{"id":1055,"date":"2023-06-17T10:54:47","date_gmt":"2023-06-17T10:54:47","guid":{"rendered":"https:\/\/digit-tips.com\/?p=1055"},"modified":"2023-06-17T11:27:36","modified_gmt":"2023-06-17T11:27:36","slug":"%d9%85%d8%a7%d9%87%d9%8a-%d8%a3%d9%87%d9%85-%d9%85%d8%b3%d9%85%d9%8a%d8%a7%d8%aa-%d9%81%d8%b1%d9%8a%d9%82-%d8%a5%d8%af%d8%a7%d8%b1%d8%a9-%d9%88%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a8%d9%8a","status":"publish","type":"post","link":"https:\/\/blog.digit-tips.com\/?p=1055","title":{"rendered":"\u0645\u0627\u0647\u064a \u0623\u0647\u0645 \u0645\u0633\u0645\u064a\u0627\u062a \u0641\u0631\u064a\u0642 \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0627\u0647\u064a \u0623\u0647\u0645 \u0623\u062f\u0648\u0627\u0631\u0647\u0645 \u0648 \u0645\u0633\u0624\u0648\u0644\u064a\u0627\u062a\u0647\u0645\u061f"},"content":{"rendered":"<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p class=\"has-text-align-left\"><strong>\u0645\u0631\u0641\u0642 \u0648\u0635\u0641 \u0644\u0623\u0647\u0645 \u0645\u0633\u0645\u064a\u0627\u062a \u0641\u0631\u064a\u0642 \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644: \u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0648 \u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0643\u0645\u0627 \u0647\u0648 \u0645\u0631\u0641\u0642 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629 \u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0644\u0643\u0644 \u0645\u0633\u0645\u0649 \u0648\u0638\u064a\u0641\u064a \u0623\u0647\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0648\u0627\u0644\u0645\u0633\u0624\u0648\u0644\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0648\u0647\u064a \u0643\u0645\u0627 \u064a\u0644\u064a: \u062a\u0635\u0645\u064a\u0645 \u0623\u0646\u0628\u0648\u0628\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u060c\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0646\u0645\u0630\u062c\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0627\u0644\u0633\u0631\u062f\u060c \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u062c\u0631\u0628\u0629\u060c \u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631.<br><\/strong><br>What are the top titles of the data management and analysis team and what are their main roles and responsibilities?<br><br><strong>Job Titles:<br><\/strong>&#8211; ML Engineers: Design, build, and deploy machine learning models using programming languages and deep learning frameworks.<br>&#8211; Data Scientists: Extract insights from data using statistical and machine learning methods.<br>&#8211; Data Engineers: Build and maintain data infrastructure, create data pipelines, and ensure data quality and security.<br>&#8211; Data Analysts: Analyze and interpret data using statistical methods and present findings to stakeholders.<br><br><strong>Roles &amp; Responsibilities:<br><\/strong>&#8211; Data Pipelines: Extract, transform, and load data from various sources into a centralized data storage system.<br>&#8211; ML Ops: Manage the machine learning lifecycle, from model development to deployment and monitoring.<br>&#8211; Data Management: Ensure data accuracy, consistency, and security through governance policies and data quality management.<br>&#8211; Data Tools: Use software and platforms to manage and analyze data, such as databases, data visualization tools, and business intelligence software.<br>&#8211; Model Deployment: Deploy machine learning models into production systems, ensuring scalability and efficiency.<br>&#8211; Statistics &amp; ML Modeling: Use statistical and machine learning methods to analyze data and build predictive models.<br>&#8211; Storytelling: Communicate complex data insights and findings to non-technical stakeholders in a compelling and understandable way.<br>&#8211; Inference: Use statistical methods to draw conclusions about a population of interest based on a sample of data.<br>&#8211; Data Visualization: Create visual representations of data to facilitate understanding and exploration.<br>&#8211; Business Insights: Identify opportunities for growth or improvement based on data analysis and communicate insights to stakeholders.<br>&#8211; Experimentation: Design and conduct controlled experiments to test hypotheses.<br>&#8211; Metrics &amp; Reporting: Define and track key performance indicators and create reports that communicate progress toward business goals.<br><br>As shown in the illustration from&nbsp;<a href=\"https:\/\/www.linkedin.com\/company\/exspanse\/\">Exspanse<\/a>, the map is identified between the required skills and job titles.<\/p><\/blockquote>","protected":false},"excerpt":{"rendered":"<p>\u0645\u0631\u0641\u0642 \u0648\u0635\u0641 \u0644\u0623\u0647\u0645 \u0645\u0633\u0645\u064a\u0627\u062a \u0641\u0631\u064a\u0642 \u0625\u062f\u0627\u0631\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644: \u0645\u0647\u0646\u062f\u0633 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":1056,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[8],"tags":[23,62],"class_list":["post-1055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-digital-transformation","tag-digital-tips","tag-digital-transformation"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/blog.digit-tips.com\/wp-content\/uploads\/2023\/06\/1686989162890.jpg","_links":{"self":[{"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/posts\/1055"}],"collection":[{"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1055"}],"version-history":[{"count":0,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/posts\/1055\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=\/wp\/v2\/media\/1056"}],"wp:attachment":[{"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1055"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1055"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.digit-tips.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1055"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}