{"id":2485,"date":"2021-03-04T09:28:39","date_gmt":"2021-03-04T09:28:39","guid":{"rendered":"https:\/\/staging.univga.org\/?p=2485"},"modified":"2021-03-04T09:30:09","modified_gmt":"2021-03-04T09:30:09","slug":"data-analyst-data-scientist","status":"publish","type":"post","link":"https:\/\/univga.org\/en\/data-analyst-data-scientist\/","title":{"rendered":"Data analyst \/ Data scientist"},"content":{"rendered":"<div class=\"summary\" style=\"text-align: justify;\">The data analyst and data scientist are senior professionals responsible for managing and analyzing \"big data\". These specialists in numbers, statistics, and computer programs process a company's data to extract information that can assist in decision-making. Unlike the data scientist, who has a cross-functional vision, the data analyst focuses on a specific type of data.<\/div>\n<div class=\"job-single-blocs\" style=\"text-align: justify;\">\n<div class=\"job-single-bloc\">\n<h2 class=\"job-title\">Job description<\/h2>\n<div>\n<p>The\u00a0<strong>data analyst<\/strong>\u00a0and the\u00a0<strong>data scientist\u00a0<\/strong>are responsible for cross-referencing the\u00a0<strong>data\u00a0<\/strong>of the company with that made available through the\u00a0<strong>web services<\/strong>\u00a0and other\u00a0<strong>digital\u00a0<\/strong>(mobile phone..). Their goal: to make sense of this data and extract value to help the company make strategic or operational decisions.<\/p>\n<p>In this context, they design models and algorithms to collect, store, process, and present the.\u00a0<strong>data<\/strong>It is precisely this form of \"creativity\" that distinguishes the\u00a0<strong>data analyst<\/strong>\u00a0and the\u00a0<strong>data scientist\u00a0<\/strong>from the pure statistician: they are capable of imagining new analysis models to process raw and heterogeneous data that cannot be analyzed using traditional database management tools.<\/p>\n<p>The\u00a0<strong>data analyst<\/strong>\u00a0and the\u00a0<strong>data scientist<\/strong>\u00a0working on a project must implement the following tasks: translate a business problem into mathematical\/statistical problems; find relevant data sources; propose recommendations on the\u00a0<strong>DB\u00a0<\/strong>to modify, repatriate, outsource, internalize; design \"data warehouses\" (datawarehouse); evaluate data, process it, and reintegrate it into the target information system.<\/p>\n<p>The\u00a0<strong>data analyst\u00a0<\/strong>(or data miner) generally inspects only a single data source (for example, the CRM \u2013 customer relationship management \u2013 of the company) through a defined model. Tasked with increasing the knowledge of a company's clientele, it conducts studies on databases, tracks the\u00a0<strong>data mining tools<\/strong>\u00a0to analyze the impact of marketing actions.<\/p>\n<p>The\u00a0<strong>data scientist<\/strong>on its side, has a more global view and cross-references data from different dispersed sources.<\/p>\n<p>These professionals combine a triple skill set: statistical and computer expertise, knowledge of databases and computing, and industry experience in their field (marketing, finance, for example).<\/p>\n<p>These professions require rigor and organization as the monitoring of company data is carried out regularly according to very targeted procedures. Of course, one must be passionate about numbers and statistics and adhere to confidentiality rules because the data handled by the data analyst and the data scientist are inherently sensitive and strategic.<\/p>\n<p>The\u00a0<strong>data analyst<\/strong>\u00a0and the\u00a0<strong>data scientist<\/strong>\u00a0occupy a central place within an organization as their analysis work is part of the organization's strategy. They can thus identify purchasing or consumption trends, develop customer profiles, determine their expectations...<\/p>\n<p>Linked to the emergence of big data, these specialists are recruited by industries, large companies, retail, companies in the finance sector, or even medical or paramedical organizations.<\/p>\n<\/div>\n<\/div>\n<div class=\"advertising-wrapper\">\n<div class=\"article-floating-ad\">\n<div id=\"sas_17931\">\n<div id=\"div-gpt-ad-1545305450267-2\" class=\"ad_pave_1 custom-ad\" data-google-query-id=\"CLmX9PColu8CFcGSUQodAQcAMw\">\n<div id=\"google_ads_iframe_\/76733750\/cidj_generique_pave_1_0__container__\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"job-single-bloc\">\n<h2 class=\"job-title\">Studies \/ Training to become\u00a0<span class=\"field field--name-title field--type-string field--label-hidden\">Data analyst \/ Data scientist<\/span><\/h2>\n<p>A Bac + 4 or Bac + 5 in computer science, management, statistics, or marketing is essential to hold this position. Some Bac + 3 level training allows for assistant positions. The training programs that prepare for the profession of\u00a0<strong>big data\u00a0<\/strong>are still few in number but are being established quickly to meet demand. Examples of training include:<\/p>\n<h3>Bac + 3 level<\/h3>\n<ul>\n<li>BUT in computer science<\/li>\n<li>Professional license in computer professions: information systems and data management.<br \/>\nDifferent paths: storage infrastructures and analysis of massive data \u2013 big data (University of Burgundy).