Top HFT, Prop Trading and Quant Firms in 2026

Top Firms in Quantitative Trading, HFT and Prop Trading

If you are exploring a career in quantitative trading, this guide helps you understand which firms matter, what they are known for, where they operate, and what skills candidates need in 2026. It covers global market makers, India-focused HFT firms, quantitative investment firms, compensation trends, emerging hubs and the growing role of machine learning in trading.

This guide is written for a global audience. India-linked presence is called out for each firm because QuantInsti places students and professionals worldwide, with a significant proportion based in or targeting India’s quant and algo trading market. Readers from other regions can use the main firm descriptions and the Firms to Research by Candidate Profile table and set aside the India-specific callouts.

Global Market-Making and HFT Giants

The biggest story in this part of the industry is no longer only speed. It is scale. Several leading firms generated record or near-record trading revenues in 2025, and the largest private market makers now rival major Wall Street banks in annual trading revenue.

1. Jane Street

Headquarters: New York

Other major offices: London, Singapore, Hong Kong and other global hubs

Known for: ETFs, options, fixed income, market-making, quantitative trading and increasingly medium-frequency machine-driven strategies

Jane Street is one of the most closely watched firms in global quantitative trading. Bloomberg reported that Jane Street generated about $39.6 billion in net trading revenue in 2025, ahead of several major banks' trading divisions, and followed this with a reported $16.1 billion in trading revenue in Q1 2026. Because Jane Street is private, these figures should be treated as reported figures, not company-published financial statements.

2. Citadel Securities

Headquarters: Miami

Major offices: New York, Chicago, London, Singapore and other global hubs

India: Gurugram

Known for: Global market-making, equities, options, fixed income, ETFs and retail order flow

Citadel Securities remains one of the most influential market makers globally. Reuters reported that the firm generated about $12.2 billion in trading revenue in 2025, a record for the firm. It is also widely known for handling a large share of US retail equity order flow.

For candidates, Citadel Securities is typically associated with extremely high standards in quantitative reasoning, coding, systems design and trading judgement. Its India hiring and engineering footprint make it particularly relevant for Indian candidates targeting global market-making roles.

3. Hudson River Trading

Headquarters: New York

Other offices: Chicago, Austin, Boulder, Boston, Seattle, Miami, San Francisco, London, Dublin and Singapore

India: BKC, Mumbai

Known for: Automated market-making, trading infrastructure and quantitative research

Hudson River Trading, or HRT, is another major technology-led trading firm. Reuters reported that HRT generated around $12.3 billion in net trading revenue in 2025, making it one of the largest private trading firms globally by reported trading revenue.

HRT is especially relevant for candidates with strong software engineering, systems, C++ and distributed infrastructure skills, along with quantitative research ability.

4. Optiver

Headquarters: Amsterdam

Major offices: Chicago, New York, London, Singapore, Sydney and Mumbai

India: Mumbai, BKC. Optiver’s Mumbai office opened in 2024.

Known for: Options market-making, trading research, risk-taking and technology-led liquidity provision

Optiver's own 2025 financial disclosure reported €4.556 billion in net trading income and €1.769 billion in net profit attributable to equity holders. These company-disclosed numbers make Optiver one of the more transparent major private market makers.

For candidates, Optiver is known for probability, trading games, fast numerical reasoning, market-making simulations and strong engineering interviews.

5. IMC Trading

Headquarters: Amsterdam

Major offices: Chicago, Sydney, Singapore and other global hubs

India: Mumbai. IMC’s Mumbai office opened in 2021, after the firm began actively trading in India in the late 2000s.

Known for: Global market-making, quant research and technology-driven trading

IMC is one of the longest-established market-making firms globally, founded in 1989. The firm says it has more than 1,900 employees, 10 offices, and access to 120+ trading venues.

India has become a visible hiring market for IMC. Economic Times, citing Bloomberg reporting, said IMC offered India interns up to ₹12.5 lakh per month in 2025. These are media-reported figures for specific, highly selective roles and are not a standard starting point for all quant positions.

6. XTX Markets

Headquarters: London

Other offices: Global presence including Singapore and Mumbai

India: Mumbai, BKC

Known for: Machine-learning-driven price forecasts and liquidity provision

XTX is one of the clearest examples of machine learning becoming central to market-making. The firm says it uses machine-learning technology to produce forecasts across more than 53,000 financial instruments. Media reports based on UK filings have also highlighted XTX's 2025 scale, including roughly £3.9 billion in revenue and £1.7 billion in profit.

