{"id":49394,"date":"2008-09-22T04:48:04","date_gmt":"2008-09-22T01:48:04","guid":{"rendered":"https:\/\/www.altoros.com\/blog\/?p=49394"},"modified":"2021-08-31T22:39:25","modified_gmt":"2021-08-31T19:39:25","slug":"accelerating-business-intelligence-with-data-integration-and-data-quality","status":"publish","type":"post","link":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/","title":{"rendered":"Corporate Analysis and Business Intelligence Lack Data Quality"},"content":{"rendered":"<p><center><small>(<a href=\"http:\/\/hosteddocs.ittoolbox.com\/soa_us_en_wp_statedimarket.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">Featured image credit<\/a>)<\/small><\/center><\/p>\n<p>&nbsp;<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#What_do_companies_lack_in_BI\" >What do companies lack in BI?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#Fixing_data_before_delivering_it_to_decision-makers\" >Fixing data before delivering it to decision-makers<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#Further_reading\" >Further reading<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"What_do_companies_lack_in_BI\"><\/span>What do companies lack in BI?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>As much as companies are talking of committing to <a href=\"https:\/\/en.wikipedia.org\/wiki\/Business_intelligence\" rel=\"noopener noreferrer\" target=\"_blank\">business intelligence<\/a> (BI) principles in their daily work, the concept of BI still seems to be tricky. The one thing that requires the utmost attention in all cases is <a href=\"https:\/\/www.altoros.com\/blog\/wrong-approach-to-data-quality-right-approach-to-data-quality\/\">data quality<\/a>.<\/p>\n<p>According to a Gartner <a href=\"https:\/\/www.computerweekly.com\/news\/2240081356\/More-than-a-quarter-of-business-data-inaccurate\" rel=\"noopener noreferrer\" target=\"_blank\">report<\/a>, more than 25% of critical data in Fortune 1000 companies is inaccurate, incomplete, or duplicated, and three-quarters of large enterprises will make little to no progress toward improving data quality until 2010.<\/p>\n<p>Whether your data is already \u2018<a href=\"https:\/\/www.altoros.com\/blog\/solving-data-quality-problems-in-three-steps\/\">dirty<\/a>\u2019 and needs to be reviewed on regular basis, or whether there is no systematic process for checking it within your company, sooner or later you realize that something about your data needs to be fixed. Some companies prefer to conduct regular automatic check-ups, others choose to apply filtering techniques before the information even enters internal databases, one way or another, enough solutions already exist to help you make that first step into the world of BI and make it right.<\/p>\n<div id=\"attachment_62847\" style=\"width: 160px\" class=\"wp-caption alignright\"><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/Karthikeyan-Sankaran-2.jpg\"><img decoding=\"async\" aria-describedby=\"caption-attachment-62847\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/Karthikeyan-Sankaran-2.jpg\" width=\"150\" class=\"size-thumbnail wp-image-62847\" \/><\/a><p id=\"caption-attachment-62847\" class=\"wp-caption-text\"><small>Karthikeyan Sankaran<\/small><\/p><\/div>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/karthikeyansankaran\/\" rel=\"noopener noreferrer\" target=\"_blank\">Karthikeyan Sankaran<\/a>, one of BEYE bloggers, recently posted his list of the <a href=\"https:\/\/web.archive.org\/web\/20090104102703\/http:\/\/www.beyeblogs.com\/karthikonbi\/archive\/2008\/09\/business_intelligence_the_unco.php\" target=\"_blank\" rel=\"noopener noreferrer\">top 10 things BI lacks<\/a>. Aside from data quality, he singles out such foundational aspects of BI as the problem of structured and <a href=\"https:\/\/www.altoros.com\/blog\/unstructured-data-a-challenge-for-it-decision-makers\/\">unstructured<\/a> data, valuation techniques, predictive analytics \/ data mining, technology limitations, simulations, on-demand analytics, etc.<\/p>\n<p>The list will vary slightly from one company to another, but making one and working toward perfecting your business intelligence strategy through it is certainly helpful. No one can tell you how rewarding it is, you can only feel it for yourself while gradually putting \u201ctaken care of\u201d or \u201cimplemented\u201d next to each item from the list.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Fixing_data_before_delivering_it_to_decision-makers\"><\/span>Fixing data before delivering it to decision-makers<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>That&#8217;s why last month Apatar announced connectivity to the <a href=\"https:\/\/en.wikipedia.org\/wiki\/Vertica\" rel=\"noopener noreferrer\" target=\"_blank\">Vertica Analytic Database<\/a>, a high-performance, grid-based column-oriented database management system used for analytics and business intelligence. The <a href=\"https:\/\/web.archive.org\/web\/20110112081837\/http:\/\/apatarforge.org\/wiki\/display\/GUI\/Connector+for+Vertica\" rel=\"noopener noreferrer\" target=\"_blank\">new connector<\/a> enables both developers and business users to migrate data between the Vertica Analytic Database and third-party apps without any custom coding and allows for this data to be filtered, validated, and cleansed.<\/p>\n<p><center><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/apatar-vertica-connector.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/apatar-vertica-connector.png\" width=\"664\" height=\"452\" class=\"aligncenter size-full wp-image-62705\" \/><\/a><small>The Apatar connector for Vertica<\/small><\/center><\/p>\n<p>While huge amounts of corporate data are scattered across enterprises and becoming outdated too rapidly, the connector for Vertica can help companies synchronize their most critical data before delivering it to decision-makers.