In 2025, the world of quantitative and computational finance is more packed — and more exciting — than ever before. Whether you’re a budding quant, a hardcore HFT developer, a data junkie, or someone eyeing the next big thing in FinTech, knowing the major players is essential.
Here’s your ultimate guide to who’s who across training, trading, software, education, and more. And yes — we’ve got the links too, because you’ll probably want to start clicking through.
FinTech Training Providers (Level Up Your Skills)
If you’re looking to sharpen your quant game, these are some of the first places you should check out:
- Fitch Learning — Industry heavyweight with a wide training catalog.
- 7city — Now part of Kaplan, known for finance-focused training.
- Zishi Cornerstone — Sharp courses for finance pros.
- World Business Strategies — They run great quant finance conferences too.
- Managed Learning Services — A wide range of training courses.
- QuantInsti — Leaders in algorithmic trading education.
- QuantInsight — Data-driven trading insights.
- Quant University — Bridging finance and machine learning.
- Mallon Associates — Boutique training and recruitment.
- CQF (Certificate in Quantitative Finance) — The go-to credential for serious quants.
- Alpha Development — Training the next wave of bankers.
- Informa — Huge training and events empire (think RiskMinds).
- Corporate Finance Institute (CFI) — Very popular online certs.
- Redcliffe Training — Deep dives into derivatives, credit, and more.
- Bankers By Day — Good beginner-friendly resources.
- London Financial Studies — If you’re in London, their courses are top-notch.
- International Swaps and Derivatives Association (ISDA) — If you’re serious about derivatives.
- International Capital Market Association (ICMA) — Same for fixed income.
- Nasdaq Derivatives Academy — Brought to you by Nasdaq themselves.
- Capital Markets & Derivatives Training (DACME) — Specialized derivatives focus.
- Coventry University London — Fintech and finance training.
- Imperial College London — Massive name, serious fintech training.
- Imperial College Business School — Business meets quant finance.
- University of Westminster — Strong MScs and FinTech workshops.
- University College London (UCL) — Always at the forefront.
- Kaplan Financial — Corporate training giants.
- Walbrook Institute London — Formerly LIBF, focused on financial education.
- Euromoney Learning — Short-term, high-impact courses.
- IFF Training — Runs specialist FinTech training.
- EuroMaTech — Broad range of finance programs.
- Machine Learning Institute (MLI) — Machine learning meets finance.
- Quantitative Developer Certificate (QDC) — Niche but highly respected.
- COPEX Training — Focused on applied finance skills.
- Eureka Financial — Practical and international.
Publications and Course Aggregators (Stay in the Loop)
Want to stay updated or find the right course? Here’s where you start browsing:
- Risk Magazine — The magazine every quant glances at.
- Euromoney — Deep dives into finance markets.
- eFinancialCareers — Where finance and tech jobs live.
- Class Central — Aggregator for online finance courses.
- MOOC List — Another good directory.
- My Mooc — Course hunting made easy.
- OpenSesame — Corporate learning platform.
- IDP Hotcourses — Good for international learners.
- FutureLearn — Short online courses, including FinTech.
- MOOC.org — Run by edX.
- Coursera — The heavyweight of online learning.
- Udemy — Finance, coding, and everything in between.
- edX — Top universities, top courses.
Investment Banks (The Big Dogs of Global Finance)
Quant finance wouldn’t exist without the investment banks — they’re the original battleground for math, money, and ego:
Bulge Bracket Investment Banks
- JPMorgan Chase — Still the alpha of bulge brackets.
- Goldman Sachs — Legendary (and feared) quant machine.
- Morgan Stanley — High-level risk and trading sophistication.
- Bank of America Merrill Lynch — Heavy in structured finance and derivatives.
- Citigroup — Global reach with a big quant presence.
- Barclays — Serious derivatives desk, strong London roots.
- Deutsche Bank — Once wobbly, now bouncing back with quant-heavy restructuring.
- UBS — Smart in structured finance and wealth management.
- HSBC — Giant footprint in Asia and Europe, conservative quant strategies.
Boutique and Mid-Market Investment Banks
- Rothschild & Co — Elite advisory specialists.
