{"id":335,"date":"2026-01-13T11:24:48","date_gmt":"2026-01-13T05:54:48","guid":{"rendered":"https:\/\/ntech.tusharchawatekar.com\/?p=335"},"modified":"2026-05-12T15:17:30","modified_gmt":"2026-05-12T09:47:30","slug":"how-to-build-a-job-winning-data-science-portfolio","status":"publish","type":"post","link":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/","title":{"rendered":"How to Build a Job-Winning Data Science Portfolio"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Building a job-winning data science portfolio requires&nbsp;<strong>moving beyond simple, cookie-cutter tutorial projects (like Titanic or Iris) and creating a curated collection that showcases your ability to solve real-world problems<\/strong>. Recruiters often spend less than a minute reviewing a portfolio, so it must be clear, concise, and impactful, demonstrating the full<a href=\"https:\/\/www.ntechglobalsolutions.com\/blog-page?id=4\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;data science lifecycle<\/a>&nbsp;from data acquisition to deployment.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>&nbsp;Here is a step-by-step guide to building an effective&nbsp;<a href=\"https:\/\/www.ntechglobalsolutions.com\/data-science-with-artificial-intelligence-course\" target=\"_blank\" rel=\"noreferrer noopener\">data science<\/a>&nbsp;portfolio:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>&nbsp;1. Plan and Select Unique Projects (Quality over Quantity)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;<strong>Aim for 3-4 high-quality, unique projects rather than ten mediocre ones.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Find Real Data:<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Avoid pre-cleaned, common datasets. Instead, scrape your own data, use APIs, or find unique datasets on Kaggle, AWS, or government sites.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Solve a Business Problem:<\/strong>\u00a0Focus on creating value, such as predicting customer churn, optimizing pricing strategies, or performing sentiment analysis on current topics.<\/li>\n\n\n\n<li><strong>Diverse Skills:<\/strong>\u00a0Include projects that demonstrate different skills:\n<ul class=\"wp-block-list\">\n<li><strong>Data Analysis\/Visualization:<\/strong>\u00a0Creating interactive dashboards (Tableau, Power BI, Streamlit).<\/li>\n\n\n\n<li><strong>Machine Learning:<\/strong>\u00a0Building predictive models (classification, regression).<\/li>\n\n\n\n<li><strong>Data Engineering\/Scraping:<\/strong>\u00a0Cleaning messy, real-world data.<\/li>\n\n\n\n<li><strong>Deployment:<\/strong>\u00a0Using tools like Streamlit or FastAPI to put models into production.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Document Your Work (Tell a Story)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;<strong>A portfolio is meant to show&nbsp;<em>how<\/em>&nbsp;you think, not just the final model.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Use GitHub:<\/strong>\u00a0Host your code on GitHub. Every project needs a comprehensive file.<\/li>\n\n\n\n<li><strong>Structure Your README:<\/strong>\u00a0Include a project title, a clear problem statement, the methodology, key findings, and instructions on how to run the code.<\/li>\n\n\n\n<li><strong>Use Visuals:<\/strong>\u00a0Use charts, graphs, and images to communicate results clearly.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Choose the Right Platform<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub\/GitHub Pages:<\/strong>\u00a0Essential for showing your code and hosting a free personal site.<\/li>\n\n\n\n<li><strong>Personal Website:<\/strong>\u00a0Consider using Wix, Squarespace, or Notion for a more professional, polished look.<\/li>\n\n\n\n<li><strong>Medium\/LinkedIn:<\/strong>\u00a0Write blog posts or LinkedIn articles about your projects to build your personal brand and explain your thought process to a non-technical audience.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4. Optimize and Polish Your Portfolio<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Write for Humans:<\/strong>\u00a0Explain your projects in plain language, focusing on business impact rather than just technical metrics.<\/li>\n\n\n\n<li><strong>Include &#8220;About Me&#8221; &amp; Contact Info:<\/strong>\u00a0Provide a brief introduction and make it easy for recruiters to contact you (LinkedIn, email).<\/li>\n\n\n\n<li><strong>Get Feedback:<\/strong>\u00a0Have a friend or mentor review your portfolio for typos and clarity.<\/li>\n\n\n\n<li><strong>Keep it Updated:<\/strong>\u00a0Regularly add new projects and update older ones to show continuous learning.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Summary Checklist<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>3-4 unique, end-to-end projects.<\/li>\n\n\n\n<li>GitHub repository with clean code and .<\/li>\n\n\n\n<li>At least one deployed app (e.g., Streamlit).<\/li>\n\n\n\n<li>Link to LinkedIn, resume, and blog posts.<\/li>\n\n\n\n<li>Professional &#8220;About Me&#8221; section.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Pro Tip:<\/strong>&nbsp;For maximum impact, focus on domains that are in high demand, such as e-commerce, banking\/finance, or healthcare.