Interview Prep
← Company guidesQuant Recruiting in India
India has become one of the most active quant-hiring markets in the world, a dense cluster of home-grown prop shops plus the India offices of global firms, recruiting hard from a handful of elite campuses. Here's how the pipeline actually works.
Compiled from public sources (placement blogs, firm sites, news). India quant-hiring data is patchier than the US/UK; treat comp figures as illustrative, high-end, and year-specific, not norms.
Feeder universities
Where the firms actually recruit, and why.
The IITs
Volume feedersIIT Bombay, Delhi, Kanpur, Madras and Kharagpur are the primary campus targets, with Roorkee and Guwahati rising fast. The Mathematics & Computing, CS, and Electrical Engineering programs are the sweet spot. Placement cells at several IITs reported a 3–5× jump in trading-firm visits across the 2024–26 cycles. Firms target them because the JEE filter selects for exactly what quant rewards: speed, accuracy, and performance under pressure.
ISI, Indian Statistical Institute
The quant-research feederISI (Kolkata / Delhi / Bangalore) is widely regarded as India's premier statistics and quant-research pipeline. The B.Stat / M.Stat give the deepest probability-and-statistics training in the country, taught with research exposure from undergrad. Cohorts are small, so ISI's reputation is about quality per head rather than volume, but for pure research roles it is the most respected name.
CMI, Chennai Mathematical Institute
Math/theory depthA small, elite math/CS institute with near-100% placement. Respected for pure-math and theory depth, making it a natural quant-research feeder alongside ISI, at smaller scale.
BITS, DTU, IIIT-Hyderabad, IISc & top NITs
Strong second tierVery much on the radar, BITS Pilani has landed top quant-trading offers from firms like Tower Research and IMC. Firms like Optiver and Jane Street state plainly that they hire on problem-solving, math, and coding rather than pedigree alone, so strong students from these schools break in regularly.
IIMs
Buy-side adjacentTop IIMs place into PE, hedge funds, and banking, but pure algorithmic-quant roles usually go to engineers, since the skillset doesn't need an MBA. Relevant for buy-side/alternatives, less so for core prop/HFT quant.
Firms hiring in India
The Gurugram–Mumbai–GIFT City cluster, plus global firms' India offices. A huge share of Gurugram's quant industry sits in one building, the Two Horizon Center.
| Firm | Type | India | Notes |
|---|---|---|---|
| Graviton Research Capital | Prop / MM | Gurugram | Often called the fastest-growing India-origin HFT. No finance background required. |
| Quadeye | Prop / MM | Gurugram · GIFT City | One of the largest India-based prop firms; recruits Quant Strategists at the top IITs. |
| AlphaGrep | Prop / MM | Mumbai · Bengaluru · Gurugram | Global prop shop with a new asset-management arm; hires CS/Math/Physics/EE. |
| iRage | Prop / MM | Mumbai | A pioneer of HFT in India (2009); quant, dev, and systems roles. |
| NK Securities Research | Prop / MM | Gurugram · GIFT City | Founded by IIT Delhi CS grads; ultra-low-latency focus. |
| Quantbox Research | Prop / MM | Gurugram | Founded 2020; grew into a top-5 India HFT quickly. |
| Tower Research Capital | Prop / MM | Gurugram | Major India engineering/quant hub in the Two Horizon Center. |
| Citadel Securities | Prop / MM | Gurugram · IIT-B lab | 'Discover' program for IIT undergrads; funded a Quant Research Lab at IIT Bombay. |
| Optiver | Prop / MM | Mumbai (opened 2024) | New and growing office; famous 8-minute, 80-question mental-math test. |
| Da Vinci | Prop / MM | Recruits at IITs | Amsterdam-based; recruits at IIT Delhi/Bombay/Kharagpur with a very fast process. |
| Jane Street | Prop / MM | Campus (global roles) | Recruits Indian students via campus for HK/London/NY/global seats. |
| IMC Trading | Prop / MM | Growing India presence | Multiple ₹1cr+ offers at BITS; ~18-min/24-question math+reasoning test. |
| WorldQuant | Buy-side | Mumbai + others | Also the BRAIN Research Consultant program, build alphas remotely, no pedigree needed. |
| Squarepoint | Buy-side | Bengaluru | Squarepoint Technologies India; quant developer and desk-quant roles. |
| D.E. Shaw | Buy-side | Hyderabad · Bengaluru · Gurugram | Large India tech centers; campus hiring skews software/systems. |
| Goldman Sachs | Sell-side | Bengaluru · Hyderabad · Mumbai | Strats/Quant roles; runs the GS Quantify contest as a pipeline. |
| JPMorgan / Morgan Stanley | Sell-side | Mumbai · Bengaluru · Hyderabad | Quant research and desk-strats roles across large India hubs. |
| Futures First | Prop (derivatives) | Gurgaon + 4 cities | Large graduate intake; derivatives-trading and analyst-heavy. |
The campus process
Day 0 / Day 1 culture
IIT placements run in the 7th semester. Registered firms get time slots on Day 0 (≈ Nov 30) and Day 1 (Dec 1); the most sought-after quant and prop shops buy the earliest slots. Applications and online tests begin around September; shortlists and interviews cluster into the December window. Students routinely hold shortlists at 15+ firms, the funnel compounds.
Stage 1, Online assessments
Heavy on probability/statistics, speed math, logical puzzles, and DSA/coding for developer-leaning roles, and brutally time-constrained. Documented formats include Optiver's ~8-minute / 80-question math test and IMC's ~18-minute / 24-question math-and-reasoning test. Speed and accuracy gate everything before anyone reads your resume.
Stage 2, Interviews
Multiple fast, high-pressure rounds, often without pen and paper: rapid expected-value and probability questions, mental math, brainteasers, and guesstimates, sometimes with only 10–20 seconds per question. Developer and quant-dev tracks add DSA rounds. Expect deep probing of your resume and internship work. Some trading loops are remarkably short end-to-end.
Prep tips for Indian candidates
- 1
Drill mental math to reflex level. The OA gate (Optiver-style 8-min/80-Q, IMC-style tests) filters on raw arithmetic speed before anyone reads your resume. Timed daily sets are the single highest-leverage, most India-specific differentiator.
- 2
Go deep on probability and brainteasers, out loud. Master expected value, conditional probability, Bayes, and Markov chains, then practice saying the reasoning aloud under a 10–20 second clock, because interviews are verbal and fast.
- 3
Keep DSA sharp even for research tracks. Student accounts are consistent: you'll face DSA in the OA and in at least two interview rounds regardless of the job title. Maintain Codeforces/LeetCode-medium fluency in C++ or Python.
- 4
Play the calendar and build off-campus on-ramps. Register early and take every OA seriously, shortlists compound. Beyond the campus slot, use WorldQuant BRAIN, quant competitions (QuantFest), and firm intern programs (Citadel's Discover, Jane Street internships). For non-IIT/ISI/CMI candidates especially, a strong competitive-programming or Kaggle record plus these channels is the realistic path in.
Start where the funnel starts: the mental-math questions and probability set, then pressure-test with a timed mock. Not sure which seat suits you? Compare the roles.