Resume & ATS · India
Data Analyst resume that gets past ATS
Indian hiring for Data Analyst roles (BA / DA) is competitive across e-commerce, BFSI, consulting. Typical packages for solid profiles land around 4–12 LPA, with wide variance by city and company tier. Panels care about turning messy data into decisions.
Skills language to mirror
When the job description names these — and you have them — use the same wording. Indian ATS and recruiter searches are literal.
SQL · Excel · Python · Tableau/Power BI · statistics
ATS tips for Data Analyst
- Mirror the JD's exact stack terms when you truly have them — especially SQL, Excel, Python.
- Lead with dashboards that changed a KPI; name tools exactly
- Use standard headings (Summary, Experience, Projects, Skills, Education). Avoid tables and text boxes that break Indian ATS parsers.
- Put the target title (Data Analyst) near the top if it matches the role you want next.
Common mistakes
- Tool dump (Excel, SQL, Tableau) with zero dashboard or decision outcome.
- Calling yourself a data scientist with only descriptive SQL — BFSI panels notice.
- No stakeholder story (finance, growth, ops) behind the metric.
- Screenshots of dashboards that hide the business question.
Interview angle (preview)
Panels often probe: turning messy data into decisions. Practise: Funnel drop case; A/B test read; stakeholder who disputed your number.
Full Data Analyst interview guide →
Related reading: How Indian IT companies screen with ATS · ATS Scanner
FAQ
What should a Data Analyst resume emphasise in India?
Lead with outcomes in SQL, Excel, Python, match JD language, and keep ATS-simple formatting. Lead with a dashboard or analysis that moved a KPI; spell SQL/Excel/BI tools exactly as the JD does.
What do Data Analyst panels in India usually probe?
turning messy data into decisions. Expect questions like: Funnel drop case; A/B test read; stakeholder who disputed your number.
How does Reunitor help Data Analyst candidates?
Upload your résumé for an ATS audit, match verified roles, tailor applications to each JD, and practise interviews with STAR feedback.