Data analyst resume format
A data analyst's resume is judged on two things: whether the tools match the posting and whether the work changed a decision. The format below keeps both visible — a tight skills section a recruiter can match against the job in seconds, and experience bullets that pair the analysis with what the business did about it. The sample is a five-year analyst across lending and retail, shown in a timeline template that makes career progression easy to follow.
Skills to include
The terms recruiters filter on for this role. List the ones you can back up with a line of experience or a project.
- SQL
- Python
- Pandas
- Excel
- Power BI
- Tableau
- Statistical Analysis
- Data Visualization
- Data Cleaning
- A/B Testing
- Data Analysis
- Google Sheets
Sample data analyst resume, as text
Data Analyst
Summary
Data analyst with 5 years turning messy datasets into decisions for banking and retail. Comfortable owning everything from SQL pipelines to boardroom dashboards.
Experience
Senior Data Analyst · Finmark Capital
Mumbai · Apr 2022 – Present
- Built credit-risk dashboards tracking a ₹1,200 Cr loan book.
- Automated weekly reporting, saving the team 20 hours a month.
- Partnered with collections to cut early defaults by 11%.
- Mentor two junior analysts on SQL and dashboard design.
- Present monthly portfolio health to the credit committee.
Data Analyst · RetailKart
Pune · Jun 2019 – Mar 2022
- Ran festival-season demand forecasting across 2,000 SKUs.
- Built the A/B testing pipeline for pricing experiments.
- Merged point-of-sale data from 120 stores into one reporting warehouse.
- Built store-level sales forecasts used to plan Diwali inventory.
Business Analyst Intern · Mahindra Finance
Mumbai · Jan 2019 – May 2019
- Analysed rural loan repayment patterns across three states.
- Presented a branch-level risk heatmap to regional heads.
- Cleaned five years of branch data into a single analysis-ready table.
Projects
UPI Spend Tracker
Python tool that sorts bank SMS alerts into a monthly spending dashboard.
Monsoon and Sales
Study of rainfall against regional FMCG sales, published on Kaggle with 900 upvotes.
Education
- B.Sc Statistics · University of Mumbai · 2016 – 2019
Skills
- Analysis: SQL, Python, Pandas, Excel
- Visualisation: Power BI, Tableau, Looker
- Data: dbt, BigQuery, Airflow, Statistics
Certifications
- Google Data Analytics Professional · Google · 2022
- Microsoft Power BI Data Analyst (PL-300) · Microsoft · 2023
Awards
- Analytics Excellence Award · Finmark Capital · 2024
- Datathon Runner-up · IIT Bombay Techfest · 2021
Languages
- Hindi · Native
- English · Fluent
- Marathi · Fluent
Common mistakes on data analyst resumes
- Bullets that stop at the dashboard
- "Built a sales dashboard" is half a sentence. Say who used it and what changed: "Built the credit-risk dashboard the collections team uses weekly; early defaults fell 11%."
- Tools without evidence
- If Tableau is in your skills, a bullet should show Tableau doing something. Recruiters cross-check the skills list against the experience, and an unsupported tool is the first interview question.
- Hiding the numbers
- Analysts are expected to quantify. Rows processed, hours saved, revenue affected, size of the loan book — every bullet should carry at least one figure, even an approximate one.
- A statistics section copied from a syllabus
- Name the methods you have used on real data (regression, cohort analysis, A/B testing) rather than everything you studied. Keep the rest for the interview.
Questions about the data analyst resume format
- What skills should a data analyst resume list?
- SQL first, then a programming language (Python or R), spreadsheets (Excel or Google Sheets), and one or two BI tools (Power BI, Tableau, Looker). Add statistics and A/B testing if you have used them on real data. Group them so a recruiter can match the posting at a glance.
- How do I write a data analyst resume with no experience?
- Treat projects as experience: a public dataset you analysed end to end, with the question, the method, the finding and a link to the notebook or dashboard. Two such projects plus a Google or Microsoft analytics certification is a credible fresher resume; the B.Tech fresher format on this site shows the layout.
- Should a data analyst resume be one page?
- One page up to around five years, as in the sample. The timeline layout fits two roles with three bullets each, education, skills and a certification without crowding; a second page is for senior analysts with several employers.
- Does this format work for business analyst and MIS roles too?
- Yes, with the same structure. For a business analyst role, lead bullets with the business decision and mention the tooling second; for MIS, give reporting cadence and automation (hours saved) more weight.
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