{"id":12239,"date":"2023-06-09T07:00:00","date_gmt":"2023-06-09T15:00:00","guid":{"rendered":"https:\/\/formtek.com\/blog\/?p=12239"},"modified":"2022-08-25T11:45:56","modified_gmt":"2022-08-25T19:45:56","slug":"data-quality-the-cost-of-bad-data","status":"publish","type":"post","link":"https:\/\/formtek.com\/blog\/data-quality-the-cost-of-bad-data\/","title":{"rendered":"Data Quality: The Cost of Bad Data"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">It&#8217;s too easy to get data wrong.  Bad data is a costly problem.  Poor data quality (DQ) can lead to bad outcomes and dire consequences for businesses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Analysts are in agreement that poor data costs companies a lot.  <a href=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\" data-type=\"URL\" data-id=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\">A study by IBM<\/a> found that US businesses lost $3.1 trillion annually because of bad data quality.  <a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\" data-type=\"URL\" data-id=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\">Gartner estimated<\/a> an average annual cost of $12.9 million for poor data quality.  <a href=\"https:\/\/www.itbusinessedge.com\/database\/what-does-bad-data-cost\/\" data-type=\"URL\" data-id=\"https:\/\/www.itbusinessedge.com\/database\/what-does-bad-data-cost\/\">Ovum estimates<\/a> that the cost could be as high as 30 percent of the revenue for a business.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Why are data errors expensive?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.gartner.com\/analyst\/62722\">Melody Chien<\/a>, Senior Director Analyst at Gartner, <a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\" data-type=\"URL\" data-id=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\">said that<\/a> \u201cdata quality is directly linked to the quality of decision making. Good quality data provides better leads, a better understanding of customers, and better customer relationships. Data quality is a competitive advantage that D&amp;A leaders need to improve upon continuously.&#8221;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-8.png\"><img loading=\"lazy\" decoding=\"async\" width=\"678\" height=\"304\" src=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-8.png\" alt=\"\" class=\"wp-image-12241\" srcset=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-8.png 678w, https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-8-300x135.png 300w\" sizes=\"auto, (max-width: 678px) 100vw, 678px\" \/><\/a><figcaption><a href=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\" data-type=\"URL\" data-id=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\">Thomas Redman, HBR: Bad Data Costs the US $3 Trillion Per Year<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Correcting data errors is expensive. Thomas Redman in an HBR article <a href=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\" data-type=\"URL\" data-id=\"https:\/\/hbr.org\/2016\/09\/bad-data-costs-the-u-s-3-trillion-per-year\">calls the correction process a <\/a>&#8220;hidden data factory.&#8221;  For example, <a href=\"https:\/\/www.melissa.com\/resources\/whitepapers\/pdf\/1-10-100-rule-whitepaper.pdf\" data-type=\"URL\" data-id=\"https:\/\/www.melissa.com\/resources\/whitepapers\/pdf\/1-10-100-rule-whitepaper.pdf\">a study by Melissa <\/a>estimates that 20 percent of contact information collected by companies is not correct. Fixing contact information early on follows a 1-10-100 rule, according to Melissa. Data can be checked on a first pass by comparing it to a database &#8212; that costs about $1 per record. An additional $10 is needed to fix records that weren&#8217;t found in the first correction pass, and $100 is the cost attributed to misplaced shipments, returned mail, and lost opportunities due to incorrect data.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-7.png\"><img loading=\"lazy\" decoding=\"async\" width=\"822\" height=\"748\" src=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-7.png\" alt=\"\" class=\"wp-image-12240\" srcset=\"https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-7.png 822w, https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-7-300x273.png 300w, https:\/\/formtek.com\/blog\/wp-content\/uploads\/2022\/08\/image-7-768x699.png 768w\" sizes=\"auto, (max-width: 822px) 100vw, 822px\" \/><\/a><figcaption><a href=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\" data-type=\"URL\" data-id=\"https:\/\/www.gartner.com\/smarterwithgartner\/how-to-improve-your-data-quality\">From Gartner: 12 Actions to Improve Your Data Quality<\/a><\/figcaption><\/figure>\n<\/div><div class=\"lightsocial_container\"><div class=\"lightsocial_element\"><a class=\"lightsocial_a\" href=\"http:\/\/digg.com\/submit?url=https%3A%2F%2Fformtek.com%2Fblog%2Fdata-quality-the-cost-of-bad-data%2F&amp;title=\" target=\"_blank\"><img decoding=\"async\" class=\"lightsocial_img\" src=\"https:\/\/formtek.com\/blog\/wp-content\/plugins\/light-social\/digg.png\" alt=\"Digg This\" title=\"Digg This\" \/><\/a><\/div><div class=\"lightsocial_element\"><a class=\"lightsocial_a\" href=\"http:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fformtek.com%2Fblog%2Fdata-quality-the-cost-of-bad-data%2F&amp;title=\" target=\"_blank\"><img decoding=\"async\" class=\"lightsocial_img\" src=\"https:\/\/formtek.com\/blog\/wp-content\/plugins\/light-social\/reddit.png\" alt=\"Reddit This\" title=\"Reddit 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Google Reader)\" title=\"Google Buzz (aka. Google Reader)\" \/><\/a><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>It&#8217;s too easy to get data wrong. Bad data is a costly problem. Poor data quality (DQ) can lead to bad outcomes and dire consequences for businesses. Analysts are in agreement that poor data costs companies a lot. A study<span class=\"ellipsis\">&hellip;<\/span><\/p>\n<div class=\"read-more\"><a href=\"https:\/\/formtek.com\/blog\/data-quality-the-cost-of-bad-data\/\">Read more &#8250;<\/a><\/div>\n<p><!-- end of .read-more --><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41],"tags":[],"class_list":["post-12239","post","type-post","status-publish","format-standard","hentry","category-data-management"],"_links":{"self":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/12239","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/comments?post=12239"}],"version-history":[{"count":2,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/12239\/revisions"}],"predecessor-version":[{"id":12244,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/12239\/revisions\/12244"}],"wp:attachment":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/media?parent=12239"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/categories?post=12239"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/tags?post=12239"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}