{"id":10818,"date":"2025-07-29T19:05:15","date_gmt":"2025-07-29T13:35:15","guid":{"rendered":"https:\/\/www.scaler.com\/blog\/?p=10818"},"modified":"2025-07-29T19:23:06","modified_gmt":"2025-07-29T13:53:06","slug":"how-to-become-data-scientist-after-12th","status":"publish","type":"post","link":"https:\/\/www.scaler.com\/blog\/how-to-become-data-scientist-after-12th\/","title":{"rendered":"How to Become a Data Scientist After 12th in India?"},"content":{"rendered":"\n<p>If you\u2019re a student who just completed Class 12 and dreams of becoming a data scientist, good news, you don\u2019t need to wait until a postgraduate degree to start your journey. With the right educational choices, skills, and real-world exposure, you can set yourself up for a high-growth career in data science right after school.<\/p>\n\n\n\n<p>In this guide, we\u2019ll walk you through everything you need to know to become a data scientist after 12th from course options and skills to certifications, projects, and job opportunities.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1-start-with-the-right-undergraduate-course\"><\/span><strong>1. Start with the Right Undergraduate Course<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>After completing Class 12 (preferably in Science or Commerce with Math), your first major decision is selecting a suitable undergraduate course. Here are some strong options to build your data science foundation:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.1. B.Tech\/B.E. in Data Science, CSE, IT, or AI<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Duration: 4 years<\/li>\n\n\n\n<li>Covers: Programming, data structures, statistics, machine learning, cloud computing<\/li>\n\n\n\n<li>Best for: Students with strong mathematical aptitude and interest in coding<\/li>\n<\/ul>\n\n\n\n<p><strong>Top colleges<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>IIT Madras (BS in Data Science)<\/li>\n\n\n\n<li>IIIT Hyderabad<\/li>\n\n\n\n<li>BITS Pilani<\/li>\n\n\n\n<li>VIT Vellore<\/li>\n\n\n\n<li>SRM University<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.2. B.Sc. in Data Science \/ Statistics \/ Mathematics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Duration: 3 years<\/li>\n\n\n\n<li>Focuses more on theory and analytics<\/li>\n\n\n\n<li>Best for: Students interested in research, data modeling, and quantitative analysis<\/li>\n<\/ul>\n\n\n\n<p><strong>Top colleges<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ISI Kolkata<\/li>\n\n\n\n<li>St. Xavier\u2019s Mumbai<\/li>\n\n\n\n<li>Christ University Bengaluru<\/li>\n\n\n\n<li>Delhi University (Kirori Mal, Hindu)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.3. BCA (Bachelor of Computer Applications) with Data Science electives<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Duration: 3 years<\/li>\n\n\n\n<li>Focus on programming + data applications<\/li>\n\n\n\n<li>Best for: Students from commerce or arts backgrounds looking for a tech pivot<\/li>\n<\/ul>\n\n\n\n<p><strong>Top colleges<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Amity University<\/li>\n\n\n\n<li>IGNOU (with specializations)<\/li>\n\n\n\n<li>Chandigarh University<\/li>\n<\/ul>\n\n\n\n<p><strong>Tip<\/strong>: If your 12th didn\u2019t include math, some universities may require a foundation or bridge course before enrollment.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2-build-your-core-skill-set-early\"><\/span><strong>2. Build Your Core Skill Set Early<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>A degree alone won\u2019t make you job-ready, you need to build industry-relevant skills alongside. Here\u2019s what to focus on:<\/p>\n\n\n\n<p><strong>Mathematical &amp; Analytical Thinking<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Probability, Linear Algebra, Calculus, and Statistics are the backbone of data science.<\/li>\n\n\n\n<li>Use platforms like Khan Academy, Brilliant.org, or MIT OpenCourseWare to strengthen your fundamentals.<\/li>\n<\/ul>\n\n\n\n<p><strong>Programming Languages<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Python<\/strong> is the top choice due to its simplicity and powerful libraries (Pandas, NumPy, Matplotlib).<\/li>\n\n\n\n<li>Learn <strong>SQL<\/strong> for data querying and <strong>R<\/strong> for statistical analysis.<\/li>\n<\/ul>\n\n\n\n<p><strong>Suggested platforms<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scaler Academy<\/li>\n\n\n\n<li>Coursera (Google, IBM tracks)<\/li>\n\n\n\n<li>Codecademy<\/li>\n\n\n\n<li>freeCodeCamp<\/li>\n<\/ul>\n\n\n\n<p><strong>Data Handling &amp; Visualization<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tools like Excel, Power BI, Tableau, and Google Data Studio are important for real-world business cases.