Candidates interested in ML-heavy quant research, infrastructure and large-scale data systems should study XTX closely.

7. DRW Trading

Headquarters: Chicago

Major offices: London, Singapore and other locations

Known for: Multi-asset trading, liquidity provision, risk-taking and crypto through Cumberland

DRW spans ETFs, rates, commodities, cryptoassets and other markets. Its Cumberland arm is one of the better-known institutional crypto liquidity providers. Crypto is no longer just a side experiment for many trading firms, but it remains a highly regulated and jurisdiction-dependent business.

8. Susquehanna International Group (SIG)

Headquarters: Bala Cynwyd, Pennsylvania

Major offices: US, Dublin, Singapore and other hubs

Known for: Options trading, derivatives, game theory and decision science

SIG is one of the oldest and most respected options-focused trading firms. It is well known among candidates for probability, poker-style decision-making, market-making games and trading judgement interviews.

9. Jump Trading

Headquarters: Chicago

Major offices: London, Singapore and other hubs

India: GIFT City and Gurugram

Known for: HFT, futures, market-making, infrastructure and digital assets through Jump Crypto

Jump Trading remains one of the most technically sophisticated trading firms globally. In India, its GIFT City presence makes it part of the emerging IFSC-linked quant trading ecosystem.

10. Tower Research Capital

Headquarters: New York

Major offices: London, Singapore, Gurugram and other hubs

India: Gurugram and GIFT City

Known for: Low-latency trading, systems engineering and quantitative research

Tower is one of the most recognised HFT firms among Indian engineering candidates. Its India presence, particularly in Gurugram and GIFT City, makes it a visible name in the domestic quant hiring market.

11. Qube Research & Technologies

Headquarters: London

India: Mumbai

Known for: Systematic trading, quant research and multi-strategy investing

Business Standard reported in May 2026 that Qube Research & Technologies received in-principle approval from IFSCA to establish operations in GIFT City's special economic zone, making it the first global HFT to take the SEZ route rather than the domestic tariff area. This is important because GIFT City continues to evolve as a base for international financial services, trading infrastructure and India-linked quant operations.

12. Virtu Financial

Headquarters: New York

Known for: Listed market-making firm, execution services, global liquidity provision. Virtu provides liquidity across thousands of securities and hundreds of venues globally.

13. Flow Traders

Headquarters: Amsterdam

Major offices: New York, London, Singapore and other hubs

Known for: ETP liquidity provision and crypto ETP market-making

Flow Traders' 2025 annual reporting showed €485.8 million in net trading income and €133.6 million in net profit for the year. It remains an important name in ETP liquidity provision and has expanded into crypto exchange-traded products.

14. Akuna Capital

Headquarters: Chicago

Major offices: London and Singapore

Known for: Options market-making and derivatives trading

Akuna is a recognised derivatives trading firm, particularly relevant to candidates interested in options, trading systems and market-making.

15. Mako Trading

Headquarters: London

Major offices: Singapore

Known for: Options market-making and derivatives trading

Mako is a long-running derivatives trading firm and remains relevant in the options market-making ecosystem.

16. Maven Securities

Headquarters: London

Major offices: Chicago and other hubs

Known for: Technology-led market-making and systematic trading

Maven is another London-based firm worth tracking for candidates interested in proprietary trading, market-making and quant roles.

Global Banks with Electronic Trading and Market-Making Desks

It is better to avoid calling large bank desks "proprietary trading arms" too loosely. In the US and several other jurisdictions, post-crisis rules such as the Volcker Rule generally restrict banking entities from proprietary trading, while allowing activities such as market-making, underwriting, hedging and client facilitation under defined conditions.

So, for banks, the cleaner term is electronic trading and market-making desks, not pure prop trading arms.

Goldman Sachs

Goldman Sachs remains a major global markets participant across equities, fixed income, currencies, commodities, derivatives, electronic trading and client market-making. It has a major India presence through Bengaluru, Hyderabad and Mumbai operations, though candidates should distinguish between front-office global markets roles, engineering roles and support functions.

Morgan Stanley

Morgan Stanley is a major global markets and investment banking firm with electronic trading, derivatives, prime brokerage, risk and technology functions across global hubs. Like Goldman Sachs, it is relevant for candidates who want exposure to institutional markets, but its role structure differs from independent HFT and prop trading firms.

