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Writing on quant interview prep, held to the same standard as our firm guides: every claim sourced and dated, confidence labeled, corrections welcome. How we source is documented in our methodology.

19 Oct 2026

The best quant interview books by role (and the free guides firms publish)

The green book, Heard on the Street, Joshi and Stefanica compared for quant trading, research, developer and derivatives interviews, plus the free prep guides Jane Street and G-Research publish and what reading cannot train.

4 Oct 2026

What quants earn at the top firms: base, bonus, and why the numbers disagree

Reported pay at Jane Street, Citadel Securities, HRT, Two Sigma, D.E. Shaw, Optiver, IMC, XTX, Millennium and more, with the year, location and source type of every figure, and why public numbers rarely agree.

3 Oct 2026

Pod shops vs centralized quant firms: risk limits, payouts, and what it means for a junior quant

How multi-manager platforms like Millennium, Citadel, Balyasny, ExodusPoint and Point72 differ from centralized quant funds and prop firms on risk, pay, deferrals, non-competes and autonomy, with every claim labeled by source and year.

2 Oct 2026

America's quant hubs: New York, Chicago, Miami, Austin, Connecticut and Boston compared

Which trading firms and systematic funds sit in each US hub, what work clusters there, and how pay, living costs and state income tax compare, with every figure labeled by source and year.

2 Oct 2026

Quant roles by asset class: equities, options, futures, FX, rates, credit, commodities and crypto

What a quant actually models on an equities, options, futures, FX, rates, credit, commodities or crypto desk, what data each runs on, and which firms are visibly active in each, with every claim labeled by source.

30 Sept 2026

ML-heavy vs maths-heavy quant firms: what they say, and what it means for your interviews

How XTX, Jane Street, G-Research, Two Sigma, D.E. Shaw, Man AHL and others publicly describe their research approach, why the ML versus statistics split is blurrier than it looks, and what each emphasis means for hiring and interviews.

30 Sept 2026

Switching quant firms: headhunters, bonus timing, deferred pay and non-competes

What changing jobs as an experienced quant actually involves: how recruiters and referrals work, why moves cluster after bonus season, what happens to deferred pay, how non-competes and garden leave differ by jurisdiction, and how lateral interviews differ from graduate ones.

26 Sept 2026

Quant trader vs quant researcher vs quant developer pay: same base, different bonus

Posted base salaries for quant traders, researchers and developers are often identical at top trading firms. The gap opens in the bonus. Sourced ranges, how the spread widens with seniority, and where the real ceilings sit.

26 Sept 2026

Asia-Pacific quant hubs: Hong Kong, Singapore, Sydney, India, Shanghai and Tokyo

Which trading firms and quant funds are building in each Asia-Pacific hub, what roles they hire for, the dated expansions behind the headlines, and what the public pay data does and does not show.

24 Sept 2026

How quant bonuses work: base, discretionary pay, PnL payouts, deferrals and buyouts

How quant pay is actually structured at prop shops, hedge funds and banks: base salary, discretionary bonuses, PM payout percentages, deferred pay, clawbacks and buyouts, with every figure labeled by source and year.

24 Sept 2026

Who owns a quant firm? Partnerships, founders, profit pools and insider-only funds

How quant trading firms are owned and how their profits reach employees: partnerships like Jane Street, founder-controlled firms, profit-share schemes, Renaissance's insider-only Medallion fund, and what public filings reveal.

22 Sept 2026

Quant career progression: titles and timelines at banks, prop firms and hedge funds

How quants move from graduate to senior at banks (analyst to MD), prop trading firms (flat titles, P&L-driven pay) and hedge funds (analyst to PM), with every timeline labeled as official, reported or self-reported.

22 Sept 2026

Bank quant vs buy-side quant: pay, stability, regulation, and moving between them

Strats, pricing quants, XVA and model validation at banks versus quants at hedge funds and trading firms: what each job is, what the published pay ranges show, how regulation shapes the bank seat, and how people move across.

20 Sept 2026

Market making vs stat arb vs macro: how quant firms actually make money

The four main quant business models (market making, statistical arbitrage, systematic macro and CTAs, event-driven), which firms are associated with each, and what each one means for the daily work of traders and researchers.

20 Sept 2026

Non-competes and garden leave in quant finance: lengths, pay, and the law in 2026

How long quant non-competes and garden leave run, whether you are paid during them, and where the law stands in New York, California, Florida, the UK and the EU as of October 2026, with every claim labeled by source.

18 Sept 2026

HFT vs mid-frequency vs low-frequency: how trading horizon shapes the job

High-frequency, mid-frequency and low-frequency trading reward different skills. What the research and firms' own job ads say about speed, Sharpe ratios, capacity, technology, and who operates where.

18 Sept 2026

Do you need a PhD to be a quant? What job ads, pay data and PhD timelines say

Trading roles rarely ask for a PhD; research roles often run separate PhD and BS/MS tracks, frequently at the same base pay. What firms state in their own job ads, where a doctorate really matters, and what the PhD route costs in time.

16 Sept 2026

Crypto quant trading firms: Wintermute, Jump Crypto, Cumberland, GSR and the traditional shops moving in

How crypto-native trading firms and the crypto arms of traditional quant shops compare on work, pay and risk, plus the dated events (hacks, collapses, lawsuits, licenses) that shaped the sector, with every claim labeled by source.

9 Sept 2026

Quant firm culture and hours: prop shops, pod shops, systematic funds, and banks

What the evidence says about working hours and culture across prop trading firms, multi-manager pod shops, systematic funds, and bank quant teams, with every claim labeled as official, reported, or self-reported.

2 Sept 2026

Quant internships: what top firms pay, when they hire, and how interns get offers

Posted summer 2027 intern pay at Jane Street, HRT, Jump, IMC, DRW and others, when applications open, how programs are structured, and what the evidence says about return offers. Every figure is sourced and dated.

24 Aug 2026

Europe's quant hubs: London, Amsterdam, Paris, Zurich, Zug and Dublin compared

Where Europe's trading firms and systematic funds sit, why each city built its cluster, and how pay and expat tax rules differ, with every figure labeled by source and year.

16 Aug 2026

The Optiver online assessment: 80 in 8, NumberLogic, and the Zap-N games

What candidates report about Optiver's online assessment: the 80-in-8 arithmetic screen, the sequences test, and the cognitive-games battery, with every claim labeled by source, and how to practice each part.

24 Jul 2026

How Jane Street actually interviews (and how to prepare)

Jane Street trading and quant research interviews round by round: what the firm itself says it tests, what candidates consistently report, and how to train for each part. Every claim labeled by source.

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