{"id":3562,"date":"2017-03-13T01:23:42","date_gmt":"2017-03-12T19:53:42","guid":{"rendered":"http:\/\/www.allerin.com\/blog\/?p=3562"},"modified":"2017-03-12T13:36:04","modified_gmt":"2017-03-12T08:06:04","slug":"how-data-scientists-differ-from-bi-data-analysts","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/how-data-scientists-differ-from-bi-data-analysts\/","title":{"rendered":"How data scientists differ from BI data analysts?\u00a0"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3737\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data.jpg\" alt=\"\" width=\"770\" height=\"513\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data.jpg 770w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data-300x200.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data-768x512.jpg 768w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/a><\/p>\n<p>As a discipline, Business Analytics has been around for 30 years, starting with the launch of MS Excel in 1985. Before this, data analytics was only limited to manual calculations using trial and error methods. There are two major trends that have contributed to the foundation of the Data Science phenomenon.\u00a0 First, the use of technology in various walks of life, particularly the use of Internet, led to an unprecedented data boom; the kind of information that is available to organizations now is nearly infinite. Secondly, new technologies made analyzing and interpreting such vast amounts of data possible and companies can now use all this data in decision-making. Before understanding about the difference between data scientists and data analysts, let\u2019s take a look at how the role of data scientist was born.<\/p>\n<h1>Advent of the Data Scientist<\/h1>\n<p>Enterprises saw the availability of large volumes of data as a source of competitive advantage; \u00a0companies who could utilize this data effectively would take better decisions and would be ahead of the growth curve. To make sense out of such data, there arose a need for a new skill set that\u00a0 included the skill to draw customer\/user insights, business acumen, analytical abilities, programming skills, statistical skills, machine learning skills, data visualization, and much more. This led to the emergence of the role of a data scientist.<\/p>\n<h1>Difference between Data Scientists and Data Analysts<\/h1>\n<p>&nbsp;<\/p>\n<style>\ntable, th, td {  border: 1px solid black;\n border-collapse: collapse;  \ntext-align: center; \n padding: 10px;}\n<\/style>\n<table style=\"width: 100%;\">\n<thead>\n<tr>\n<th><strong>Data Scientist<\/strong><\/th>\n<th><strong>BI Data Analyst<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>A data scientist is likely to have a strong business sense and the ability to effectively communicate data-driven conclusions to business stakeholders. A data scientist will not just address business problems, they&#8217;ll also pick the right problems that have the most value to the organization.<\/td>\n<td>A BI analyst\u2019s job is to find patterns and trends in an organization\u2019s historical data. While BI is largely based on exploration of past trends, data science consists of finding predictors and the significance behind those trends. Thus, the main goal of a BI analyst is to evaluate the impact of certain events on a business\u2019 bottom line or compare a company\u2019s performance to that of other companies in the same marketplace.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p><\/br><br \/>\nAs we now know about what the BI data analyst and data scientist roles are all about, let\u2019s take a closer look at the key differences between the two:<\/p>\n<ul>\n<li>Typically, a data scientist is expected to formulate questions that can help businesses in solving their problems, while a BI data analyst is given questions by the business team that they must solve.<\/li>\n<li>Both roles are expected to write queries, work with engineering teams to source the right data, and focus on deriving information from data. However, in most cases, a BI data analyst is not expected to build statistical models; rather a BI data analyst typically works on simpler structured SQL or similar databases or with other <a href=\"http:\/\/searchbusinessanalytics.techtarget.com\/feature\/Understanding-BI-analytics-tools-and-their-benefits\" target=\"_blank\">BI tools\/packages.<\/a><\/li>\n<li>The role of data scientist calls for strong data visualization skills and they must have the ability to convert data into a business story. A BI data analyst is normally not expected to be adept at business and in advanced data visualization.<\/li>\n<\/ul>\n<p>Companies must know how to distinguish between these two roles and the areas where a data scientist and a business analyst can add value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>As a discipline, Business Analytics has been around for 30 years, starting with the launch of MS Excel in 1985. Before this, data analytics was only limited to manual calculations&#8230;<\/p>\n","protected":false},"author":1,"featured_media":3737,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[126],"tags":[282],"class_list":["post-3562","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-big-data","tag-difference-between-data-scientists-and-data-analysts"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How data scientists differ from BI data analysts? | Data Science |<\/title>\n<meta name=\"description\" content=\"and companies can now use all this data in decision-making. Before understanding about the difference between data scientists and data analysts,\" \/>\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.allerin.com\/blog\/how-data-scientists-differ-from-bi-data-analysts\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How data scientists differ from BI data analysts?\u00a0\" \/>\n<meta property=\"og:description\" content=\"As a discipline, Business Analytics has been around for 30 years, starting with the launch of MS Excel in 1985. Before this, data analytics was only\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.allerin.com\/blog\/how-data-scientists-differ-from-bi-data-analysts\/\" \/>\n<meta property=\"og:site_name\" content=\"Artificial Intelligence, ROBOTICS, AUTOMATION\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/allerintech\" \/>\n<meta property=\"article:published_time\" content=\"2017-03-12T19:53:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2017\/03\/data-scientists-vs-BI-data.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"770\" \/>\n\t<meta property=\"og:image:height\" content=\"513\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Naveen Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@joshinav\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Naveen Joshi\" \/>\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\":\"Article\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/\"},\"author\":{\"name\":\"Naveen Joshi\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\"},\"headline\":\"How data scientists differ from BI data analysts?\u00a0\",\"datePublished\":\"2017-03-12T19:53:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/\"},\"wordCount\":553,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2017\\\/03\\\/data-scientists-vs-BI-data.jpg\",\"keywords\":[\"difference between data scientists and data analysts\"],\"articleSection\":[\"Big Data\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/\",\"name\":\"How data scientists differ from BI data analysts? | Data Science |\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-data-scientists-differ-from-bi-data-analysts\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2017\\\/03\\\/data-scientists-vs-BI-data.jpg\",\"datePublished\":\"2017-03-12T19:53:42+00:00\",\"description\":\"and companies can now use all this data in decision-making. 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