<\/li>\n<\/ul>\n<h3><strong>Bac + 5 level<\/strong><\/h3>\n<ul>\n<li>Master MIAGE \u2013 applied computer methods for business management<\/li>\n<li>Master in computer science<br \/>\nDifferent paths: optimization and operational research (University of Nantes), machine learning and data mining (University of Saint Etienne), data and connected systems (University of Saint-Etienne), big data (University of Cergy), embedded artificial intelligence (University of Cergy), data mining (University of Lyon 2), MIASHS: big data and data mining (Paris 8), master of science in informatics \u2013 MOSIG (Ensimag)<\/li>\n<li>Master SIAD \u2013 information systems and decision support<br \/>\nDifferent paths: data sciences, business intelligence<\/li>\n<li>Master in mathematics<br \/>\nDifferent paths: statistics for evaluation and forecasting (University of Reims-Champagne Ardennes),<\/li>\n<li>Master in mathematics and applications<br \/>\nDifferent paths: applied statistics and decision analysis \u2013 SAAD (University of Caen), stochastic methods and computing for decision-making \u2013 MSID (University of Pau and the Adour region), master of science in industrial and applied mathematics \u2013 MSIAM (Ensimag)<\/li>\n<li>Master MIASHS \u2013 applied mathematics to human and social sciences<\/li>\n<li>Master in data sciences<\/li>\n<li>Specialized master's in big data (ESGI, Grenoble School of Management),<\/li>\n<li>MSc (Master of Sciences): statistics for smart data (Ensai), big data for business (Ecole polytechnique \u2013 HEC), data sciences &amp; business analytics (Centrale Supelec &#8211; Essec Business School), applied data science &amp; big data (Data science institute), data science (Ensae ParisTech), data management (PSB),<\/li>\n<li>Engineering degree with a specialization in big data:<br \/>\nIAMD \u2013 engineering and applications of data masses (T\u00e9l\u00e9com Nancy),<br \/>\nbig data &amp; data science (Mines Nancy),<br \/>\ndata science (Ensae ParisTECH),<br \/>\ninformation systems engineering (Grenoble INP Ensimag)<br \/>\nother schools: Isep<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3>bac + 6 level<\/h3>\n<ul>\n<li>Specialized Master's (MS):<br \/>\nBig data &#8211; management and analysis of massive data (T\u00e9l\u00e9com ParisTech),<br \/>\nBig data: analysis management and responsible valuation (Ensimag + EMSI Ecole de management de Grenoble)<br \/>\nData Science (ENSAE)<\/li>\n<\/ul>\n<\/div>\n<div class=\"job-single-bloc\">\n<h2 class=\"job-title\"><\/h2>\n<\/div>\n<div class=\"job-single-bloc\">\n<h2 class=\"job-title\">Career evolutions<\/h2>\n<p>After significant experience, the\u00a0<strong>data analyst<\/strong>\u00a0can evolve towards the functions of\u00a0<strong>data scientist\u00a0<\/strong>or towards pricing or revenue management services.<\/p>\n<p>He can also take charge of the CRM service.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<div class=\"article-bloc\">\n<div class=\"comments\" style=\"text-align: justify;\">More details on the master's programs:\u00a0<a href=\"https:\/\/www.cidj.com\/metiers\/www.trouvermonmaster.gouv.fr\">www.trouvermonmaster.gouv.fr<\/a><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Le data analyst et le data scientist sont de hauts responsables de la gestion et de l\u2019analyse de \u00ab donn\u00e9es massives \u00bb (Big data). Ces sp\u00e9cialistes des chiffres, des statistiques et des programmes informatiques traitent les donn\u00e9es d&rsquo;une entreprise pour en extraire les informations susceptibles de l&rsquo;aider dans sa prise de d\u00e9cisions. A l&rsquo;inverse du [&hellip;]<\/p>\n","protected":false},"author":6945,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"offerexpiration":[],"class_list":["post-2485","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.9 (Yoast SEO v27.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data analyst \/ Data scientist - GROUPE UNIVGA<\/title>\n<meta name=\"description\" content=\"Le GROUPE UNIVGA est une \u00e9cole sup\u00e9rieure de formation en ligne, offrant aux professionnels la flexibilit\u00e9 d&#039;apprendre \u00e0 leur rythme et de d\u00e9velopper de nouvelles comp\u00e9tences sans bouleverser leur quotidien.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/univga.org\/en\/data-analyst-data-scientist\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data analyst \/ Data scientist\" \/>\n<meta property=\"og:description\" content=\"Le GROUPE UNIVGA est une \u00e9cole sup\u00e9rieure de formation en ligne, offrant aux professionnels la flexibilit\u00e9 d&#039;apprendre \u00e0 leur rythme et de d\u00e9velopper de nouvelles comp\u00e9tences sans bouleverser leur quotidien.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/univga.org\/en\/data-analyst-data-scientist\/\" \/>\n<meta property=\"og:site_name\" content=\"GROUPE UNIVGA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/univga1\/\" \/>\n<meta property=\"article:published_time\" content=\"2021-03-04T09:28:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-03-04T09:30:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png\" \/>\n\t<meta property=\"og:image:width\" content=\"200\" \/>\n\t<meta property=\"og:image:height\" content=\"200\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Presse UNIVGA\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@univga1\" \/>\n<meta name=\"twitter:site\" content=\"@univga1\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Presse UNIVGA\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/\"},\"author\":{\"name\":\"Presse UNIVGA\",\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/person\\\/5234499f7d304e0aac91ba471b7827eb\"},\"headline\":\"Data analyst \\\/ Data scientist\",\"datePublished\":\"2021-03-04T09:28:39+00:00\",\"dateModified\":\"2021-03-04T09:30:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/\"},\"wordCount\":1080,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/\",\"url\":\"https:\\\/\\\/univga.org\\\/data-analyst-data-scientist\\\/\",\"name\":\"Data analyst \\\/ Data scientist - 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