Quant Interview Probability Questions
Probability questions are the cornerstone of quant trading interviews. This guide covers common question types, worked examples with solutions, and a study strategy to prepare effectively.
Quant interview brain teasers are logic puzzles, estimation problems, and creative thinking challenges used by trading firms to assess a candidate's problem-solving ability, intellectual creativity, and composure under pressure. Unlike probability questions that test specific mathematical knowledge, brain teasers test how you approach unfamiliar problems.
Brain teasers might seem like an arbitrary interview tool, but top quant firms use them for good reasons:
Brain teasers are especially prevalent at prop trading firms. SIG is famous for poker-based decision problems, Jane Street loves expected-value puzzles, and Optiver includes estimation problems in their process.
Most brain teasers fall into one of these categories:
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Let's solve four classic brain teasers step by step.
Problem 1: The Two Egg Problem
You're in a 100-story building with 2 identical eggs. There's a critical floor F: eggs break when dropped from floor F or above, and survive when dropped from below. Find F using the minimum number of drops in the worst case.
Solution: With one egg, you'd have to go floor by floor (up to 100 drops). With two eggs, we can do much better.
Let n be the minimum number of drops needed. On the first drop, try floor n. If it breaks, use the remaining egg on floors 1 through n-1 (at most n-1 drops, total = n). If it survives, try floor n + (n-1). If it breaks, check floors n+1 through n+(n-2) (at most n-2 drops + 2 already used = n). Continue this pattern.
We need: n + (n-1) + (n-2) + ... + 1 ≥ 100, so n(n+1)/2 ≥ 100.
Solving: n ≥ 13.65, so n = 14. First drop at floor 14, then 14+13=27, then 27+12=39, etc.
Problem 2: The Locker Problem
100 lockers are initially closed. Student 1 toggles every locker. Student 2 toggles every 2nd locker. Student k toggles every k-th locker. After all 100 students pass, which lockers are open?
Solution: Locker n is toggled once for each of its divisors. A locker ends up open if it's toggled an odd number of times β i.e., if it has an odd number of divisors.
A number has an odd number of divisors if and only if it's a perfect square (because divisors come in pairs, except when d = n/d, i.e., d = √n).
The perfect squares from 1 to 100 are: 1, 4, 9, 16, 25, 36, 49, 64, 81, 100.
Answer: Lockers 1, 4, 9, 16, 25, 36, 49, 64, 81, and 100 are open β exactly the 10 perfect squares.
Problem 3: The Burning Rope Problem
You have two ropes. Each burns in exactly 60 minutes, but they burn at non-uniform rates (you can't cut them in half to get 30 minutes). How do you measure exactly 45 minutes?
Solution: At time 0, light Rope A at both ends and Rope B at one end.
Rope A burns at both ends, so it's consumed in 30 minutes. At that moment (t=30), immediately light the other end of Rope B. Rope B has 30 minutes of burning left, but now it's burning from both ends β so it takes 15 more minutes.
Total: 30 + 15 = 45 minutes.
Problem 4: The Game of Nim
There are 20 stones in a pile. Two players alternate turns, removing 1, 2, or 3 stones. The player who takes the last stone wins. Should you go first or second?
Solution: Work backward. If it's your turn and there are 1-3 stones, you win (take them all). If there are 4 stones, you lose β whatever you take (1, 2, or 3), your opponent can take the rest.
Pattern: you lose when stones are a multiple of 4, win otherwise. Since 20 = 5 × 4, the player who goes first is in a losing position (assuming optimal play by the opponent).
Answer: Go second. Whatever your opponent takes (call it k, where 1 ≤ k ≤ 3), you take 4-k. After each pair of moves, exactly 4 stones are removed. After 5 rounds, the pile is empty and you took the last stone.
When facing an unfamiliar brain teaser in an interview, use this framework:
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Aim to solve 50-100 brain teasers before your interviews. After each one, identify the key insight and think about what category of problems it belongs to. Over time, you'll develop pattern recognition that makes even novel puzzles feel approachable.
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Brain teasers are a core component of the interview process at prop trading firms like Jane Street, SIG, Optiver, and IMC. They're less common at quant hedge funds (which lean more toward statistics and research questions) and quant developer interviews (which focus on coding).
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Probability questions are the cornerstone of quant trading interviews. This guide covers common question types, worked examples with solutions, and a study strategy to prepare effectively.
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Yes. While some tech companies have moved away from brain teasers, quant trading firms continue to use them extensively. The reasoning is that trading requires creative problem-solving under uncertainty β exactly what brain teasers test. Prop shops like Jane Street, SIG, and Optiver are especially known for puzzle-heavy interviews.
Memorizing specific solutions has limited value β interviewers often modify classic puzzles. Instead, focus on understanding the solving techniques: working backward, trying small cases, identifying invariants, and maximizing information. That said, knowing the classic problems (burning ropes, poisoned wine, hat puzzles) is useful because they teach these techniques naturally.
Don't panic β not solving every problem is expected. What matters is showing good problem-solving process: clarifying the problem, trying approaches systematically, communicating your thinking, and learning from hints the interviewer provides. A candidate who makes thoughtful progress on a hard problem is often rated higher than one who solves an easy problem instantly but can't explain why.
There's significant overlap, but brain teasers tend to be more about creative insight and less about mathematical computation. A probability question asks you to compute P(X > 3) β it has a definite formula-based approach. A brain teaser asks you to figure out a clever strategy or discover a hidden pattern. Many problems blend both: solving them requires both creative insight and quantitative reasoning.
Aim for 50-100 across different categories (weighing, logic, optimization, estimation, game theory). Quality of practice matters more than quantity β for each puzzle, make sure you understand the key insight and can articulate the solution clearly. Supplement with our interview question database for firm-specific problems.
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