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Want to Build a Job-Ready Data Science Portfolio Faster?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you\u2019re looking for structured support, the\u00a0<strong><a href=\"https:\/\/www.ntechglobalsolutions.com\/data-science-with-artificial-intelligence-course\" data-type=\"link\" data-id=\"https:\/\/www.ntechglobalsolutions.com\/data-science-with-artificial-intelligence-course\">Data Science course<\/a> at\u00a0<a href=\"http:\/\/www.ntechglobalsolutions.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ntech Global Solutions<\/a><\/strong>\u00a0is designed to help learners build\u00a0<strong>job-ready portfolios<\/strong>\u00a0with real-world datasets, hands-on projects, and industry-aligned tools like Python, SQL, Machine Learning, and Power BI. With mentor guidance and practical exposure, students can confidently showcase projects that recruiters actually value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49&nbsp;Perfect for freshers and career switchers aiming for analytics and data science roles.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Building a job-winning data science portfolio requires&nbsp;moving beyond simple, cookie-cutter tutorial projects (like Titanic or Iris) and creating a curated collection that showcases your ability to solve real-world problems. Recruiters often spend less than a minute reviewing a portfolio, so it must be clear, concise, and impactful, demonstrating the full&nbsp;data science lifecycle&nbsp;from data acquisition to [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":336,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[157,155,159,151,152,153,154,68,48,47,67,46,29,64,156,158],"class_list":["post-335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","tag-advanced-excel-training-mumbai","tag-business-analytics-course-mumbai","tag-data-analyst-course-with-placement","tag-data-analytics-course-in-andheri","tag-data-analytics-institute-mumbai","tag-data-science-course-mumbai","tag-data-science-training-institute","tag-ntech-global-solutions","tag-ntech-global-solutions-andheri","tag-ntech-global-solutions-courses","tag-ntech-global-solutions-digital-marketing-course","tag-ntech-global-solutions-placement","tag-ntech-global-solutions-review","tag-ntech-global-solutions-training-institute-mumbai","tag-power-bi-course-andheri","tag-sql-course-mumbai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Build a Job-Winning Data Science Portfolio - Blog<\/title>\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.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Build a Job-Winning Data Science Portfolio - Blog\" \/>\n<meta property=\"og:description\" content=\"Building a job-winning data science portfolio requires&nbsp;moving beyond simple, cookie-cutter tutorial projects (like Titanic or Iris) and creating a curated collection that showcases your ability to solve real-world problems. Recruiters often spend less than a minute reviewing a portfolio, so it must be clear, concise, and impactful, demonstrating the full&nbsp;data science lifecycle&nbsp;from data acquisition to [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-13T05:54:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-12T09:47:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Ntech\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ntech\" \/>\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.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/\"},\"author\":{\"name\":\"Ntech\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/#\\\/schema\\\/person\\\/1f4f4958800d5a43366043431d5616ec\"},\"headline\":\"How to Build a Job-Winning Data Science Portfolio\",\"datePublished\":\"2026-01-13T05:54:48+00:00\",\"dateModified\":\"2026-05-12T09:47:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/\"},\"wordCount\":528,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png\",\"keywords\":[\"advanced excel training Mumbai\",\"business analytics course Mumbai\",\"data analyst course with placement\",\"data analytics course in Andheri\",\"data analytics institute Mumbai\",\"data science course Mumbai\",\"data science training institute\",\"Ntech Global Solutions\",\"Ntech Global Solutions Andheri\",\"Ntech Global Solutions courses\",\"Ntech Global Solutions digital marketing course\",\"Ntech Global Solutions placement\",\"Ntech Global Solutions review\",\"Ntech Global Solutions training institute Mumbai\",\"Power BI course Andheri\",\"SQL course Mumbai\"],\"articleSection\":[\"Data Science\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/\",\"url\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/\",\"name\":\"How to Build a Job-Winning Data Science Portfolio - Blog\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png\",\"datePublished\":\"2026-01-13T05:54:48+00:00\",\"dateModified\":\"2026-05-12T09:47:30+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/#\\\/schema\\\/person\\\/1f4f4958800d5a43366043431d5616ec\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png\",\"contentUrl\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/how-to-build-a-job-winning-data-science-portfolio\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Build a Job-Winning Data Science Portfolio\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/\",\"name\":\"Blog\",\"description\":\"Ntech Global Solutions, Andheri (Mumbai)\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/#\\\/schema\\\/person\\\/1f4f4958800d5a43366043431d5616ec\",\"name\":\"Ntech\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g\",\"caption\":\"Ntech\"},\"sameAs\":[\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/\"],\"url\":\"https:\\\/\\\/www.ntechglobalsolutions.com\\\/blog\\\/author\\\/ntech\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Build a Job-Winning Data Science Portfolio - Blog","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.