From the creator of MIT’s internal quant prep course.

LeetQuidity

The shortest route to 
Quant Research

Strictly dominant.

Currently in exclusive alpha.
View Curriculum
Live Benchmarking
N=1,428
0th
50th
99th
You
92.4
Percentile Rank
Ready for Interview
Based on 45 mock screens

Members placed at

DE Shaw
Jump Trading
Citadel Securities
IMC
Optiver
SIG
Millennium
Balyasny
Point72
Arrowstreet
Marshall Wace
Capula
Tower Research Capital
DE Shaw
Jump Trading
Citadel Securities
IMC
Optiver
SIG
Millennium
Balyasny
Point72
Arrowstreet
Marshall Wace
Capula
Tower Research Capital

The shortest path from raw talent to elite quant performance.

LeetQuidity combines deep conceptual training, real interview-style problems, coding screens, analytics, and industry intelligence in one unified platform.

Deep Conceptual Training

Master probability, game theory, and market making intuition through visual, step-by-step explanations.

Real Interview Problems

Practice with a curated bank of actual questions asked by top trading firms, updated continuously.

Quant Coding Screens

Write and test Python algorithms in a realistic environment mirroring elite technical evaluations.

Personalized Analytics

Benchmark your performance against elite peers and know exactly when you are ready to apply.

Conceptual Mastery

Build intuition, not just formulas.

Master probability, game theory, and market making through interactive visual explanations. We break down complex quant riddles into step-by-step logical progressions.

Interactive problem walkthroughs
Visual probability trees
Game theory simulations
Market-making logic diagrams
Q: The 100 Prisoners

Phase 2: The Strategy

If each prisoner opens the box corresponding to their own number, and then follows the cycle, what is the probability that all 100 find their number?

P1
B4
B7
~31.1%
market_maker.pytest_cases.py
123456789101112131415
import numpy as np
from typing import List, Tuple

class OrderBook:
    def __init__(self):
        self.bids = []
        self.asks = []

    def process_order(self, order: dict) -> bool:
        # Implement matching engine logic
        if order['side'] == 'buy':
            return self._match_buy(order)
        else:
            return self._match_sell(order)

ConsoleTest Results
Running 4 test cases...0.042s
Test 1: Basic Matching (Passed)
Test 2: Partial Fill (Passed)
Test 3: Price-Time Priority (Passed)
Test 4: High Throughput (Failed - TLE)

Technical Evaluation

Write code that executes.

Move beyond whiteboard pseudocode. Our integrated Python environment tests your algorithms against rigorous edge cases and performance constraints typical of elite quant screens.

Python 3.10+ environment
NumPy & Pandas support
Performance & memory profiling
Hidden edge-case test suites

Everything required to secure the offer. Nothing else.

100+ Hours of Intuitive Lectures

Curriculum

Taught by an MIT lecturer. We don’t just give you formulas; we build your intuition from the ground up.

Unique Real Past Questions

Practice

A continuously updated database of actual questions asked in recent interviews at top firms.

Annotated by Fund

Intelligence

Know exactly what Citadel asks vs. Jane Street. Filter questions by the specific firm you are targeting.

Personalized Analytics

Analytics

Track your performance across topics. Identify weaknesses before your interviewer does.

Advanced Filtering & Playlists

Practice

Create custom practice sets. Focus on "Hard Probability" or "Optiver Mental Math".

Interview Video Guides

Curriculum

Watch elite candidates solve problems live. Learn the communication skills that pass the interview.

Industry Intelligence

Intelligence

Deep dives into firm cultures, compensation structures, and specific desk strategies.

Leaderboard & Percentile Ranking

Analytics

See where you stand globally. Know you are ready when you hit the 90th percentile.

Curriculum Architecture

The shortest path from raw talent to elite quant performance.

Quant Trading (QT)

Focuses on rapid execution, game theory, and pricing.