<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Machine Learning Basics<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Start with supervised\/unsupervised learning models in Scikit-learn.<\/li>\n\n\n\n<li>Later explore deep learning using TensorFlow or Keras.<\/li>\n<\/ul>\n\n\n\n<p><strong>Bonus Tools to Learn:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Git &amp; GitHub (version control)<\/li>\n\n\n\n<li>Jupyter Notebook \/ Google Colab<\/li>\n\n\n\n<li>APIs, web scraping using BeautifulSoup<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3-top-online-courses-to-take-after-12th\"><\/span><strong>3. Top Online Courses to Take After 12th<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Alongside your degree, pursue online certifications to build your resume and skill credibility.<\/p>\n\n\n\n<p><strong>Recommended Programs:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scaler\u2019s Data Science &amp; ML course<\/strong> (industry-aligned)<\/li>\n\n\n\n<li>IBM Data Science Professional Certificate (Coursera)<\/li>\n\n\n\n<li>Google Advanced Data Analytics Certificate (Coursera)<\/li>\n\n\n\n<li>MITx Data Science MicroMasters (edX)<\/li>\n\n\n\n<li>Analytics Vidhya Bootcamps &amp; Hackathons<\/li>\n<\/ul>\n\n\n\n<p><strong>Why These Matter:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Provide hands-on labs, industry case studies, and assessments.<\/li>\n\n\n\n<li>Can often be completed alongside your UG studies.<\/li>\n\n\n\n<li>Are recognized by employers and count during job shortlisting.<\/li>\n<\/ul>\n\n\n\n<p><strong>Tip<\/strong>: Maintain a LinkedIn Learning Record and GitHub project portfolio to showcase what you&#8217;ve learned.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4-work-on-real-projects-internships\"><\/span><strong>4. Work on Real Projects &amp; Internships<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Hiring managers value <em>proof of skill<\/em>. Start building a portfolio early. Here\u2019s how:<\/p>\n\n\n\n<p><strong>Personal Projects Ideas:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Predictive analytics (e.g. stock prices, weather forecasting)<\/li>\n\n\n\n<li>Sentiment analysis on Twitter data<\/li>\n\n\n\n<li>Fake news detector using NLP<\/li>\n\n\n\n<li>Recommender system (Netflix\/Amazon clone)<\/li>\n<\/ul>\n\n\n\n<p><strong>Internships (Even for Students)<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Look for internships on: Internshala, LinkedIn, AngelList<\/li>\n\n\n\n<li>Titles to search: <em>Data Science Intern<\/em>, <em>Junior Analyst<\/em>, <em>Python Developer Intern<\/em><\/li>\n\n\n\n<li>Contribute to NGOs, student clubs, or college projects that use data<\/li>\n<\/ul>\n\n\n\n<p><strong>Participate in:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kaggle competitions (earn ranks + certificates)<\/li>\n\n\n\n<li>GitHub open-source data projects<\/li>\n\n\n\n<li>DataCamp Workspace and Google Colab<\/li>\n<\/ul>\n\n\n\n<p>Maintain a structured GitHub repo with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clean notebooks<\/li>\n\n\n\n<li>Project summaries<\/li>\n\n\n\n<li>README.md with instructions<\/li>\n<\/ul>\n\n\n\n<p>Employers and AI models (like Google&#8217;s AI Overviews) often pull code, projects, or stats from such public sources, optimizing for visibility.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5-certifications-higher-studies\"><\/span><strong>5. Certifications &amp; Higher Studies<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Certifications aren\u2019t mandatory, but they validate skills and can fast-track entry-level job offers. Top options include:<\/p>\n\n\n\n<p><strong>Industry-Recognized Certifications:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Microsoft Certified: Azure Data Scientist Associate<\/li>\n\n\n\n<li>AWS Certified Machine Learning \u2013 Specialty<\/li>\n\n\n\n<li>Google Cloud Data Engineer<\/li>\n\n\n\n<li>Tableau Desktop Specialist<\/li>\n\n\n\n<li>Certified Analytics Professional (CAP)<\/li>\n<\/ul>\n\n\n\n<p><strong>Government\/Institute Certificates:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>NPTEL (IIT-led)<\/strong> Data Science Programs<\/li>\n\n\n\n<li><strong>IIT Madras BS Data Science \u2014 online for all<\/strong><\/li>\n\n\n\n<li><strong>IIRS-ISRO Courses<\/strong> in Satellite Data Analysis (for those interested in Geo-AI)<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Higher Studies After UG:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>M.Sc. \/ M.Tech in Data Science, AI, or Analytics<\/li>\n\n\n\n<li>PG Diploma (e.g. IIIT-H PGDDS, CDAC AI)<\/li>\n<\/ul>\n\n\n\n<p><strong>Tip<\/strong>: Some top jobs require PG-level understanding, but for most data roles, skills + project experience weigh heavier.