- Lazard — M&A legends.
- Evercore — Consistently punching above their weight.
- Centerview Partners — Big paydays, big brains.
- Houlihan Lokey — #1 in restructuring deals.
- Moelis & Company — Aggressive growth story.
- PJT Partners — M&A and restructuring warriors.
- Perella Weinberg Partners — Advisory excellence.
- Jefferies — The street’s scrappiest full-service bank.
- Nomura — Strong Asia-Europe crossflow.
- BNP Paribas — Big quant ambitions out of France.
- Wells Fargo Securities — Solid, if less flashy.
- Credit Suisse — Legacy name — now part of UBS after 2023!
- Credit Agricole — One of Europe’s “quiet giants” in finance.
Specialized and Regional Investment Banks
- Peel Hunt LLP — Top in UK mid-cap advisory.
- Zeus Capital — Manchester and London specialists.
- Redburn Partners — Research and execution excellence.
- Numis — Midsize UK deals powerhouse.
- SP Angel Corporate Finance — Small-cap specialists.
- Oakley Capital — Private equity meets banking.
- Oriel Securities — Old City name.
- Shore Capital — Strong in healthcare and tech banking.
- Altium Capital — Mid-market M&A players.
- Allenby Capital — Focused on AIM listings and small-caps.
High-Frequency Trading (HFT) Firms (The Speed Demons)
These are the firms that live in the world of nanoseconds. Blink — and they’ve already made (or lost) millions.
- XTX Markets — Cutting-edge HFT powerhouse based in London.
- Quadrature Capital — Quiet but elite quant firm.
- GSA Capital — Ex-hedge fund turned pure quant player.
- Hudson River Trading — Famous for brains and culture.
- DRW — Chicago-based quant traders, super respected.
- PDT Partners — Stealthy legends from the Morgan Stanley quant team.
- Optiver — Veteran HFT and market maker, from Amsterdam to everywhere.
- Headlands Technologies — Smaller, sharp Chicago outfit.
- Hudson and Thames — Emerging quant researchers (more software-focused).
- IG Group — Also operates as a broker, big in London.
- LMAX Group — FX and crypto HFT specialists.
- Jane Street — The de facto finishing school for elite quants.
- Citadel Securities — Absolutely dominant in market-making.
- Wintermute — Crypto-native liquidity kings.
- Virtu Financial — Big, public, hyper-efficient.
- IMC Financial Markets — Quiet but huge HFT player.
- Tower Research Capital — Another serious HFT titan.
- Two Sigma — Quant research legend (hedge fund + HFT arms).
- Jump Trading — Famous for secrecy and ultra-fast tech.
- Flow Traders — ETFs, crypto, and beyond.
- Akuna Capital — Aussie name, big Chicago presence.
- AlphaGrep Securities — Growing rapidly from India.
- Chicago Trading Company (CTC) — Options trading experts.
- Dexterity Capital — New-age crypto HFT shop.
- Squarepoint Capital — Ex-Barclays quants, strong systematic shop.
- Five Rings Capital — Math contest champs turned traders.
- Sun Trading — Merged with Hudson River, but worth mentioning.
- WorldQuant LLC — Deep bench of researchers globally.
- Gelber Group — Low-profile but respected.
- XR Trading — Focused on tech-driven trading strategies.
- Teza Technologies — Founded by Renaissance Technologies alumni.
- Quantlab Financial — Heavy focus on proprietary trading.
- TransMarket Group (TMG) — Veteran prop trading firm.
- RSJ Algorithmic Trading — One of the largest derivatives traders in Europe.
- Peak6 — Investments, trading, and innovation.
- Susquehanna International Group (SIG) — Elite training in options theory.
- Geneva Trading — Cross-asset market makers.
- Fidessa Group plc — More software now but strong trading DNA.
- 3Red Partners — Small but super sharp trading shop.
Quantitative Trading Firms (The Algorithm Artists)
If HFT is about speed, quant trading is about deep statistical modeling and machine learning.
- G-Research — A leading quantitative research and technology firm.
- Marshall Wace — One of the kings of quant equity.
