Data Analyst Resume for Freshers in India: Format and Tips

Last updated: 21 September 2026 · By the Asuraa Team

What should a data analyst resume for freshers include?

A data analyst resume for freshers should include contact details, a short summary, skills, projects, education, and any internships, certifications or volunteer work. Naukri Campus's guide to data analyst resumes for freshers, dated 26 May 2025, lists contact information, professional summary, education, skills, experience, projects and certifications, and prefers one page.

If you are earlier in your journey, start with our explainer on what a data analyst is so you know which role you are writing for.

In what order should the sections go?

Put the sections that prove skill first, and choose an order you can defend. The two guides we read differ, which is useful to know.

Indeed India's data analyst resume guide, published 10 September 2025, suggests one to two pages and tailoring the content to each posting. For a fresher with little work history, we suggest this order: contact, summary, skills, projects, education, then internships and certifications. That is our editorial view, so test it against postings you want.

How do you write the summary?

Write two or three lines that name the role, your strongest tools and one piece of proof. Naukri Campus's example describes an aspiring data analyst with a strong foundation in statistical analysis and data visualisation, proficient in Python, SQL and Excel.

Here is an invented illustration you can adapt only if it is true for you: "Final-year statistics graduate seeking a data analyst role. Built three projects using SQL, Excel and Power BI on public datasets, including a dashboard on delivery delays." Keep it factual and specific, and avoid words such as "passionate" that prove nothing.

How do you write project bullets when you have no job history?

Use four parts in each bullet: an action, the tool, the dataset and the result. Indeed India advises including quantifiable results and business impact, and Naukri Campus advises action verbs such as analysed, created and developed.

The pair below is invented to show the difference.

• Weak: "Worked on a sales project using Excel."
• Stronger: "Analysed a public retail orders dataset in Excel and SQL, removed duplicate orders, and built a pivot-table summary showing which product categories drove late deliveries."

Only use a number if you can explain it in an interview. If you do not have a real metric, describe the finding in words instead. Our guide on how to list projects on a resume covers the general format, and our post on data analyst portfolio projects gives ideas if you need something to write about.

What should the skills section say?

List the tools you can use today, grouped by type, and match the wording of the posting. Internshala's data analytics fresher jobs page shows skills such as Python, SQL, MS Excel, Power BI and Tableau in its listings, along with data cleaning, dashboards and statistical analysis.

A simple grouping works well.

1. Query and spreadsheet tools: SQL, Excel or Google Sheets.
2. Visualisation: Power BI or Tableau.
3. Programming: Python or R, with the libraries you have used.
4. Analysis: data cleaning, statistics, dashboards.

Do not list a tool you could not discuss for five minutes. Our guide to data analyst skills explains how to prove each one.

How long should the resume be, and how should it look?

For a fresher, aim for one page. Naukri Campus prefers one page, and Indeed India allows one to two, so one page is the safer choice when your experience is short.

Use bullet points and consistent formatting, and choose a template that stays easy to scan. Indeed India also advises leaving out personal details such as gender, race and marital status. For a plain, ATS-readable layout, follow our guide to a resume for freshers in India.

How do you show internships and certifications?

Give each one a line that says what you did, not only what you attended. Naukri Campus lists internships, part-time work and volunteer roles under experience, and relevant credentials such as the Google Data Analytics certificate under certifications.

For an internship, name the organisation, your dates and one task with a tool and an outcome. For a certificate, name the course, the provider and the project you finished during it. If you did a course but no project, build one before you list the course, so the line has proof behind it.

What should you check before you send it?

Run through this checklist for each application. It is our own list.

1. Does the title match the posting? Use the role name from the advert where it is true.
2. Do the top five tools match the posting? Mirror wording only where it is honest.
3. Does each project say what you did and found? Cut any bullet that names only a tool.
4. Is every number real? Remove anything you cannot explain.
5. Are the links live? Open your GitHub, dashboard or portfolio link.
6. Does it read cleanly as plain text? Save a PDF and check that the text can be selected.

To see how a draft compares with a real job description, try the AI resume reviewer on asuraa.in. It accepts PDF, DOC and DOCX files up to 10 MB and gives ATS-compatibility feedback and keyword gaps.

What do most guides on a data analyst resume for freshers get wrong?

Most guides offer a template and a sample summary and stop. These are the gaps.

• They list tools without proof. A skills list shows what you studied, while a project bullet shows what you did.
• They push invented numbers. A percentage you cannot explain is a risk in an interview.
• They give one order as the rule. Two well-known guides order the sections differently, so choose the layout that shows your strongest proof first.
• They ignore the posting. A resume that mirrors the posting's true requirements reads better to people and to software.

FAQ

What should a data analyst fresher put on a resume?

Include contact details, a short summary, skills, projects, education, and any internships or certifications. Naukri Campus lists these sections and prefers one page. Lead with skills and projects, and describe each project with the tool, dataset and result.

How do I write a data analyst resume with no experience?

Use projects, internships, coursework and certifications as evidence. Naukri Campus advises emphasising academic projects when professional experience is limited. Write each project as an action, tool, dataset and result, and use numbers only where they are real.

How many pages should a data analyst fresher resume be?

One page is the safer choice. Naukri Campus prefers one page for freshers, while Indeed India allows one to two pages for data analyst resumes in general. If you have little work history, one focused page is easier for a recruiter to scan.

Which skills should a data analyst fresher list on a resume?

List the tools you can use, such as SQL, Excel, Power BI or Tableau, and Python or R if you know them. Internshala's fresher listings show these tools. Add data cleaning and statistics, and match the wording of the posting where it is true.

Should I include a summary on a data analyst fresher resume?

Yes, a short one. Both Naukri Campus and Indeed India include a summary or profile section. Use two or three lines that name the role, your main tools and one piece of proof, and avoid empty adjectives.

How do I make my data analyst resume ATS friendly?

Use a simple layout, standard section headings and the keywords from the posting where they are honest. Save it as a text-readable PDF or DOCX. The Asuraa AI resume reviewer reports ATS-compatibility feedback and keyword gaps against a job description.

Final thoughts

A fresher analyst resume works when it shows evidence: a few clear projects, the right tools and honest results on one page. Tailor it for each role and remove anything you cannot explain.

Before you apply, check your draft with the AI resume reviewer on asuraa.in and fix the keyword gaps it reports.