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Data & finance skills for India, free
The Python, SQL, pandas and machine-learning skills that India's data and finance employers actually hire for - learned free, in your browser, with nothing to install and no signup for lessons. Below: what the roles pay (approximate LPA bands), who is hiring, and how the free tracks map to each job.
By Sitraka Forler · Lecturer, Durham Business SchoolUpdated 13 September 2026 About this site
Runs on any laptop
Python and SQL run in the browser - no install, works on modest hardware
Free, no signup
every lesson is free; no fee, no account needed to learn
Job-relevant
built on real market and business data, the way employers use it
The roles, and what they pay in India
Approximate ranges as of 2026, in lakhs per annum (LPA). Pay varies a lot by city, employer type, college tier and skills; aggregator sources differ, so treat these as directional, not offers.
Data Analyst
entry ₹3.5–6 LPA · 5+ yrs ₹9–16 LPAPull data with SQL, clean and summarise it in Python/pandas, and answer business questions with charts.
up to ₹18–25 LPA at top firms
Build it free: SQL + Python + pandasData Scientist
entry ₹6–12 LPA · 5+ yrs ₹18–30 LPABuild and evaluate predictive models: feature engineering, validation, and honest metrics.
IIT/NIT grads at product firms start ₹12–20 LPA; leads 40+ LPA
Build it free: Machine Learning trackBusiness Analyst
entry ₹4–7 LPA · 5+ yrs ₹10–20 LPATurn business needs into metrics and dashboards; SQL, reporting and stakeholder work.
the title spans IT and analytics roles, so pay varies widely
Build it free: SQL FoundationsFinancial Analyst
entry ₹3–5 LPA · 5+ yrs ₹6–12 LPAAnalyse company and market data, build models, and support investment or planning decisions.
CFA/FRM holders and banking/consulting roles reach ₹10–20 LPA
Build it free: Finance SQL + PythonQuantitative Analyst
entry ₹6–10 LPA · 5+ yrs ₹10–25 LPA (mid), 25+ LPA seniorModel markets and risk: backtesting, statistics, and portfolio mathematics.
elite HFT firms are a separate tier - see below
Build it free: ML + Finance SQLThe elite HFT tier is real but tiny. A handful of high-frequency and proprietary-trading firms reportedly offer fresh-graduate packages from around ₹30 lakh to ₹1 crore-plus (total CTC, bonus-heavy). These cover very few firms and hires, are extremely selective, and the numbers come from community reports, not audited data. Aim for the skills; treat that tier as a long shot, not a plan.
Who is hiring
Global bank & fund back offices (GCCs)
India hosts 2,100+ Global Capability Centres employing about 2.36 million people (Nasscom-Zinnov, 2026), and banking/financial services is the single largest vertical. These are the biggest hirers of data + finance talent.
IT services, consulting & the Big 4
The traditional entry path. Note the honest caveat: the big IT firms have been flattening headcount with automation and AI, while GCCs and product firms grow.
Fintech
India's fintech scene, built on UPI, hires heavily for data and analytics.
Quant & high-frequency trading
A small, extremely selective, very well-paid segment, clustered in Gurugram/NCR, Mumbai and the emerging GIFT City hub. Many recruit fresh graduates from the IITs, no prior finance needed.
Your free path
Every track is free and runs in your browser. Start with SQL - it is the fastest route to a hire-able skill.
The Indian market, in brief
India's two main exchanges are the NSE (Mumbai, 1994 - the world's largest derivatives exchange by number of contracts) and the BSE (1875, Asia's oldest). Their benchmark indices are the Nifty 50 (NSE, 50 large-caps) and the Sensex (BSE, 30 companies). Securities markets are regulated by SEBI, and the central bank is the RBI. GIFT City in Gujarat is India's designated International Financial Services Centre and a fast-growing hub for trading and quant firms. The techniques in these lessons apply directly to this data.
Certifications that matter
Coding skills complement these; they do not replace them. Here is what each one is.
NISM
India, some mandatoryThe National Institute of Securities Markets, set up by SEBI. Some roles legally require a NISM certification (for example the Research Analyst exam, Series XV) to work in India.
NCFM / NSE Academy
India, voluntaryOnline market-certification modules from the NSE (now NAL Academy). Industry-recognised but not a legal requirement.
CFA
GlobalThe Chartered Financial Analyst charter from the US-based CFA Institute: three exam levels plus work experience, portable across 160+ markets.
FRM
GlobalThe Financial Risk Manager credential from GARP: two exams plus two years of experience, the standard for risk roles.
Frequently asked questions
Is it really free?
Yes. Every lesson runs in your browser, with no fee and no signup needed to learn. Python and SQL execute on your own machine, so there is nothing to buy or subscribe to.
Do I need a degree from an IIT?
No, not for most data-analyst, BI and analytics roles - a solid portfolio and demonstrable SQL/Python skills matter more than the college name. The elite high-frequency-trading tier is highly selective and IIT-heavy, but that is a small slice of the market, not the whole of it.
Will this run on a low-end laptop?
Yes. Because the code runs in the browser with nothing to install, it works on modest hardware and patchy setups - one of the reasons a browser-based approach fits India well.
Which cities have the most data and finance jobs?
Bengaluru (the largest tech hub), Hyderabad, Pune, Chennai and the Delhi-NCR cluster (Gurugram and Noida) for data; Mumbai for finance and markets; and Gurugram, Mumbai and GIFT City for quant and trading.
Python or SQL first?
SQL first. It is the single most requested skill in data job posts and the fastest route to a first hire-able skill. Then add Python and pandas, then machine learning.
Do I need a paid certification?
Not to learn or to build a portfolio. Some regulated roles legally require a NISM certification (SEBI); CFA and FRM help for finance and risk careers but are optional and separate from your coding skills.
Can I practise on Indian market data (Nifty, Sensex)?
The lessons teach the same techniques you would apply to NSE or BSE data - moving averages, returns, joins across price and fundamentals - so you can practise them on Nifty 50 or Sensex data yourself once the mechanics click.
Start with SQL - free, right now
The highest-leverage first skill, in your browser, no signup. Ten minutes today is a real step toward a first data role.
Run your first queryIndependent and not affiliated with any employer, exchange or exam body named above. Salary figures are approximate 2026 bands drawn from self-reported aggregators (AmbitionBox, Glassdoor, PayScale) and company statements; they vary widely and are shown to give a sense of scale, not a promise. Spotted something out of date? tell me.