Data Analyst Resume for Freshers in India: Sample, Keywords and Project Bullets

Nm7 Team · 16 Oct 2026 · 5 min read

Quick answer: A data analyst fresher resume in India should be one page and lead with a short summary, your degree and CGPA, a skills section (SQL, Excel, Power BI or Tableau, Python), and 2–3 data projects with clear results. Projects matter most, so describe the data you used, the tools, and what you found.

What does a recruiter look for in a fresher data analyst resume?

Most entry-level data analyst jobs in India ask for the same core things: you can pull data with SQL, clean and summarise it in Excel, build a dashboard in Power BI or Tableau, and explain what the numbers mean in simple words. Some roles also ask for Python and basic statistics.

As a fresher you do not have job experience to prove this, so your projects, internships and certifications do the work. A recruiter wants to see real datasets, real tools and a clear result in each project.

Sample data analyst resume for freshers (section by section)

This is a made-up example. Replace every detail with your own.

Contact details

  • Ananya Reddy
  • Hyderabad, Telangana · +91 98xxxxxx21 · ananya.reddy@email.com
  • LinkedIn: linkedin.com/in/ananyareddy · GitHub: github.com/ananyareddy

Summary

  • B.Sc (Statistics) graduate with hands-on practice in SQL, Advanced Excel, Power BI and Python (Pandas). Built three end-to-end analysis projects on sales, HR and public data. Looking for a Data Analyst or MIS Analyst role.

Education

  • B.Sc Statistics, ABC Degree College, Osmania University — 2026 — CGPA 8.1
  • Class 12 (MPC), Telangana Board — 2023 — 91%
  • Class 10, CBSE — 2021 — 89%

Skills

  • Data and querying: SQL (MySQL, PostgreSQL), joins, group by, window functions
  • Spreadsheets: Advanced Excel — pivot tables, VLOOKUP/XLOOKUP, conditional formatting, charts
  • Visualisation: Power BI (DAX basics, Power Query), Tableau Public
  • Programming: Python — Pandas, NumPy, Matplotlib
  • Statistics: descriptive statistics, hypothesis testing, correlation, regression basics
  • Soft skills: presenting findings, report writing

Projects

  • Retail Sales Dashboard (Power BI, SQL) — 3 bullets, see examples below
  • Employee Attrition Analysis (Python, Excel) — 2–3 bullets
  • Delhi Air Quality Trends (Python, Tableau) — 2 bullets

Internship

  • Data Analyst Intern, XYZ Analytics Pvt Ltd, Hyderabad (remote) — Jan 2026 to Apr 2026
  • Cleaned weekly order data in Excel and SQL and updated an existing Power BI report for the operations team.
  • Wrote SQL queries to answer ad-hoc questions from the team, such as top products by region.

Certifications

  • Google Data Analytics Professional Certificate (Coursera) — 2025
  • NPTEL: Python for Data Science — 2025

Achievements

  • Finalist, inter-college data hackathon, 2025
  • Volunteer, college placement cell data team

For the general section order and layout, see our resume format for freshers in India.

Which keywords and skills should a data analyst resume include?

Use only the ones you can show in an interview, and match the exact words in each job post.

  • SQL, MySQL, PostgreSQL
  • Advanced Excel, pivot tables, VLOOKUP, XLOOKUP, Power Query
  • Power BI, DAX, Tableau, Looker Studio
  • Python, Pandas, NumPy, Matplotlib, Seaborn
  • Data cleaning, data wrangling, data validation
  • Exploratory data analysis (EDA)
  • Dashboards, reporting, MIS reports, KPIs
  • Descriptive statistics, A/B testing basics, regression
  • Data visualisation, storytelling with data
  • Google Sheets, R (if you know it)

To learn how to pick keywords from a real job post, read ATS resume keywords: how to find and use them.

How do I write data analyst project bullets? (3 examples)

Use this pattern: action verb + what you did + tool + result or finding. The numbers below are examples; use your own true numbers.

  1. Built a Power BI dashboard on 2 years of retail sales data (about 50,000 rows) using SQL for cleaning; showed monthly sales, top 10 products and region-wise trends for a mock management review.
  2. Analysed an employee attrition dataset of 1,470 records in Python (Pandas) and found that overtime and low job satisfaction were the factors most linked to attrition; presented the findings in a 6-slide deck.
  3. Cleaned and merged 3 years of public air quality data for Delhi, handled missing values, and built a Tableau Public chart showing winter pollution peaks by month.

Add a GitHub or Tableau Public link so the recruiter can open your work. More tips are in how to list projects on a resume.

What are common mistakes on fresher data analyst resumes?

  • Listing tools with no proof. "Power BI" in skills but no project that uses it.
  • Only course projects everyone has done with no finding. Say what you discovered, not just "did EDA on Titanic dataset".
  • Skill bars and star ratings. They give no real information and many systems cannot read them.
  • Too many tools. Ten languages listed looks less believable than four you know well.
  • No links. A data portfolio without a link is hard to check.
  • Two-column templates with icons. Use a simple single-column layout so the text is read in the right order.
  • Same resume for MIS, business analyst and data analyst roles. Change the summary and top skills for each.

Should I apply as a data analyst, MIS executive or business analyst?

All three use Excel and reporting. MIS roles focus more on Excel reports and daily data. Business analyst roles often add requirement gathering and talking to stakeholders. Data analyst roles lean more on SQL, dashboards and Python. Read each job post and adjust your summary to match.

Build your data analyst resume on nm7.si

The nm7.si resume builder gives you clean, single-column ATS-friendly templates and guidance for what to write in each section. Keep all your projects in one resume and use the show/hide switch to pick the best ones for each job. Download as PDF or Word, or share a link.

Frequently asked questions

Can I get a data analyst job without a B.Tech?

Yes. Many companies hire B.Sc, B.Com, BCA and BBA graduates for analyst roles if they can show SQL, Excel and dashboard skills through projects.

Is Python required for a fresher data analyst role?

Not always. Many entry-level roles focus on SQL, Excel and Power BI, but Python is often listed as good to have, so it helps if you know it.

Which certifications help a data analyst resume?

Recognised courses like the Google Data Analytics certificate, Microsoft Power BI courses or NPTEL data science courses can help, but projects that show the skill matter more.

Where should I put my GitHub or portfolio link?

Put it in the contact section at the top, and add a project link next to each project if you have one.

Should a data analyst fresher resume be one page?

Yes. One page is enough for a fresher. Keep your best 2–3 projects and cut school activities first.