Probability and statistics round
Format. Whiteboard or shared digital canvas, 1-2 PhD-level QRs
Duration. 45-60 minutes
Assessed on. First-principles rigor: sample spaces, joint distributions, Bayes, Markov chains, CLT under pressure
Typical scenarios. Multi-stage random walks with absorbing boundaries, order statistics, asymmetric coin-pattern games
Common failure modes. Jumping to an intuitive answer without the sample space; not noticing a probability exceeding 1
Tactical advice. Define random variables and the sample space before writing equations; name the property you want to exploit.
Brainteaser / logic round
Format. Often embedded in math or trading rounds, 30-45 minutes
Assessed on. Combinatorial logic, spatial and lateral reasoning
Typical scenarios. Combinatorial optimization (25 horses variants), asymmetric-information betting, discrete grid constraints
Common failure modes. Silent solving; refusing to pivot when told an approach is a dead end
Tactical advice. Solve a simplified base case (N=3 instead of 100) and look for an inductive pattern, voicing each step.
Mental-math / arithmetic-speed round
Format. Usually the start of a trading interview, 15-20 minutes, QTs
Assessed on. Absolute accuracy, speed and cognitive bandwidth
Typical scenarios. Rapid fraction division, two-digit squares, roots to two decimals, EV with fractions
Common failure modes. Freezing after one error; dropping trailing zeros; failing to round when asked to estimate
Tactical advice. Drill for weeks; use algebraic expansion such as 43 times 47 = 45^2 - 2^2 = 2021.
Live coding / algorithms round
Format. CoderPad or a laptop in the room, 45-60 minutes, SWEs or quant devs
Assessed on. Correctness, O(N) optimization, memory management and code hygiene - production-grade
Typical scenarios. A custom O(1) rolling-VWAP/volume aggregator, order matching, DP or graph-coloring optimization
Common failure modes. No edge-case checks (nulls, overflow, empty inputs); failing to state or optimize Big-O
Tactical advice. Explain and get sign-off on your strategy before writing a line; use clean names and defensive loops.
System design round (SWE / senior QR-QT)
Format. Physical or digital whiteboard, 60 minutes, systems architects
Assessed on. Low-latency, high-throughput, fault-tolerant distributed infrastructure
Typical scenarios. A market-data normalizer ingesting 50 exchange feeds; a risk gateway clearing orders in under 5 microseconds
Common failure modes. A generic web-scale answer (message broker, slow database) where microsecond hardware is required
Tactical advice. Go straight to hardware bottlenecks, UDP vs TCP, lock-free queues, memory-mapped files and cache locality.
Live trading / market-making game
Format. 45-60 minutes, 1-2 senior QTs - the signature exercise
Assessed on. Real-time market-making intuition, adverse-selection risk, information updating, inventory and composure
Typical scenarios. Quote a hidden or upcoming metric (dice sum, windows in the building across the street) as the interviewer trades on asymmetric information
Common failure modes. Over-exposing inventory and getting cleaned out; spreads too tight when uncertainty is high; not shifting mid after being hit
Tactical advice. Treat it as inventory optimization: if you buy, lower both bid and offer to flatten; widen spreads when uncertainty spikes.
Research or markets case
Format. 60 minutes, PMs, senior QRs or sector heads
Assessed on. Deep domain competence: thesis defense, open-ended modeling, or a multi-sided stock pitch
Typical scenarios. Defending an ML model and feature engineering, or a full long/short equity thesis with valuation
Common failure modes. Defensiveness when a flaw is found; fabricating data points
Tactical advice. Acknowledge data limits; if a methodology flaw is raised, propose a rolling out-of-time validation window.
Behavioral / PM / desk-head round
Format. 45-60 minutes, an MD, desk head or PM
Assessed on. Alignment with a high-intensity, meritocratic, commercial culture; ability to take blunt criticism
Typical scenarios. Past failures, research-team conflicts, why Citadel over competitors, thriving under stress
Common failure modes. Engineered generic answers, arrogance, no understanding of what Citadel does
Tactical advice. Be direct and concise; explain a mistake clearly, state the lesson and how you applied it commercially.
Informal lunch / social with the team
Format. 45-60 minutes over food, 1-2 junior to mid-level peers
Assessed on. Peer-level cultural fit, communication and intellectual curiosity
Common failure modes. Letting your guard down completely, unprofessional remarks, entitlement toward staff
Tactical advice. Ask about daily workflows and how ideas move from research to production; peers file qualitative feedback afterward.