Data analyst resume format

A data analyst resume has to prove two things: you can work with data (SQL, Excel, BI tools) and you can turn it into decisions. Every bullet should connect analysis to a business result.

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Kanpur Classic — data analyst resume template

Recommended template: Kanpur Classic

What to include (in this order)

  1. 1

    Header

    Name, phone, email, city, LinkedIn, and a portfolio or GitHub link.

  2. 2

    Summary

    Your experience level, tools, and the domain you know — e-commerce, finance, healthcare.

  3. 3

    Skills

    SQL, Excel (pivot tables, lookups), Power BI/Tableau, Python (pandas), statistics.

  4. 4

    Experience

    Role, company, dates, and analysis-to-impact bullets.

  5. 5

    Projects

    Two to three portfolio projects with real datasets and clear insights.

  6. 6

    Education & certifications

    Degree, plus Google Data Analytics, Microsoft PL-300, or similar.

Sample bullet points

  • Built a Power BI sales dashboard for 40 stores that cut weekly reporting from 6 hours to 30 minutes.
  • Wrote SQL queries to identify a 12% drop-off at checkout, leading to a UX fix that recovered ₹8 lakh in monthly sales.
  • Analysed 2 years of customer data in Python to segment buyers, improving email campaign conversion by 18%.
  • Automated a monthly Excel report with Power Query, eliminating manual copy-paste errors.

Tips that make a difference

  • Lead bullets with the insight or decision, then the tools used.
  • Link to a dashboard or notebook recruiters can open.
  • Use plain-text skill names so ATS matches 'SQL' and 'Power BI' exactly.
  • Freshers: use public datasets (Kaggle, data.gov.in) for portfolio projects.

Skills you can list

SQLExcelPower BITableauPython (pandas)StatisticsData cleaning

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Frequently asked questions

Can a fresher get a data analyst job without experience?+

Yes — strong portfolio projects with real datasets and clear business insights can substitute for experience at entry level.

Which skills matter most on a data analyst resume?+

SQL and Excel come first for most roles in India, then a BI tool like Power BI or Tableau, then Python.

Should I include certifications?+

Yes if they're relevant and recent, such as Google Data Analytics or Microsoft PL-300 — but projects carry more weight.

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