<\/p>\n<div id=\"attachment_63288\" style=\"width: 160px\" class=\"wp-caption alignright\"><a href=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/Colin-Mahony.jpg\"><img decoding=\"async\" aria-describedby=\"caption-attachment-63288\" src=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/Colin-Mahony.jpg\" width=\"150\" class=\"size-thumbnail wp-image-63288\" \/><\/a><p id=\"caption-attachment-63288\" class=\"wp-caption-text\"><small>Colin Mahony<\/small><\/p><\/div>\n<blockquote><p>\u201cBusinesses are asking more questions against ever-growing volumes of data from multiple sources, so we are excited about our relationship with Apatar,\u201d said <a href=\"https:\/\/www.linkedin.com\/in\/cpmahony\/\" rel=\"noopener noreferrer\" target=\"_blank\">Colin Mahony<\/a>, Senior Director of Business Development for Vertica. \u201cVertica\u2019s Analytic Database enables companies to store terabytes of information with blazingly fast query response times. With Apatar\u2019s visual designer and integration tools, it becomes extremely easy to extract and load large volumes of data into Vertica quickly for rapid analysis.\u201d<\/p><\/blockquote>\n<p>Prior to entering into the Vertica Analytic Database, data can be filtered, validated, and cleansed using Apatar\u2019s data quality capabilities. Now both Vertica users and administrators can de-duplicate data received from multiple sources, <a href=\"https:\/\/www.altoros.com\/blog\/data-cleansing-and-validation-using-strikeiron-services-and-apatar\/\">verify<\/a> e-mail and postal addresses, check customers&#8217; <a href=\"https:\/\/www.altoros.com\/blog\/enriching-customer-information-with-cdyne-and-apatar\/\">socioeconomic parameters<\/a>, and more.<\/p>\n<p>The truth is that most data integration projects fail\u2014after they exceed allocated budgets or cannot be delivered in time\u2014and never get built. By using data quality and integration tools, enterprises can accelerate decision-making and provide the completeness of their most critical information timely, before it\u2019s too late.<\/p>\n<p>Check out the <a href=\"https:\/\/web.archive.org\/web\/20110112081837\/http:\/\/apatarforge.org\/wiki\/display\/GUI\/Connector+for+Vertica\" rel=\"noopener noreferrer\" target=\"_blank\">Vertica connector tutorial<\/a> for more.<\/p>\n<p>&nbsp;<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Further_reading\"><\/span>Further reading<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/solving-data-quality-problems-in-three-steps\/\">Solving the Problems Associated with \u201cDirty\u201d Data<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/data-quality-upstream-or-downstream\/\">Data Quality: Upstream or Downstream?<\/a><\/li>\n<li><a href=\"https:\/\/www.altoros.com\/blog\/wrong-approach-to-data-quality-right-approach-to-data-quality\/\">Poor Data Quality Can Have Long-Term Effects<\/a><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<hr\/>\n<p><center><small>The post is written by <a href=\"https:\/\/www.altoros.com\/blog\/author\/alena-semeshko\/\">Alena Semeshko<\/a> and <a href=\"https:\/\/www.altoros.com\/blog\/author\/alex\/\">Alex Khizhniak<\/a>.<\/small><\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<p>(Featured image credit)<\/p>\n<p>&nbsp;<\/p>\n<p>What do companies lack in BI?<\/p>\n<p>As much as companies are talking of committing to business intelligence (BI) principles in their daily work, the concept of BI still seems to be tricky. The one thing that requires the utmost attention in all cases is data quality.<\/p>\n<p>According to a Gartner [&#8230;]<\/p>\n","protected":false},"author":178,"featured_media":63275,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[7],"tags":[966,960,895],"class_list":["post-49394","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-and-opinion","tag-apatar","tag-data-integration","tag-research-and-development"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Corporate Analysis and Business Intelligence Lack Data Quality | Altoros<\/title>\n<meta name=\"description\" content=\"A new Apatar connector enables Vertica\u00ae Analytic Database users to filter, validate, and cleanse data across multiple sources\u2014all without custom coding.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Corporate Analysis and Business Intelligence Lack Data Quality | Altoros\" \/>\n<meta property=\"og:description\" content=\"(Featured image credit) &nbsp; What do companies lack in BI? As much as companies are talking of committing to business intelligence (BI) principles in their daily work, the concept of BI still seems to be tricky. The one thing that requires the utmost attention in all cases is data quality. According to a Gartner [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/\" \/>\n<meta property=\"og:site_name\" content=\"Altoros\" \/>\n<meta property=\"article:published_time\" content=\"2008-09-22T01:48:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-08-31T19:39:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1004\" \/>\n\t<meta property=\"og:image:height\" content=\"537\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Alena Semeshko\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alena Semeshko\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/\",\"url\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/\",\"name\":\"Corporate Analysis and Business Intelligence Lack Data Quality | Altoros\",\"isPartOf\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png\",\"datePublished\":\"2008-09-22T01:48:04+00:00\",\"dateModified\":\"2021-08-31T19:39:25+00:00\",\"author\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/0ac460afad54a2f6640ce803b407fec8\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage\",\"url\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png\",\"contentUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png\",\"width\":1004,\"height\":537},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.altoros.