- Aspect Capital — Systematic trend-followers, very smart money.
- First Derivative — Financial services + quant consulting.
- KX.com — Makers of kdb+, the database every serious quant knows.
- Turnleaf Analytics — New name, fresh ideas.
- Quant Capital — Focused recruitment for quant firms.
- Ansatz Capital — Focused on cross-asset quant strategies.
- Schonfeld Strategic Advisors — Huge multi-manager platform.
- Millennium Management — Legendary multi-strategy hedge fund.
- High-Flyer Quant — China’s rising quant star.
- DeepSeek — Strong emphasis on AI in quant trading.
- Vestun — Quant research and data science focus.
- Maroon Capital — Boutique quant investment house.
Digital Banks and FinTechs (The New Money Movers)
These are the innovators reshaping banking, lending, and payments for the 21st century:
- Revolut — The poster child for global neobanking.
- Monzo — The OG of UK digital banks with serious user loyalty.
- Zopa Bank — From peer-to-peer lending pioneers to full-on bank.
- Allica Bank — Business-focused neobank.
- Starling Bank — Award-winning customer service and slick app.
- Wise — The go-to for cheap global money transfers.
- Tide — Tailored for small businesses.
- Tandem Bank — “The Good Green Bank” — heavy eco credentials.
- Zilch — Buy-now-pay-later (BNPL) player gunning for Klarna.
- Checkout.com — Payment rails for massive brands.
- GoCardless — Simplifying direct debit payments globally.
- Curve — “One card to rule them all.”
- Rapyd — Fintech-as-a-service for global payments.
- 10x Banking — Tech platform powering next-gen banking.
- Funding Circle — SME lending specialist.
- Adyen — Huge European payment processing name.
- Simply Business — Online insurance for SMEs.
- Navan — Travel management meets fintech (formerly TripActions).
- Remitly — Remittances made simple.
- FNZ — Big player in wealth management platforms.
- Ebury — FX and payments for international businesses.
- ClearScore — Free credit scoring made mainstream.
- Chip — Autosaving and investment app.
- Noda — Open banking payments in the fast lane.
- Atlantic Money — Cheaper-than-Wise international transfers.
- OneDome — FinTech meets property marketplace.
- Ryft — Payment infrastructure for marketplaces.
- Soldo — Smart business expense management.
- Thought Machine — Cloud core banking tech disrupter.
- Cleo — An AI chatbot for your wallet. (Roast mode optional.)
Regulators (The Rule-Makers)
No matter how wild the markets get, these guys set (and enforce) the rules:
- Financial Conduct Authority (FCA) — UK’s finance watchdog.
- Prudential Regulation Authority (PRA) — Oversees banks and insurers.
- Bank of England (BoE) — The granddaddy central bank.
- Financial Reporting Council (FRC) — Regulates auditors and corporate governance.
- The Pensions Regulator (TPR) — Watchdogs for your retirement pots.
- Office for Professional Body Anti-Money Laundering Supervision (OPBAS) — Yes, that’s a real name.
- Competition and Markets Authority (CMA) — Promotes competition in markets.
- Information Commissioner’s Office (ICO) — Data protection enforcer.
- HM Revenue and Customs (HMRC) — Tax, customs, and all the fun stuff.
- Financial Ombudsman Service (FOS) — Helps consumers with financial complaints.
- Payment Systems Regulator (PSR) — Regulates payment systems (obviously).
- Audit, Reporting and Governance Authority (ARGA) — Emerging replacement for FRC.
- UK Listing Authority (UKLA) — Regulates companies listing on UK exchanges.
- Office of the Regulator of Community Interest Companies (ORCIC) — Niche but important.
- HM Treasury (HMT) — UK’s finance and economic policy driver.
- UK Regulators Network (UKRN) — Brings together different regulators.
- Money and Pensions Service (MaPS) — Financial education and guidance.
- Financial Services Compensation Scheme (FSCS) — Your safety net when firms fail.
- Financial Policy Committee (FPC) — Financial stability watchdog inside BoE.
- Companies House — UK’s company register.
- Institute of Chartered Accountants in England and Wales (ICAEW) — Major professional accounting body.
