organization. The ability to play with big datasets and analyze them on top of what\u2019s already in the data warehouse encourages employees to think strategically without the need to pull in IT.<\/p>\n<p style=\"text-align: justify\">A\u00a0comprehensive <a href=\"https:\/\/solutionsreview.com\/business-intelligence\/data-discovery-is-the-new-black\/\" target=\"_blank\">data discovery tool<\/a>\u00a0will also allow users to leverage data that isn&#8217;t already available for analysis and lets users mash it up with the data used in current reports and analyses. Per the above manufacturing example, by comparing the time each employee on this particular production line clocks in and out each day \u2013 along with the data already used to analyze shift data across the company \u2014 users can see that these employees are alternating between day and evening shifts much more frequently than employees on other teams, hence resulting in the quality issue. There is an evident negative correlation between shift times, employee satisfaction and production quality. This previously dark data can be moved into an existing data model now or at a later time if so desired.<\/p>\n<p style=\"text-align: justify\">Having identified the problem, the company can now fix it and monitor the progress with BI. And, it is easier to monitor hours, shifts, and product quality across all teams. What\u2019s more, new best practices can be applied across all production teams. Shining light on the right dark data can elucidate more than you might originally think.<\/p>\n<p style=\"text-align: justify\"><strong>Dark Data and Your Analytics Strategy<\/strong><\/p>\n<p style=\"text-align: justify\">Per the above example, with the right tools, the process of uncovering internal dark data should require minimal hand-holding from the IT specialists within your company. With BI users empowered to create an experimental environment on their own with the right tools, there\u2019s even a potential for cost savings. Obviously, creating a full development cycle around what might be a bunk hypothesis is a waste of time and money. However, if a hunch doesn\u2019t prove to be useful in \u201csandbox mode,\u201d the hypothesis can be rejected and users can move on to the next hypothesis quickly, without the use of many resources.<\/p>\n<p style=\"text-align: justify\">Uncovering a little bit of dark data in a relatively short period of time adds tremendous value to the BI project as a whole. So, don\u2019t be afraid of dark data, even if it is \u201cHalloween season\u201d \u2013 it can actually end up bringing light to your business.<\/p>\n<p style=\"text-align: justify\"><div class=\"hr hr\"><\/div><\/p>\n<p style=\"text-align: justify\"><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-2299 alignleft\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/BLOG_MODUL_Mads_140_140px.jpg\" alt=\"Mads C. Brink Hansen\" width=\"84\" height=\"85\" srcset=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/BLOG_MODUL_Mads_140_140px.jpg 120w, https:\/\/solutionsreview.com\/business-intelligence\/files\/2016\/10\/BLOG_MODUL_Mads_140_140px-78x79.jpg 78w\" sizes=\"(max-width: 84px) 100vw, 84px\" \/>Mads C. Brink Hansen is a BI Project Manager at <a href=\"https:\/\/www.targit.com\/en\" target=\"_blank\">TARGIT<\/a>.<em><strong>\u00a0<\/strong><\/em>Throughout my many years of working in the BI world, I&#8217;ve been involved in a large array of BI project &#8212; from small to large, from self-service to centrally implemented BI. I&#8217;ve served as developer, architect, and project manager. In addition to being a BI practitioner, I am external lecturer in Business Analytics at Aarhus BSS, Aarhus University, focusing on bringing new developments into the field and proven practices into the classroom.<\/p>\n<p style=\"text-align: justify\"><div class=\"hr hr\"><\/div><\/p>\n<div class=\"widget-content\">\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a href=\"https:\/\/insightjam.com\"><img decoding=\"async\" title=\"Insight Jam Ad\" src=\"https:\/\/solutionsreview.com\/wp-content\/uploads\/2023\/11\/ij2.jpg\" alt=\"Insight Jam Ad\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>By Mads C. Brink Hansen With Halloween just around the corner, it\u2019s time for spooky things that go bump in the dark of night. But \u201cdark data\u201d shouldn\u2019t scare you. Sure, it may seem a little frightful to think about all the options we have when it comes to leveraging data these days, but there\u2019s [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":2298,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[4],"tags":[467,468,103],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dark Data 101: There&#039;s Nothing &quot;Dark&quot; About It | Solutions Review<\/title>\n<meta name=\"description\" content=\"With Halloween just around the corner, it\u2019s time for scary things that go bump in the dark of night. 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