Data Analyst resume check

Data Analyst resume example and ATS tips

Screeners look for SQL, Excel, and a BI tool shown in real analysis, plus the business question each piece of work answered. Upload your PDF to see whether screening software can read it and how strong the signal is for data analyst roles.

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Data Analyst resume example

Sample data analyst resume (2 years' experience)

A single-column layout with plain headings, so applicant tracking systems read it in the right order. Each bullet names the work, the tools, and a result. The candidate and companies are fictional; use the structure, not the numbers.

Priya Sharma

Data Analyst | SQL, Excel, Power BI, Python

Pune · +91 98xxx xxxxx · priya.sharma@email.com · github.com/priyasharma

Summary

Data analyst with 2 years in fintech, turning collections and payments data into dashboards and recommendations. Strong in SQL and Excel, with Python for automation.

Experience

Data Analyst, Finserve Payments, Pune

Jul 2024 – Present

Built Power BI dashboards on SQL Server data for the collections team, used by 40 agents daily.
Automated weekly MIS reports in Python, cutting preparation time from 6 hours to 1.
Analysed delinquency trends across 2 lakh loan accounts; a segment-wise call strategy improved recovery by 7%.

Projects

IPL auction price analysis

Scraped 10 seasons of auction data and modelled price vs performance in Python; published a Tableau Public dashboard.

Education

B.Com, Savitribai Phule Pune University, 2023

Skills

Analysis: SQL, Excel (pivots, Power Query), Power BI, Python (Pandas), statistics
Other: Data cleaning, A/B test analysis, stakeholder presentations

Certifications

Microsoft PL-300 Power BI Data Analyst (2024)

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Data Analyst keywords

Terms recruiters filter on for data analysts

Use the ones you can back up with real work, and spell them the way the job description does. A keyword with no supporting bullet reads as padding to both screening software and recruiters.

SQL
Excel
Power BI
Tableau
Python
Pandas
Data visualization
Dashboards
Data cleaning
Statistics
A/B testing
MIS reporting
Google Sheets
Looker Studio

Hiring in India: what to know

Many Indian analyst roles list SQL and Excel as must-haves; make both visible in your experience, not just your skills list.
Freshers: one strong end-to-end project (question, data cleaning, analysis, dashboard, finding) beats five tutorial notebooks.
Mention domain exposure such as BFSI, e-commerce, or healthcare; it is a common filter.

Before and after

Rewriting a weak data analyst bullet

Before

Made dashboards in Power BI for the sales team.

After

Built a Power BI sales dashboard on SQL Server data for 12 regional managers; flagged a 9% discount leak in two regions that finance then capped.

Illustrative example. The stronger version names the scope, what you did, and the result. Only use numbers you can verify.

Example map

Your PDF receives its own scores

40/100

Visual diagnosis

ATS compatibility is only one part of the signal

Your report maps ATS parseability alongside keyword alignment, impact, readability, credibility, and interview potential. That shows whether the document is merely readable or persuasive enough to earn a callback.

ATS

Keywords

Impact

Readability

Credibility

Interview

What we check on a Data Analyst resume

Parsing and structure

Flags layouts, columns, tables, glyphs, and section patterns that can make important resume content difficult to extract.

Keyword alignment

Checks whether your experience is expressed with clear role, skill, tool, and domain language that screening systems can recognize.

Recruiter readability

Measures whether a recruiter can quickly understand your level, strongest work, and relevance after the ATS passes the file through.

Issues to check

Common Data Analyst resume mistakes

Listing SQL and Power BI in skills but never showing a query, dashboard, or report you built
Describing course projects with generic datasets and no question or finding
Dashboard screenshots pasted as images, which parsers can't read
Calling routine MIS reporting "data analysis" without saying what decision it supported

From diagnosis to outcome

What to do with your result

Start with parseability: if the software cannot reliably extract your history, stronger wording will not solve the first screening problem.

Then improve the hiring signal. Resumaxx can apply the remaining recommended fixes and generate a cleaner ATS-friendly PDF after you review your free scan.

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Useful before you apply through

Company career portalsRecruitment platformsStaffing agenciesHigh-volume job boards

Frequently asked questions

What should a data analyst resume include?

SQL, Excel, and a BI tool shown inside real work, the business questions you answered, and results. Freshers should add one or two complete projects with a link to the dashboard or code.

Should a fresher data analyst resume include certifications?

Yes, list relevant ones such as Google Data Analytics or Microsoft PL-300, but put your projects above them. Recruiters weight applied work more heavily.

Is this ATS checker free?

The initial resume scan and hiring-signal result are free. Applying all remaining fixes and downloading the rewritten PDF is a paid, optional service.

Does a high ATS score guarantee interviews?

No. ATS readability helps your resume survive technical screening, but role fit, evidence, competition, and recruiter judgment still affect interview decisions.