- Association of Chartered Certified Accountants (ACCA) — Global accountants’ body.
- Institute and Faculty of Actuaries (IFoA) — Actuarial powerhouse.
- Solicitors Regulation Authority (SRA) — Regulates lawyers in England and Wales.
- Bar Standards Board (BSB) — Oversees barristers.
- Legal Services Board (LSB) — Legal sector regulator.
- Advertising Standards Authority (ASA) — Ads that go too far? These folks step in.
- Office of Communications (Ofcom) — Telecoms and broadcasting regulator.
- Association of British Insurers (ABI) — Insurance trade body.
- British Bankers’ Association (BBA) — Represents banks (merged into UK Finance now).
- Building Societies Association (BSA) — Represents mutual lenders.
- Chartered Insurance Institute (CII) — Leading professional body for insurance.
- Financial Services Trade and Investment Board (FSTIB) — UK government initiative.
- Investment Association (IA) — Asset managers’ collective voice.
- London Stock Exchange (LSE) — Still a big regulator in its own right.
- National Association of Pension Funds (NAPF) — Now called PLSA — pensions’ industry group.
- UK Sustainable Investment and Finance Association (UKSIF) — Green finance advocates.
Data Companies (The Fuel for Quant Engines)
You can’t build great models without great data — and these firms are where the smartest quants go hunting:
- Bloomberg — Still the ultimate data terminal for finance pros.
- Refinitiv — Massive data powerhouse, now part of the LSEG family.
- S&P Capital IQ — Deep dives into company fundamentals.
- FactSet — Flexible, clean data feeds — huge among buy-side quants.
- Preqin — Private market data leaders (PE, VC, infra).
- Neudata — Specialized in “alternative data” sources.
- Eagle Alpha — Curated alt data marketplace.
- GlobalData — Research + data across industries.
- Data Explorers — Securities lending data experts (now part of IHS Markit).
- 9fin — Smart data and analytics for credit markets.
- BlueGamma — Option volatility analytics.
- CEIC Data — Emerging markets macro data kings.
- ClearScore — Consumer credit data made friendly.
- CoinAPI — Crypto market data aggregation.
- Dataminr — Real-time risk signals from public info.
- M Science — Alt data for investment decisions.
- RavenPack — Natural Language Processing (NLP) for financial news.
- Thinknum — Web-scraped alternative data at scale.
- 1010Data — Big Data analytics, strong in finance.
- FirstRate Data — Historical market data for backtesting.
- BMLL Technologies — Order book data and analytics.
- Inven — Financial market infrastructure data.
- Equiduct — Exchange-driven price discovery data.
- Equiniti (EQ) — Share registration + shareholder services data.
- Exchange Data International (EDI) — Global securities and corporate actions data.
- Morningstar UK — Fundamental data for funds and stocks.
- Credit Benchmark — Consensus credit risk data.
- BattleFin — Matching buyers and sellers of alt data.
- Quandl — Big player in alt data, now owned by Nasdaq.
- Advan Research Corporation — Location data meets finance.
- The Earnest Research Company — Consumer transaction datasets.
Financial Software Companies (The Engines Behind the Scenes)
If you’re running quant strategies, managing risk, or building trading infrastructure, you know these names:
- ION Trading — Massive across trading systems.
- Murex — Leaders in risk management and derivatives software.
- Derivitec — Risk and pricing software specialists.
- Numerix — Masters of derivatives pricing.
- CompatibL — Financial modeling and risk solutions.
- Quantifi — Risk, analytics, and trading tools.
- Tradeweb — Digital trading platform and marketplace.
- FIS — Giant in financial tech (formerly SunGard).
- MSCI — Best known for indices, but huge in analytics too.
- FINCAD — (Now merged into Numerix) derivatives valuation.
- Suite LLC — Fixed income and derivatives tech.
- SignalPlus — Crypto trading and risk management platform.
- Paradigm Connect — OTC crypto derivatives infrastructure.
- ElectronX — DeFi meets quant finance.
- Blue Gamma — (Also listed under data!) Option analytics focused.
- CentML — Machine learning optimization for quants.
