Data analyst jobs for freshers exist in India, just fewer than the job boards make it look. In the 30 days to November 7, 2026 our feed picked up about 1,100 India postings with data analyst, business analyst, MIS analyst or analytics in the title, after we threw out senior, lead and manager titles. Citi, Amazon and Wipro posted the most. The catch is that plenty of the remaining titles still ask for two to seven years, so use the list as a starting point and the rest of this page to sort real fresher roles from the others.
Newest analyst postings in India
Live list, refreshed Nov 12, 2026
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Business Analyst (Process mapping/ SQL/Advanced Excel/user stories //Azure DevOps Boards -WNSBengaluru, Karnataka · In-Person · 2 days ago - S
AVP- Internal Audit (Data Analytics and Operational Support)SMBC GroupIndia · In-Person · 2 days ago - S
Each card opens the posting where it lives, usually the employer's own Workday or SuccessFactors page, sometimes a job board. We don't apply on your behalf. The list is every non-senior analyst posting, newest first, so check the experience line before you spend twenty minutes on a form.
Source: Our job data, Nov 12, 2026
Who is hiring analysts in India right now?
Postings in our feed, senior titles removed
| Citi | 30 |
| Amazon | 19 |
| Wipro | 13 |
| Airbus | 11 |
| LabCorp | 10 |
| Barclays | 9 |
| EY | 9 |
| Bristol Myers Squibb | 9 |
| Husky Technologies | 9 |
| Citigroup | 8 |
Source: Our job data, Nov 12, 2026
When we pulled this list in November 2026, the top was mostly banks and big global companies with capability centres in India: Citi, Barclays and State Street on the money side, Labcorp and Bristol Myers Squibb in healthcare, Airbus in aerospace, plus EY and Wipro. That should shape your portfolio more than your resume template. A bank's analytics team wants to see that you can handle transaction-style data. A pharma team cares about clean, traceable reporting. The project ideas further down are matched to these employers for that reason.
City-wise, analyst openings cluster where these companies sit. If you are set on one city, the Bangalore fresher jobs page and the Hyderabad page show who is posting there this month.
What skills do data analyst postings actually ask for?
Course websites will tell you what to learn. We wanted to see what employers write. On November 7, 2026 we opened 32 analyst postings for India on two employers' own careers sites: 20 from Amazon's India results for data analyst and 12 from Citi's careers site (we left out data engineer roles and apprenticeships). Then we counted which tools each posting named.
Postings read on Nov 7, 2026. One posting can name several tools.
| SQL | 29 of 32 |
| Excel | 23 of 32 |
| Python | 20 of 32 |
| Tableau | 20 of 32 |
| VBA | 13 of 32 |
| SAS | 12 of 32 |
| QuickSight | 10 of 32 |
| Power BI | 8 of 32 |
Source: Amazon and Citi careers sites, read by Fresherify on Nov 7, 2026
- SQL is close to universal: it was in 29 of the 32. If you learn one thing first, make it SQL.
- Excel never went away. Amazon's business analyst postings spell out VBA, pivot tables and array functions, which is more than most college courses teach.
- Power BI looks weak here only because Amazon leans on Tableau and its own QuickSight. The remote Porch insurance analyst role on our list asked for Power BI instead. Learn the BI tool your target companies name, and learn one properly rather than two badly.
- SAS was the surprise. It appeared in 9 of Citi's 12 postings. If bank analytics teams are your target, SAS basics are worth more than a third Python certificate.
Two employers is a small sample, and big companies write long wish lists. Read it as a direction, then check ten postings from the companies you actually want.
Where freshers actually get in
| Route | Example we read |
|---|---|
| Apprenticeship or graduate programme A fixed-length programme for recent graduates, separate from regular openings | Citi India Apprenticeship Program, Mumbai: 12 months, for people within 5 years of graduating who have never been registered on EPF or ESIC |
| 0 to 2 year analyst role The experience line says 0 to 2 years, or freshers can apply | Citi Data Analyst, Gurugram: 0 to 2 years, SAS or SPSS, R or Python |
| 1 year role One year of Excel, SQL or analytics work, which an internship can cover | Amazon Business Analyst roles in Bengaluru (Amazon Pay, WHS Data): 1+ year |
| Internship that converts Titled intern, college intern or trainee | HPE had a College Intern opening listed for Bengaluru when we checked |
Postings close and change. Treat these as examples of the shape to look for, then confirm on the company's careers site.
Reporting roles are the other quiet door. Titles like MIS executive, reporting analyst or data operations associate may pay less at the start, but the work is SQL and Excel all day, and a year of it makes you a credible applicant for the 1 to 3 year analyst roles above. Our list of companies hiring freshers shows who is posting entry-level roles this month.
A 60 to 90 day plan to get job-ready
Ninety days is enough if you have a degree and can give it an hour or two a day. Already comfortable in Excel? Skip the first block and you are at 75 days. Keep the order, though. SQL goes early because nearly every posting above names it, and a dashboard with no SQL behind it looks thin in an interview.
- Days 1 to 15
Excel that survives a test
Pivot tables, XLOOKUP or INDEX and MATCH, SUMIFS, text cleaning, and one clear chart. Take a messy sheet (a college fee register, a cricket scorecard dump) and turn it into a one-page summary.