  • Dice, Coins, Cards, Game Theory
  • Market Making & Fast Math
  • Market making and easy trading strategies

Quant Research (QR)

Deep rigorous math and modeling. Includes all of QT, plus:

  • Stats, Econometrics, Linear Algebra
  • Optimization & Machine Learning
  • End-to-end pipeline for a strategy & factor modelling

Shared Industry Intelligence

Both tracks receive comprehensive finance and industry coverage. We break down all the top firms, what they actually do, career paths, day-to-day realities, and exactly what they ask in interviews.

Comprehensive Syllabus

Classic Probability

  • Waiting time problems
  • Position placement problems
  • Expected counts and combinations
  • Bayesian problems
  • Urn and allocation problems
  • Gambler’s ruin
  • Betting games: game pricing
  • Betting games: bet sizing
  • Betting games: hedging
  • Iterative and sequential betting games

Fast Math

  • Last digit cycles
  • Trailing 0s
  • Factorization
  • Primes and primal cycles
  • Scaling laws
  • Modularity

Geometry & Probability

  • Classic brainteasers (greenbook)
  • Grid combinatorics
  • Random walk lattices
  • Random circle theory
  • Chords
  • Arcs and coverage
  • Disks and areas

Market Making & Fermi

  • Market making on populations
  • Market making on queues and lengths
  • Market making on coins, dice, and cards
  • Market making on object values
  • Market making and Fermi on nature

Calculus

  • Optimization
  • Lagrange
  • Calculus and probability

Statistics

  • Central Limit Theorem and Law of Large Numbers
  • The four moments
  • Hypothesis testing
  • Normal, uniform, and common distributions
  • OLS: theory
  • OLS: applied
  • MLE: theory
  • MLE: applied
  • Random variables: probability
  • Random variables: convolutions
  • Random variables: matrices
  • MCMC simulations

Linear Algebra

  • Matrices and vectors: core (theory)
  • Matrices and vectors: advanced (theory)
  • Matrices: numerical and applied
  • EVD and SVD
  • Random matrix theory

Machine Learning

  • Feature selection
  • Dimensionality reduction
  • Time Splits
  • Key architectures

The complete quant preparation stack

LeetQuidity combines rigorous theory, quant-specific practice, coding screens, market-making intuition, and elite benchmarking in one system. Other platforms cover pieces of the puzzle. We cover the whole stack.

Features
L
LeetQuidityBuilt for Quant
getcrackedNeetcodeLeetcodeAlgoExpert
Data structures & algorithms
Practical coding problems
Curated learning paths
Detailed solutions
Ranking and benchmarking
Timed quizzes / drills
Actually used by MIT quants
Exclusive
Comprehensive probability theory lectures
Comprehensive linear algebra lectures
Statistics / econometrics coverage
Market making interview prep
Fast math & brainteasers
Quant research track
Quant trading track
End-to-end strategy / factor modeling
Firm-specific interview intelligence
Personalized quant performance analytics
Quant-specific coding screens
Visual conceptual walkthroughs
Comprehensive theory explanations
Industry / firm career breakdowns
Structured syllabus across QT + QR
Interview questions annotated by fund
Premium lecture library
Elite candidate percentile benchmarking

LeetQuidity is purpose-built for quant candidates. Most alternatives either focus on general coding interviews or narrower practical prep.

Still comparing?

There’s a difference between practicing hard questions and preparing properly for elite quant roles.

Global Benchmarking

Know exactly when you are ready.

Stop guessing. Benchmark your performance against elite peers globally. Our personalized analytics tell you exactly where you stand and what you need to fix before your first interview.

90th
Target percentile for top-tier firm readiness
12+
Data points analyzed per practice session

Candidate Distribution

Global Cohort • N=4,291

94.2
Your Percentile
0th
50th
99th
YOU

Founding Alpha Access

First 100 accepted applicants get lifetime access for $567.

What's included

  • Access to all questions, problems, and quizzes
  • Interview video guides
  • Advanced filtering and question playlists
  • 15% off all coaching services
  • Lifetime private Discord access
  • Curated, high-signal community
Lifetime Access
$567$1,200

One-time payment. No subscription.

We review applications weekly to ensure community quality.

Quant recruiting has become legible.

Prepare properly. Join the alpha.