- Riskfuel — ML-powered pricing acceleration.
- Calypso — Trading, treasury, and risk systems.
- Orchestrade — Risk and portfolio management made modular.
- Aladdin (BlackRock) — The ultimate asset management operating system.
- Conch Technologies — Fintech development partner.
- Summit (Misys) — Legacy but still active in capital markets.
- Finastra — Formed from D+H and Misys merger.
- Kondor — Treasury and trading software.
- Moody’s Analytics — Credit risk, economics, data science.
- SAS — Analytics powerhouse now adding more finance focus.
- SimCorp — Investment management software.
- Clearwater Analytics — Investment accounting and reporting.
- Oracle — Enterprise software giant.
- IBM — From risk solutions to quantum finance research.
- SAP — Business software with expanding finance apps.
- Microsoft — Azure cloud now a major finance player.
- Intuit — Personal and SME finance solutions.
- Adobe — Data analytics tools increasingly used in finance.
- ADP — Payroll and HR, but huge in finance back office.
- Coupa — Spend management meets finance.
- Jedox — Planning and performance management.
- SEON — Fraud prevention for FinTechs.
- Guidewire — Insurance and finance software.
- Global Valuation — Risk and valuation advisory.
- Stafford Computing — Trading system consultants.
- Alt-Options LLC — Options trading software.
Cryptocurrency Exchanges (The New Wild West)
Crypto is still wild in 2025 — and these exchanges are the key battlefields where the action goes down:
- Binance — Still the 800-pound gorilla of crypto exchanges.
- Coinbase — America’s most regulated (and arguably most polished) crypto exchange.
- Kraken — Veteran player, big in both spot and futures.
- OKX — China roots, now fully global.
- Crypto.com — Famous for splashy marketing (remember those Matt Damon ads?).
- Gemini — Winklevoss twins’ regulated playground.
- Bitstamp — One of the oldest crypto exchanges still standing.
- KuCoin — “The People’s Exchange” with altcoin galore.
- Gate.io — Huge selection of tokens, strong presence in Asia.
- Bybit — Heavy hitter in crypto derivatives trading.
- HTX (formerly Huobi) — Major rebranding, still a serious player.
- MEXC — Growing fast in the altcoin and futures markets.
- BitMart — Known for listing obscure tokens early.
- eToro — Social trading meets crypto investing.
- bitFlyer — Giant in Japan, now expanding in the EU and US.
- Robinhood — Love it or hate it, still the entry point for many into crypto.
- LBank — Another altcoin-heavy exchange gaining ground.
- Phemex — Futures-focused with no-fee trading models.
- Poloniex — Once a leader, still hanging in the game.
- ZB.com — Legacy exchange with an Asian user base.
Traditional Exchanges (Where the Big Boys Play)
While crypto steals headlines, the old-school giants still dominate serious finance:
- New York Stock Exchange (NYSE) — The king of stock exchanges.
- NASDAQ — Tech-focused and faster-moving.
- Shanghai Stock Exchange (SSE) — One of China’s twin powerhouses.
- Japan Exchange Group (JPX) — Tokyo Stock Exchange + Osaka Exchange.
- Euronext — Merged powerhouse across Europe.
- Bombay Stock Exchange (BSE) — One of the oldest exchanges globally.
- National Stock Exchange of India (NSE) — Giant in derivatives volume.
- Shenzhen Stock Exchange (SZSE) — Home to China’s tech innovators.
- London Stock Exchange (LSE) — Old money meets new tech.
- Hong Kong Exchanges and Clearing (HKEX) — The bridge between China and global markets.
- Taiwan Stock Exchange (TWSE) — Tech-heavy exchange.
- SIX Swiss Exchange — Stability and wealth management epicenter.
- Deutsche Börse (Frankfurt Stock Exchange) — Germany’s financial heartbeat.
- Australian Securities Exchange (ASX) — One of the world’s most tech-forward exchanges.
- B3 (Brasil Bolsa Balcão) — Brazil’s financial backbone.
- Korea Exchange (KRX) — Hotbed for tech and innovation.
- Johannesburg Stock Exchange (JSE) — Africa’s biggest exchange.
