Get your dream quant job
The secrets to ace any interview

Written with quant recruiters, risk managers, and trading desk professionals. 411 pages of the problems they actually ask.

279 copies sold – 4 of these the past week.

“The probability and expected value sections cover what trading desks actually ask. I've screened thousands of quant candidates, and this is the most complete prep resource I've come across.”
Quant of the Year 2024 (Risk Magazine), Head of Quant Analytics at LGT Private Banking
The Quant Interview Playbook cover

Reviewed by quant professionals and trading desk insiders

Reviewed and contributed to by people working in quantitative trading, risk management, and quant recruitment.

Artur SeppCorey HoffsteinKris AbdelmessihBenn EifertDr. Derek SnowSaeed AmenGrigory KamalovDimitri BiancoZach CreightonHannah SaxtonTodd FaheyEuan SinclairStefan JansenIgor HalperinPaul BilokonAntti IlmanenAaron BrownGiuseppe PaleologoDan StefanicaDominic ConnorMarcos López de PradoLeif AndersenTimothy Falcon Crack

Author

Adrian Coverdale15+ years in quantitative finance recruitment

Technical reviewers

Artur SeppQuant of the Year 2024, Head of Quant Analytics, LGT Private Banking
Corey HoffsteinCIO, Newfound Research
Kris AbdelmessihEx-options market maker (12 years), Moontower newsletter
Benn EifertCIO, QVR Advisors
Dr. Derek SnowNYU Professor, Sov.ai
Saeed AmenCuemacro, Thalesians
Grigory KamalovQuantFinanceWiki
Dimitri BiancoSantander, Fancy Quant

Contributing Experts

Zach CreightonFounder, Hemans (quant recruiting)
Hannah SaxtonQuant recruiting specialist
Todd FaheyQuant headhunter, ex-Options Group
Euan SinclairOptions trader, author of Volatility Trading
Stefan JansenApplied AI, author of Machine Learning for Algorithmic Trading
Igor HalperinNYU, Fidelity Investments
Paul BilokonThalesians, Imperial College London
Antti IlmanenAQR Capital Management, author of Expected Returns
Aaron BrownAQR, Bloomberg columnist
Giuseppe PaleologoHead of Quant Research, Balyasny Asset Management
Dan StefanicaDirector, Baruch MFE Program
Xinfeng ZhouAuthor, A Practical Guide to Quantitative Finance Interviews
Dominic ConnorP&D Quant Recruitment, CQF
Marcos López de PradoHead of Quant R&D, ADIA; Cornell University
Leif AndersenBank of America, Carnegie Mellon University
Timothy Falcon CrackAuthor of Heard on the Street

What's Included

  • 411 pages of problems with full worked solutions
  • 281 exercises covering probability, stochastic calculus, brainteasers and more
  • PDF you can read on any device, yours to keep
  • Every major quant interview topic in one book
  • Reviewed by 24 quant professionals and trading desk insiders
  • Solutions written so you can walk through them in an interview
  • Free updates when new content is added
I want this book

Book Contents

412 pages across seven parts. Four tracks (trading, development, FPGA, research), four annotated mock interviews, 281 original exercises, and an 8-week plan.

The Pipeline

Screen to superday, firm by firm: who runs each round, how long it lasts, what it filters for, and what's genuinely negotiable when the offer arrives.

Mental Math & Probability

The arithmetic that survives a clock, drilled to the standard Optiver and SIG actually apply. Plus conditioning, symmetry, and the handful of moves that generate an answer when you've never seen the question.

Four Tracks

One full part each for trading, development, FPGA and research. Market making and Greeks, low-latency C++ and system design, synthesisable RTL, signals and ML. You read yours and skip the rest.

Four Annotated Mock Interviews

Complete transcripts with the interviewer's scoring rubric running down the margin. You see what was being written down while the candidate talked.

281 Original Exercises

Written for this book, not recycled from problem sets you've already seen. Each solution names the move that cracks it instead of just asserting the answer.

The 8-Week and 12-Week Plans

Day by day. Pick the one that fits the time you actually have before your first round, not the time you wish you had.

Who This Book Is For

Written for candidates preparing for quant trading, development, FPGA and research interviews.

Final-year and master's students

You're applying in the 2027 cycle and this window is the one you get.

PhDs converting

Physics, maths or CS. Real mathematical maturity, no finance, no idea what a superday is.

Working engineers

Dev or FPGA, moving to a trading firm. You can build. You've never been scored on how you think out loud.

Second attempt

You reached the on-site last cycle and didn't convert, and the feedback was one sentence long.