Global Quant Firms with Major India-Linked Hiring

WorldQuant

WorldQuant is a global quantitative asset management firm with a strong India talent footprint. WorldQuant lists Bengaluru, Delhi and Mumbai research offices. It is particularly relevant for candidates interested in alpha research, data science, statistical modelling and systematic investing.

Millennium Management

Millennium is a global multi-strategy investment firm. It is not a pure HFT shop, but its quant, data, technology and portfolio-management functions make it relevant for candidates interested in systematic investing and pod-based hedge fund structures.

India-Origin and India-Focused Quant Trading Firms

India's HFT and quant trading ecosystem has become much more visible over the past few years. Global firms are expanding in India, while domestic firms are increasingly competitive on compensation, campus hiring and market share.

1 . Graviton Research Capital

India presence: Gurugram, GIFT City and Singapore

Known for: HFT, quantitative research, low-latency systems and campus hiring

Graviton is one of India's best-known homegrown HFT firms and is frequently discussed alongside global firms in the Indian quant hiring market. It is especially relevant for candidates from strong engineering, mathematics and competitive programming backgrounds.

2. NK Securities Research

India presence: India and Singapore-linked operations

Known for: HFT, cash and derivatives trading, low-latency strategies

NK Securities is one of India's significant domestic HFT names. It is often mentioned in the context of GIFT City and India's growing proprietary trading ecosystem.

3. iRage

India presence: Mumbai and GIFT City

Known for: HFT, market-making, proprietary capital, low-latency systems and institutional algo infrastructure

Founded in 2009, shortly after Direct Market Access was introduced in Indian markets, iRage is one of India's longest-running HFT firms. QuantInsti was established in 2010 as the educational branch of iRage, and QuantInsti's own website describes it as founded by partners of iRage. This lineage is relevant for EPAT aspirants because the programme's roots are linked to a working Indian algorithmic and high-frequency trading practice.

4. AlphaGrep Securities

India presence: Mumbai, Gurugram, Bengaluru and GIFT City

Global presence: Singapore, London, Shanghai, Chicago and other offices

Known for: Quantitative trading, market-making and systematic strategies

AlphaGrep describes itself as a quantitative trading and investment firm that trades across asset classes on more than 30 exchanges globally. For candidates, AlphaGrep is relevant because of its work across quantitative trading, research and technology-led market participation.

5. Quadeye Securities

India presence: Gurugram, Kolkata and GIFT City.

Global/affiliate presence includes Singapore, New York and Hong Kong.

Known for: HFT, quantitative research, campus hiring and competitive compensation

Quadeye is one of the most visible Indian HFT recruiters. Economic Times, citing Bloomberg reporting, said Quadeye paid new hires up to ₹7.5 lakh per month in 2025, roughly 50% higher than the previous year. These are media-reported figures for specific roles, and compensation varies considerably by position and individual.

6. Estee Advisors

India presence: Gurugram and GIFT City

Known for: Quantitative trading, systematic strategies and trading technology

Estee Advisors is a prominent India-based quantitative trading and investment firm. It is relevant for candidates interested in systematic strategies, trading infrastructure and India’s quant trading ecosystem.

7. Dolat Group

India presence: Mumbai India

Known for: Trading across asset classes and technology-led market participation

Dolat is another important India-linked trading name, though public information about detailed strategy mix and compensation is limited compared with some larger firms.

Other India-relevant firms to track

Candidates should also track Da Vinci Derivatives, Quantbox Research, Maverick Derivatives, Optimus Prime Securities and other newer or lower-public-profile firms active in India's quant trading ecosystem. Public-scale data is limited for many of these firms, so candidates should rely on official career pages, alumni conversations, referrals and interview experience reports.

Where Quant Trading Firms Sit in India

Three locations appear repeatedly in India's quant trading ecosystem:

Mumbai, Maharashtra

Mumbai remains India's core financial-market hub. BKC hosts several global and domestic trading, broking and asset-management firms, including teams linked to Optiver, HRT, Jump and AlphaGrep.

Gurugram, National Capital Region

Gurugram has become a serious quant and trading-technology cluster. Tower Research and Citadel Securities have both been associated with Gurugram operations, and several domestic firms also recruit heavily from North Indian engineering campuses.

