Data Analyst Resume - Examples & Writing Guide (India 2026)
Resume examples and writing guide for data analysts, business analysts, and analytics engineers applying in India - banking, e-commerce, consulting, and IT sectors.
Key skills to include
List only skills you can discuss in an interview. Match the exact wording from the job description - ATS systems do keyword matching.
Achievement bullet examples
Weak bullets describe responsibilities. Strong bullets describe outcomes. Every bullet should follow: Action verb + what you did + measurable result.
Weak: Analysed sales data and created dashboards.
Strong: Built a Power BI dashboard tracking 12 KPIs across 4 regions, enabling sales managers to reduce weekly reporting effort from 6 hours to 30 minutes.
Weak: Used Python to process data.
Strong: Automated daily ETL pipeline using Python (Pandas) to process 500K+ records from 3 source systems, reducing data prep time by 70%.
Weak: Helped with A/B testing.
Strong: Ran A/B tests on 3 checkout flow variants using Python and t-tests; the winning variant increased conversion rate by 18%, adding ₹35L in annual revenue.
Section-by-section tips
Technical Skills
List tools grouped: SQL, Python, BI Tools, Excel, Cloud (if any). Be specific - Power BI vs Tableau vs Looker.
Projects / Analysis
Show the business question, your method, and the outcome in numbers.
Work Experience
Quantify: records processed, dashboards built, decision impact, time saved.
Education
Statistics, Maths, or CS background is a strong signal. Mention relevant coursework if fresher.
Not sure if your resume is ATS-optimised? Check your ATS score free - upload your PDF and get a score with specific suggestions in under 30 seconds.
Frequently asked questions
What skills should a data analyst list on their resume in India?
SQL is non-negotiable - every data analyst role in India tests it. Python (Pandas, NumPy) is second. Then Power BI or Tableau for visualisation. Excel (Pivot Tables, VLOOKUP, macros) is expected for most roles. List only tools you have actually used on real data.
How do I write a data analyst resume with no experience?
Build and display 2–3 personal analysis projects. Use public datasets from Kaggle, data.gov.in, or SEBI. Publish your notebooks on GitHub. Include a Tableau Public or Power BI embed link. Projects with real insights - not just charts - stand out.
Should I mention Excel on a data analyst resume?
Yes. Even if you know Python and SQL, most Indian companies (BFSI, manufacturing, consulting) still rely heavily on Excel. Mention advanced Excel skills: Pivot Tables, VLOOKUP, INDEX-MATCH, Power Query, and VBA/macros if you know them.
Is an MBA or statistics degree required to become a data analyst in India?
No. Most data analyst roles in India require demonstrable SQL and Python skills, not a specific degree. A strong project portfolio, SQL test performance (HackerRank), and relevant certifications (Google Data Analytics, IBM Data Science) carry more weight than degree field for most private companies.
Build your Data Analyst resume - free
AI-powered bullet rewrites, JD keyword matching, and ATS-safe PDF export. No Word templates, no formatting hassle.