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Corporate Analysis and Business Intelligence Lack Data Quality\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#website\",\"url\":\"https:\/\/www.altoros.com\/blog\/\",\"name\":\"Altoros\",\"description\":\"Insight\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.altoros.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/0ac460afad54a2f6640ce803b407fec8\",\"name\":\"Alena Semeshko\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2019\/12\/banner_semeshko_to_the_blog_v2-96x96.jpg\",\"contentUrl\":\"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2019\/12\/banner_semeshko_to_the_blog_v2-96x96.jpg\",\"caption\":\"Alena Semeshko\"},\"description\":\"Alena Semeshko is Technology Evangelist at Apatar \/ Altoros. On her blog, she covers ETL, EAI, BI, open-source, and all the aspects of data integration. Alena is focused on creating awareness, fostering a better understanding, and keeping her readers well-informed on the emerging problems and data integration practices of the day. She possesses rich intercultural experience, having lived in several countries across the globe, and is studying Korean in her spare time.\",\"sameAs\":[\"http:\/\/altoros.com\"],\"url\":\"https:\/\/www.altoros.com\/blog\/author\/alena-semeshko\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Corporate Analysis and Business Intelligence Lack Data Quality | Altoros","description":"A new Apatar connector enables Vertica\u00ae Analytic Database users to filter, validate, and cleanse data across multiple sources\u2014all without custom coding.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/","og_locale":"en_US","og_type":"article","og_title":"Corporate Analysis and Business Intelligence Lack Data Quality | Altoros","og_description":"(Featured image credit) &nbsp; What do companies lack in BI? As much as companies are talking of committing to business intelligence (BI) principles in their daily work, the concept of BI still seems to be tricky. The one thing that requires the utmost attention in all cases is data quality. According to a Gartner [...]","og_url":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/","og_site_name":"Altoros","article_published_time":"2008-09-22T01:48:04+00:00","article_modified_time":"2021-08-31T19:39:25+00:00","og_image":[{"width":1004,"height":537,"url":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png","type":"image\/png"}],"author":"Alena Semeshko","twitter_misc":{"Written by":"Alena Semeshko","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/","url":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/","name":"Corporate Analysis and Business Intelligence Lack Data Quality | Altoros","isPartOf":{"@id":"https:\/\/www.altoros.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage"},"image":{"@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage"},"thumbnailUrl":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png","datePublished":"2008-09-22T01:48:04+00:00","dateModified":"2021-08-31T19:39:25+00:00","author":{"@id":"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/0ac460afad54a2f6640ce803b407fec8"},"breadcrumb":{"@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#primaryimage","url":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png","contentUrl":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2008\/09\/benefits-of-data-integration-for-business-intelligence-initiatives2.png","width":1004,"height":537},{"@type":"BreadcrumbList","@id":"https:\/\/www.altoros.com\/blog\/accelerating-business-intelligence-with-data-integration-and-data-quality\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.altoros.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Corporate Analysis and Business Intelligence Lack Data Quality"}]},{"@type":"WebSite","@id":"https:\/\/www.altoros.com\/blog\/#website","url":"https:\/\/www.altoros.com\/blog\/","name":"Altoros","description":"Insight","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.altoros.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/0ac460afad54a2f6640ce803b407fec8","name":"Alena Semeshko","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.altoros.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2019\/12\/banner_semeshko_to_the_blog_v2-96x96.jpg","contentUrl":"https:\/\/www.altoros.com\/blog\/wp-content\/uploads\/2019\/12\/banner_semeshko_to_the_blog_v2-96x96.jpg","caption":"Alena Semeshko"},"description":"Alena Semeshko is Technology Evangelist at Apatar \/ Altoros. On her blog, she covers ETL, EAI, BI, open-source, and all the aspects of data integration. Alena is focused on creating awareness, fostering a better understanding, and keeping her readers well-informed on the emerging problems and data integration practices of the day. She possesses rich intercultural experience, having lived in several countries across the globe, and is studying Korean in her spare time.","sameAs":["http:\/\/altoros.com"],"url":"https:\/\/www.altoros.com\/blog\/author\/alena-semeshko\/"}]}},"_links":{"self":[{"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/posts\/49394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/users\/178"}],"replies":[{"embeddable":true,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/comments?post=49394"}],"version-history":[{"count":41,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/posts\/49394\/revisions"}],"predecessor-version":[{"id":63344,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/posts\/49394\/revisions\/63344"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/media\/63275"}],"wp:attachment":[{"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/media?parent=49394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/categories?post=49394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.altoros.com\/blog\/wp-json\/wp\/v2\/tags?post=49394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}