- ICE (Intercontinental Exchange) — Futures and commodities giant.
- CME Group — King of the futures and options world.
Quantitative and Computational Finance MSc Programs (The Brain Factories)
If you’re serious about becoming a top quant, these are the programs that recruiters — and hedge funds — drool over:
United Kingdom
- Imperial College London – MSc in Mathematics and Finance — Super mathematical, super practical.
- University of Oxford – MSc in Mathematical and Computational Finance — Pure prestige, pure difficulty.
- University College London (UCL) – MSc in Computational Finance — Highly computational and rigorous.
- University of Warwick – MSc in Mathematical Finance — Hardcore probability + finance.
- Bayes Business School (formerly Cass) – MSc in Quantitative Finance — London’s quant trading gateway.
- University of Edinburgh – MSc in Financial Modelling and Optimization — Financial engineering with optimization flair.
- University of Manchester – MSc in Quantitative Finance — Big focus on data-driven finance.
- University of Essex – MSc in Computational Finance — Strong computational foundations.
- University of Reading – MSc in Financial Engineering — ICMA Centre links into capital markets.
- University of Glasgow – MSc in Quantitative Finance — Classic Scottish quant training.
France (and Europe)
- Université Paris-Dauphine – PSL – Master 104 Research in Finance — Research and hardcore theory.
- Université Paris-Dauphine – PSL – MASEF — Math + Finance hybrid.
- École Polytechnique – Master’s in Probability and Finance — Top-tier math rigor.
- Paris-Saclay University – Master of Quantitative Finance — Quant finance in the tech hub of Paris.
- Paris Diderot University – M2 Random Modelling, Finance, and Data Science — Deep in stochastic modeling and data.
- HEC Paris – MSc in International Finance — Finance juggernaut.
- EDHEC Business School – MSc in Financial Engineering — Growing reputation in quant finance.
- SKEMA Business School – MSc in Financial Markets & Investments — Finance meets innovation.
- emlyon business school – MSc in Finance — Finance training with entrepreneurial flair.
- Toulouse School of Economics – MSc in Financial Mathematics and Statistics — Deep theoretical chops.
- Université Grenoble Alpes – MSc in Quantitative Finance — Emphasis on risk management and derivatives.
United States
- Princeton University – Master in Finance — Absolute gold standard for finance nerds.
- Baruch College (CUNY) – Master of Financial Engineering — ROI legend.
- Carnegie Mellon University – MS in Computational Finance — Legendary for its quant-heavy curriculum.
- University of California, Berkeley – Master of Financial Engineering — Bay Area connections and hardcore quant focus.
- Massachusetts Institute of Technology (MIT) – Master of Finance — Quant finance meets tech innovation.
- Columbia University – Master of Financial Engineering — Big NYC placement network.
- New York University (NYU) – MS in Mathematics in Finance — Super technical with Wall Street proximity.
- University of Chicago – Master in Financial Mathematics — Hardcore math focus.
- Georgia Institute of Technology – MS in Quantitative and Computational Finance — Very tech-forward.
- University of Washington – MS in Computational Finance & Risk Management — Practical and growing fast.
Rankings
- Rebellion Research publish some of the most interesting rankings in the quant finance industry.
- QuantNet also feature rankings of quant educational programmes.
Professional Associations and Certifications (The Stamp of Approval)
If you’re looking for networking, credentials, or a gold star on your CV, these are key players:
- International Association for Quantitative Finance (IAQF) — Global quant community and thought leadership.
- Certificate in Quantitative Finance (CQF) — The practical quant credential that keeps growing.
- Chartered Institute for Securities & Investment (CISI) — UK’s major body for finance professionals.
- Machine Learning Institute (MLI) — Melding machine learning and finance in certification form.
- Quantitative Developer Certificate (QDC) — Focused on coding and building quant models.
Final Thoughts
2025 is the year where quant finance, machine learning, and global market complexity are colliding harder than ever before. Whether you’re training to be the next big quant, launching your own trading firm, or just looking to understand where the future is heading — these organizations, platforms, programs, and associations are shaping the next generation.
So now you know who’s who.
Time to level up.