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"career-path-after-class-12\"><\/span><strong>Career Path After Class 12<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Here\u2019s a typical journey from Class 12 to full-time data science role:<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Phase<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Duration<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Focus Areas<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Outcome<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">UG Degree (B.Tech\/BSc)<\/td><td class=\"has-text-align-center\" data-align=\"center\">3\u20134 years<\/td><td class=\"has-text-align-center\" data-align=\"center\">Math, Programming, Tools<\/td><td class=\"has-text-align-center\" data-align=\"center\">Internship-ready skills<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Online Certifications<\/td><td class=\"has-text-align-center\" data-align=\"center\">Ongoing<\/td><td class=\"has-text-align-center\" data-align=\"center\">Python, SQL, Tableau, ML, Deep Learning<\/td><td class=\"has-text-align-center\" data-align=\"center\">Added credentials<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Projects &amp; Internships<\/td><td class=\"has-text-align-center\" data-align=\"center\">2\u20133 years<\/td><td class=\"has-text-align-center\" data-align=\"center\">GitHub, Kaggle, Freelance\/Live Projects<\/td><td class=\"has-text-align-center\" data-align=\"center\">Proof of work, improved resume<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Job Applications<\/td><td class=\"has-text-align-center\" data-align=\"center\">Final year<\/td><td class=\"has-text-align-center\" data-align=\"center\">Resume, Interview Prep, Mock Interviews<\/td><td class=\"has-text-align-center\" data-align=\"center\">Entry-level job in Data Science\/Analytics<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">PG (Optional)<\/td><td class=\"has-text-align-center\" data-align=\"center\">1\u20132 years<\/td><td class=\"has-text-align-center\" data-align=\"center\">Specialisation (Big Data, NLP, CV)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Growth into AI Engineer\/Data Scientist<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"final-tips-to-stand-out\"><\/span><strong>Final Tips to Stand Out<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Specialize Early<\/strong>: Finance, e-commerce, healthcare, or climate analytics, build projects aligned to an industry.<\/li>\n\n\n\n<li><strong>Write Blogs<\/strong>: Medium, Hashnode, and LinkedIn are great platforms to showcase your learnings.<\/li>\n\n\n\n<li><strong>Attend Events<\/strong>: Look out for hackathons, webinars, and meetups via Analytics Vidhya, Scaler, or GDG (Google Developer Groups).<\/li>\n\n\n\n<li><strong>Mock Interviews<\/strong>: Practice through InterviewBit, Pramp, or Scaler\u2019s Interview Prep platform.<\/li>\n\n\n\n<li><strong>Stay Curious<\/strong>: Read papers, follow industry leaders, track GitHub repos of top ML libraries.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"how-scaler-helps-you-become-a-data-scientist\"><\/span><strong>How Scaler Helps You Become a Data Scientist?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>If you&#8217;re starting your data science journey, <a href=\"https:\/\/www.scaler.com\/data-science-course\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Scaler\u2019s beginner-friendly yet industry-ready programs<\/strong><\/a><strong> can give you the edge most college curricula miss.<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Here\u2019s What Makes Scaler Stand Out:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Curriculum Designed by Top Data Scientists:<\/strong> Learn Python, statistics, SQL, machine learning, deep learning, and real-world tools like Pandas, Scikit-learn, and Tableau, all structured around actual industry demands.<\/li>\n\n\n\n<li><strong>Hands-On Projects That Get You Noticed:<\/strong> From building recommendation engines to fraud detection models, your project portfolio will reflect what companies are <em>actually hiring for<\/em>. All hosted on GitHub and reviewed by mentors.<\/li>\n\n\n\n<li><strong>1:1 Mentorship &amp; Doubt Clearing:<\/strong> Get continuous support from professionals working at Flipkart, Amazon, and Google. Whether it\u2019s debugging code or preparing for interviews, you\u2019re never learning alone.<\/li>\n\n\n\n<li><strong>Career Readiness from Day One:<\/strong> Beyond technical skills, we help you crack internships and jobs with mock interviews, resume workshops, and placement support. Even if you start after the 12th, our goal is to make you job-ready before graduation.