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/","og_locale":"en_US","og_type":"article","og_title":"How to Build a Job-Winning Data Science Portfolio - Blog","og_description":"Building a job-winning data science portfolio requires&nbsp;moving beyond simple, cookie-cutter tutorial projects (like Titanic or Iris) and creating a curated collection that showcases your ability to solve real-world problems. Recruiters often spend less than a minute reviewing a portfolio, so it must be clear, concise, and impactful, demonstrating the full&nbsp;data science lifecycle&nbsp;from data acquisition to [&hellip;]","og_url":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/","og_site_name":"Blog","article_published_time":"2026-01-13T05:54:48+00:00","article_modified_time":"2026-05-12T09:47:30+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png","type":"image\/png"}],"author":"Ntech","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Ntech","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#article","isPartOf":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/"},"author":{"name":"Ntech","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/#\/schema\/person\/1f4f4958800d5a43366043431d5616ec"},"headline":"How to Build a Job-Winning Data Science Portfolio","datePublished":"2026-01-13T05:54:48+00:00","dateModified":"2026-05-12T09:47:30+00:00","mainEntityOfPage":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/"},"wordCount":528,"commentCount":0,"image":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png","keywords":["advanced excel training Mumbai","business analytics course Mumbai","data analyst course with placement","data analytics course in Andheri","data analytics institute Mumbai","data science course Mumbai","data science training institute","Ntech Global Solutions","Ntech Global Solutions Andheri","Ntech Global Solutions courses","Ntech Global Solutions digital marketing course","Ntech Global Solutions placement","Ntech Global Solutions review","Ntech Global Solutions training institute Mumbai","Power BI course Andheri","SQL course Mumbai"],"articleSection":["Data Science"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/","url":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/","name":"How to Build a Job-Winning Data Science Portfolio - Blog","isPartOf":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#primaryimage"},"image":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png","datePublished":"2026-01-13T05:54:48+00:00","dateModified":"2026-05-12T09:47:30+00:00","author":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/#\/schema\/person\/1f4f4958800d5a43366043431d5616ec"},"breadcrumb":{"@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#primaryimage","url":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png","contentUrl":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-content\/uploads\/2026\/04\/How-to-Build-a-Job-Winning-Data-Science-Portfolio.png","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/how-to-build-a-job-winning-data-science-portfolio\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.ntechglobalsolutions.com\/blog\/"},{"@type":"ListItem","position":2,"name":"How to Build a Job-Winning Data Science Portfolio"}]},{"@type":"WebSite","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/#website","url":"https:\/\/www.ntechglobalsolutions.com\/blog\/","name":"Blog","description":"Ntech Global Solutions, Andheri (Mumbai)","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.ntechglobalsolutions.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.ntechglobalsolutions.com\/blog\/#\/schema\/person\/1f4f4958800d5a43366043431d5616ec","name":"Ntech","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/647ac3a6830cefa3bba40ea2400f9e4382ac0e93911c4bf03820a91e6a795724?s=96&d=mm&r=g","caption":"Ntech"},"sameAs":["https:\/\/www.ntechglobalsolutions.com\/blog\/"],"url":"https:\/\/www.ntechglobalsolutions.com\/blog\/author\/ntech\/"}]}},"_links":{"self":[{"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/335","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/comments?post=335"}],"version-history":[{"count":1,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/335\/revisions"}],"predecessor-version":[{"id":337,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/335\/revisions\/337"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/media\/336"}],"wp:attachment":[{"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ntechglobalsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}