- Days 16 to 40
SQL every single day
SELECT, WHERE, GROUP BY and JOINs first, then CASE and window functions like ROW_NUMBER and running totals. Install PostgreSQL or MySQL, load a real CSV, and solve two problems a day. This block is the one that gets you through screening.
- Days 41 to 55
One BI tool, chosen by your targets
Power BI or Tableau, whichever your target employers name. Build one dashboard with a filter, a trend line and a KPI card, and publish it where a recruiter can click it.
- Days 56 to 70
Python basics, or SAS for banks
pandas for reading files, groupby, merge and a few plots. If you are aiming at bank analytics teams like Citi's, spend this block on SAS basics instead: the DATA step, PROC SQL and summary procedures.
- Days 71 to 90
Two projects, then apply daily
Finish two of the projects below, write each up in five lines, and apply to a handful of 0 to 2 year roles every weekday. Practise SQL questions out loud while you wait.
Portfolio projects that match who is hiring
A Titanic or Iris notebook tells a recruiter you finished a tutorial. A project built on the kind of data the employer handles tells them you could start on Monday. Pick the row that matches your target list.
| If you are aiming at | Build this, from this data |
|---|---|
| Banks and fintech (Citi, Barclays, State Street) | Monthly UPI volume and value trends, with a note on the biggest month-on-month change. Data: NPCI's published UPI statistics or RBI's Database on Indian Economy. |
| Healthcare and pharma (Labcorp, Bristol Myers Squibb) | Trials by phase, sponsor and state, plus a check on missing fields. Data: Clinical Trials Registry, India or ClinicalTrials.gov. |
| E-commerce (Amazon, Flipkart) | Delivery time against repeat purchase, with a monthly cohort chart. Data: the Olist e-commerce dataset on Kaggle. |
| Insurance (Porch and similar) | Premium and claims mix by product line. Data: IRDAI annual report tables. |
| Consulting and services (EY, Wipro) | A district-level dashboard from one government dataset, with three written findings. Data: data.gov.in. |
UPI trends dashboard | SQL, Power BI | [Month Year] Cleaned [N] months of NPCI UPI data in SQL, built a Power BI dashboard of volume and value by month, and found [one specific finding, e.g. the month with the sharpest jump and a likely reason]. Link: [Tableau Public, GitHub or Power BI share link]
One project, three lines: tools in the header, a number and a finding in the middle, a link at the end. Recruiters skim for the finding.
What do fresher data analysts earn?
Our data can't give you an honest analyst number yet. Of the roughly 1,100 analyst postings in the 30 days to November 7, only a handful stated pay at all, and the largest group of those was nine US-dollar postings. Across the roughly 4,100 India postings in our feed tagged entry level or internship, the 57 that stated pay in rupees had a median of about ₹4.4 LPA. Fifty-seven postings is a thin base and it mixes every kind of job, so use it as a sanity check, not a target. See fresher jobs across India for that wider picture.
When an offer arrives, ask for the CTC split in writing: fixed pay, variable pay and any joining bonus. Compare offers on fixed pay. A ₹5 LPA CTC with ₹1 LPA of variable pay behaves like a ₹4 LPA job until the variable actually lands.
Which days do analyst roles get posted?
| Mon | 155 |
| Tue | 166 |
| Wed | 240 |
| Thu | 186 |
| Fri | 193 |
| Sat | 89 |
| Sun | 73 |
In the November 7 snapshot, Tuesday, Wednesday and Friday each carried about 200 postings, Thursday about 170, and Saturday and Sunday under 100 each. A Sunday search turns up little that is new, so do your hunting on weekdays.
Source: Our job data, Nov 12, 2026
Questions people ask
Can a fresher get a data analyst job without experience?
Yes, but not usually through the plain "Data Analyst" titles at big brands, which mostly want a year or more. Freshers get in through 0 to 2 year roles, apprenticeships, internships that convert, and MIS or reporting jobs. Two projects built on real data close most of the gap.
Data analyst or business analyst: which is better for a fresher?
In the postings we read, data analyst roles lean on SQL, Excel and a BI tool, while business analyst roles lean on requirements, testing and a business domain. RELX's Business Analyst II role in Chennai, for example, centred on user acceptance testing. If you enjoy writing queries, start with data analyst; if you prefer talking to users and writing specs, business analyst suits you better.
Do I need a certificate to get hired?
None of the 32 postings we opened asked for a certificate. They asked for a degree and named tools. A certificate can help you get past a keyword filter, but a project you can explain line by line does far more in the interview itself.
Which degree do data analyst postings ask for?
28 of the 32 postings we read mentioned a degree. Some Amazon roles preferred a quantitative field such as statistics, engineering or economics, and Porch listed business, finance, economics, statistics or actuarial science. B.Com and BBA graduates fit finance and insurance analyst roles well.
Are remote data analyst jobs for freshers real?
Some are, but they are rare. Around 10% of the analyst postings in our feed were remote, and the remote one we opened, Porch's insurance analyst role, asked for three years. Our work from home jobs for freshers page covers the remote roles that do take beginners, and the scams to avoid.
What should my resume say if I have never worked as an analyst?
Put a tools line at the top that mirrors the posting, then your projects, each with one finding and a link. Education and certificates go below that. In the interview, open with the project, not your college; our self introduction examples show how to frame it.