What readers say

“I had about 300 LeetCode problems under my belt and still blanked the first time someone said 'make a market.' Wrong kind of practice. The chapter on quoting a width before a level is what finally clicked. I started saying a number out loud instead of hunting for the 'correct' formula. That alone changed how the rest of the round went.”
Maya
New-grad quant trader, Optiver
“Nobody told me the online assessment was basically a speed filter. I knew the answers and still timed out. I ran the eight-week plan almost day by day, mostly the mental math drills, and retook something similar at another firm two months later. Same material. Completely different result. I wish I'd bought this before the first try, not after.”
Jonah
Quantitative trader, SIG
“I kept getting the right final answer and still walking out with a one-line rejection. The annotated mocks fixed that for me. Seeing the scoring notes in the margin while the candidate talks is weirdly uncomfortable the first time, then useful. I stopped performing correctness and started showing how I decide under uncertainty.”
Priya
Quantitative researcher, Jane Street
“I was preparing for Virtu thinking it was going to be a standard maths test. It's not. The firm one-pager told me exactly what format to expect and what they weight, and I stopped wasting time on topics they don't actually ask. I didn't know I needed that page until I read it.”
Yi
Quantitative trader, Virtu Financial
“I'm a maths grad who can barely write a for loop. The dev track isn't for me and I assumed I'd have to muddle through it anyway. You don't have to. The routing through Part II and Part III was exactly what I needed, and Part IV only became relevant when I wanted to understand what my dev colleagues go through.”
Peeyush
Incoming quant trader, GTS
“The conditional probability section corrected something I'd been getting wrong for two years. I checked, and the standard answer that circulates is off by a factor of two. That one page probably saved me from confidently giving a wrong answer at the exact worst time.”
Nikhil
Quant trading intern, Jane Street
“I could solve the problems fine on paper but I kept running out of time on the timed test. The mental math drills in Part VII fixed that. Two weeks of those, twenty minutes a day, and my speed on the online assessment went from borderline to comfortable.”
Liam
Junior quant trader, Mako Trading
“The 'moves not formulas' framing in the probability chapter is the thing that stuck. You learn five or six patterns and then most problems you haven't seen before fall into one of them. I stopped trying to recall a specific formula and started recognising which pattern I was looking at.”
Ryan
Junior quant trader, Old Mission
“I started the eight-week plan in September and walked into my first superday in November feeling like I'd actually prepared for what was coming. The plan tells you when to stop studying and start drilling. That's the part most people get wrong on their own.”
Haochen
MFE graduate, Baruch

Get the Playbook

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Pay once, keep it forever

  • 411 pages, 281 problems with full worked solutions
  • PDF you can read on any device, yours to keep
  • Probability, stochastic calculus, brainteasers and more
  • Reviewed by 24 quant professionals and trading desk insiders
  • Free updates when new content is added
Buy now · $39

Full refund within 30 days if you're not satisfied

Built for the hardest interviews

The problems in this book come from the same firms readers are applying to.

Citadel SecuritiesCitadel SecuritiesJane StreetJane StreetTwo SigmaTwo SigmaOptiverOptiverJump TradingJump TradingIMCIMCSIGSIGRenaissance TechnologiesRenaissanceHudson River TradingHudson River TradingTower ResearchTower ResearchVirtu FinancialVirtu FinancialAkuna CapitalAkuna CapitalQRTQRTChicago Trading CompanyChicago TradingBloombergBloombergCME GroupCME GroupBalyasnyBalyasnySimplexSimplexDa VinciDa VinciMaven SecuritiesMaven Securities

Frequently Asked Questions

Why not just grind free problem sets?

Grind them as well, they are useful. But a problem set is a problem set: answers to memorise, with nothing on how a round is actually scored, nothing on mental math under a clock, nothing for the dev, FPGA or research tracks, and no plan for the eight weeks in front of you. Recognising a shape you have seen before is not the skill being filtered for. Producing one you have not is.

Why one payment instead of a subscription?

Because a recruiting cycle is not a monthly habit. You prepare for a fixed window, you interview, and then you are either in the seat or waiting a year. Charging you every month through that would mean charging you hardest while you sit waiting for December decisions and there is nothing left to prepare for. You pay once, you keep it, and every revision after that is free.

I'm not from a target school. Is this pointless?

No, but be honest about what the school changes. A target gets your CV read. It doesn't get you through a round, because nobody has ever been hired for their university at the moment they're quoting a market. Part I covers how non-target candidates actually get read: referrals, timing, and how to write the CV. The other six parts cover the part that's identical for everyone.

Is this current for the 2026/2027 cycle?

Yes. It's written for the applications that opened in August 2026 and are being sat right now, with decisions landing between December and January. Every date-sensitive claim in the book carries its year, because market structure moves and a prep book that pretends otherwise ages badly. Updates are free for life.

What format is it?

A 412-page PDF. Read it on a laptop, tablet or phone, or print it: the formula sheets and the drills are laid out for paper. The download link arrives the moment you pay.

What if it doesn't help?

Email us within thirty days and you get everything back. You don't have to fill in a form or explain yourself, and you keep the PDF. We'd rather refund you than have you walk into a round carrying a book that was wrong for you.

Is payment secure?

Stripe handles it: card, Apple Pay or Google Pay. No card details ever touch our servers.

I have a different question.

Drop us a line at contact@lambdia.comand we'll get back to you.

Adrian Coverdale

About the Author

I've spent the last fifteen years recruiting quantitative analysts and traders for hedge funds, banks, and prop trading firms. I've sat in on hundreds of quant interviews. Good candidates fail questions they could have answered, and it's almost always a preparation problem, not a talent problem.

In 2024 I started writing down the problems that kept coming up. It was supposed to be a reference for my own candidates, but the document kept growing, and other people kept asking for it.

I asked quant professionals I'd worked with over the years to review the material and contribute their own questions. About two dozen of them did, from trading desks, research teams, and universities. They corrected my mistakes, added problems I'd missed, and made sure the book matches what actually gets asked today.

The book is 411 pages and 281 exercises: probability, stochastic calculus, brainteasers, and the rest of what comes up in a quant interview.

I post quant interview content on YouTube and at lambdia.com.