GIFT City, Gujarat

GIFT City is India's international financial services centre. It is increasingly relevant for HFT, international exchanges, trading operations and India-linked quant activity. Firms such as Jump, Tower, Graviton and NK Securities have been associated with GIFT City-linked operations, and QRT's reported SEZ approval marks another sign of global interest.

Bengaluru also matters as an engineering and quant technology hub, even when trading desks are located elsewhere.

Quantitative Investing Firms

Not every quantitative firm is an HFT or prop trading firm. Some use quantitative models for longer-term investing, portfolio construction, factor exposure, risk management and systematic allocation.

United States

• AQR Capital Management
  AQR is a global investment management firm known for quantitative research, factor investing and systematic portfolio construction.
• Renaissance Technologies
  Renaissance is one of the most famous quantitative investment firms globally, best known for the Medallion Fund, which remains closed to outside investors.
• Two Sigma
  Two Sigma applies data science, engineering and quantitative methods to investment management. It is relevant for candidates interested in systematic investing rather than pure low-latency trading.

United Kingdom

• Winton
  Winton focuses on statistical and mathematical approaches to investment management.
• Man AHL
  Part of Man Group, Man AHL uses quantitative and systematic methods across multiple strategies.
• Marshall Wace
  Marshall Wace is a global alternative investment manager known for systematic and discretionary strategies.

Singapore and UAE

• GIC
  Singapore's sovereign wealth fund uses quantitative methods across parts of its long-term investment process.
• Dymon Asia Capital
  Dymon Asia is a Singapore-based alternative investment manager with macro and multi-strategy capabilities.
• Abu Dhabi Investment Authority
  ADIA uses quantitative approaches as part of its diversified global investment process.
• Balyasny Asset Management
  Balyasny is a global multi-strategy investment firm with a growing footprint across major financial hubs, including the Middle East.

AI and Machine Learning: The New Hiring Differentiator

The 2026 reality is that technology in quant trading is no longer only about speed, co-location and hardware. The research and forecasting layer has shifted strongly toward machine learning.

Machine learning is especially relevant in:

• Order-flow prediction
• Quote optimisation
• Regime detection
• Feature engineering
• Signal validation
• News and earnings-data processing
• Portfolio construction
• Simulation and research workflows

That does not mean HFT execution has become a black-box LLM problem. The final order path in low-latency strategies still depends on deterministic engineering, exchange connectivity, risk controls, hardware-aware optimisation and compliance checks.

For EPAT aspirants and working quants, the practical implication is clear: Python and statistics are now baseline skills, while machine learning workflows, model validation and market microstructure awareness increasingly separate strong candidates from average ones.

Crypto and Digital Assets: A Maturing but Regulated Asset Class

Several firms on this list now treat crypto market-making as a standard line of business rather than a pure experiment. DRW has Cumberland, Jump has Jump Crypto, Flow Traders is active in crypto ETP liquidity, and several crypto-native firms such as Wintermute and GSR operate in parallel.

That said, crypto trading remains highly jurisdiction-dependent. Candidates should track regulatory developments carefully, especially in the US, EU, Singapore, Dubai and India. A firm being active in digital assets does not mean the same roles, permissions or products are available in every jurisdiction.

Compensation and Hiring in 2026

Pay at the top of this industry remains extraordinary, but it is important to separate official numbers from media reports and crowd-sourced estimates.

India

Economic Times, citing Bloomberg reporting, said IMC offered India interns up to ₹12.5 lakh per month in 2025, while Quadeye paid some new hires up to ₹7.5 lakh per month. These numbers attracted attention because they are far above normal entry-level finance compensation in India.

These figures reflect exceptional, role-specific packages reported by the media and should not be read as a typical starting salary in this field.

Global markets

In the US and Europe, entry-level trader, quant researcher and quant developer compensation at top firms can be extremely high, often including base salary, signing bonus and performance-linked bonus. But these numbers vary widely by firm, year, role, performance and location.

Important compensation disclaimer

Compensation data in this industry comes from a mix of sources: audited company reports, regulatory filings, media stories based on private information, and crowd-sourced platforms. The figures that appear in this article are labelled by source type. Non-official figures reflect what is publicly reported or estimated; individual packages depend on role, firm, year, performance and contract structure.

Also remember that total compensation is not the same as in-hand pay. Bonuses, deferrals, clawbacks, garden leave, non-compete restrictions and tax treatment can materially change what a candidate actually receives.

Firms to Research by Candidate Profile

How to Get Hired: Breaking Into a Prop Trading or HFT Career

A few patterns hold across nearly every firm on this list.