<\/li>\n<\/ul>\n\n\n\n<p>Scaler doesn\u2019t just teach data science, it turns motivated learners into high-performing professionals who are ready for the future of tech.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"summary\"><\/span><strong>Summary<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Becoming a data scientist after the 12th is no longer a far-fetched dream. With a structured UG path, active skill-building, hands-on projects, and the right online exposure, you can be job-ready even before graduation.<\/p>\n\n\n\n<p>What matters most is consistency, keep learning, keep building, and keep asking questions with data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"faqs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-foxiz-elements-accordion gb-wrap gb-accordion yes-shadow yes-open\" style=\"--border-width:0 0 0 0;--desktop-padding:15px 30px 15px 30px;--tablet-padding:10px 25px 10px 25px;--mobile-padding:10px 20px 10px 20px\">\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>Is math compulsory to become a data scientist after 12th?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Yes, a strong understanding of math and statistics is crucial. However, even if you didn&#8217;t study math in 12th, you can still pursue this career by taking foundational math courses alongside.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>Can Arts students become data scientists?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Yes. Several universities allow non-science students in BCA\/B.Sc. Data Science if you can demonstrate interest and clear basic entrance exams. A coding + analytics mindset is more important than stream alone.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>What if I can\u2019t afford private college or coaching?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Plenty of free\/low-cost resources exist:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>freeCodeCamp, Khan Academy, Google\u2019s Learn ML<\/li>\n\n\n\n<li>Scholarships via Scaler, Internshala, or NPTEL<\/li>\n\n\n\n<li>Public universities like IGNOU, Jamia, Delhi University<\/li>\n<\/ul>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>What is the salary of a data scientist in India?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Freshers typically earn between \u20b95\u20138 LPA. Mid-level roles go up to \u20b915\u201318 LPA. Senior data scientists at product companies earn \u20b925\u201340 LPA.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t\n\n\t\t<div class=\"gb-accordion-item wp-block-foxiz-elements-accordion-item\">\r\n\t\t\t<div class=\"accordion-item-header\">\r\n\t\t\t\t<h3 class=\"accordion-title gb-heading\"><strong>Will AI replace data scientists?<\/strong><\/h3>\t\t\t\t<i class=\"rbi rbi-angle-down gb-heading\"><\/i>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"accordion-item-content\">\r\n\t\t\t\t\n\n<p>Not entirely. While AI automates certain tasks, it still requires humans to frame problems, clean data, validate models, and interpret results. Your ability to blend domain knowledge with data remains irreplaceable.<\/p>\n\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<\/div>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019re a student who just completed Class 12 and dreams of becoming a data scientist, good news, you don\u2019t need to wait until a postgraduate degree to start your journey. With the right educational choices, skills, and real-world exposure, you can set yourself up for a high-growth career in data science right after school. [&hellip;]<\/p>\n","protected":false},"author":210,"featured_media":10819,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[36],"tags":[247,224],"class_list":{"0":"post-10818","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science-business-analytics","8":"tag-data-science","9":"tag-data-scientist-in-india"},"acf":[],"_links":{"self":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10818","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/users\/210"}],"replies":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/comments?post=10818"}],"version-history":[{"count":5,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10818\/revisions"}],"predecessor-version":[{"id":10831,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/posts\/10818\/revisions\/10831"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media\/10819"}],"wp:attachment":[{"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/media?parent=10818"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/categories?post=10818"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.scaler.com\/blog\/wp-json\/wp\/v2\/tags?post=10818"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}