1. Build the technical base

Most firms expect strong programming ability. Depending on the role, that may mean Python, C++, Java, Rust or strong general software-engineering fundamentals. Quant research roles usually require Python, statistics, data analysis and numerical reasoning. Trading systems roles often demand C++, networking, operating systems and performance optimisation.

2. Master probability and statistics

Probability, statistics, expected value, distributions, conditional reasoning and estimation appear repeatedly in interviews. Many firms test how you think under uncertainty rather than whether you memorised formulas.

3. Understand market microstructure

Market microstructure has become more important, not less. Candidates should understand order books, spreads, queues, liquidity, adverse selection, market impact, exchange rules and transaction costs.

4. Learn backtesting properly

Backtesting is not just running a strategy on historical prices. Strong candidates understand look-ahead bias, survivorship bias, transaction costs, slippage, parameter overfitting, walk-forward testing and regime changes.

5. Add machine learning carefully

Machine learning is now a differentiator, but only when candidates can explain how it fits a trading problem. Firms value candidates who can discuss feature engineering, validation, overfitting, leakage, interpretability and why not every model belongs in live trading.

6. Build visible project work

Non-IIT and non-campus candidates can still break in, but they need stronger proof of skill. Useful projects include:

• Limit order book simulator
• Options market-making simulator
• Statistical arbitrage research notebook
• Event-driven backtester
• Execution cost analysis project
• ML-based signal validation project
• Exchange rule and market microstructure case study

7. Do not over-index on MBA, CFA or finance credentials

Most quant and trading roles care more about math, coding, statistics, research skill and trading judgement than traditional finance credentials. Finance knowledge helps, but it is rarely enough without technical depth.

Types of Algorithmic Trading Firms

1. High-Frequency Trading Firms

HFT firms use advanced infrastructure and algorithms to execute large numbers of orders at very high speeds. Their goal is usually to capture small inefficiencies repeatedly while managing latency, risk and transaction costs.

Key features:

• Low-latency infrastructure
• Co-location with exchanges
• High-speed market data
• Market-making and arbitrage strategies
• Strict risk controls
• Heavy engineering and systems focus

2. Proprietary Trading Firms

Prop trading firms use their own capital to trade. They may run HFT, medium-frequency, statistical arbitrage, options, futures, crypto or multi-asset strategies.

Key features:

• Firm capital, not client capital
• Research-led strategy development
• Strong risk management
• Compensation often linked to trading performance

3. Market Makers

Market makers provide liquidity by continuously quoting buy and sell prices. They earn spreads while managing inventory and adverse selection risk.

Key features:

• Continuous bid and offer quoting
• Automated risk and inventory management
• Strong market microstructure focus
• Active across listed and sometimes OTC markets

4. Quantitative Hedge Funds

Quant hedge funds use statistical, mathematical and machine-learning models to allocate capital and manage portfolios. They often have longer holding periods than HFT firms.

Key features:

• Data-driven portfolio construction
• Client or investor capital
• Factor models, statistical arbitrage, trend-following and market-neutral strategies
• Risk-adjusted returns and capacity management

Where EPAT Fits In

For learners trying to move into algorithmic trading, EPAT can help structure preparation across Python, statistics, machine learning, backtesting, strategy development and market microstructure. It is especially relevant for candidates who already have some technical or markets background but need a clearer roadmap for quant trading roles.

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References:

The key figures in this article are supported by the following sources. Source links are listed below

• Bloomberg, April 2026 (bloomberg.com/news/articles/2026-04-24) - Jane Street 2025 net trading revenue of $39.6B. Bloomberg, March 2026 (bloomberg.com/news/articles/2026-03-24) - Citadel Securities 2025 record of $12.2B. Bloomberg, January 2026 (bloomberg.com/news/articles/2026-01-13) - HRT 2025 revenue estimated at $12.3B.
• Bloomberg, May 2026 — Jane Street Q1 2026 trading revenue of $16.1B.
• Optiver, 2025 financial results — Company-disclosed: €4.556B net trading income and €1.769B net profit for 2025.
• Business Standard, May 2026 — QRT in-principle IFSCA approval for GIFT City SEZ operations.
• Economic Times (Bloomberg), 2025 — IMC intern stipend of up to ₹12.5 lakh/month and Quadeye new-hire pay of up to ₹7.5 lakh/month, media-reported figures.