Stock pitch / investment case (Fundamental)
Format. 10-minute presentation then 35-50 minutes of cross-examination
Duration. 45 to 60 minutes
Panel. 1-2 interviewers: Director of Research, sector specialist or PM
Assessed on. The variant view, commercial viability, depth of primary research and psychological resilience.
Typical scenarios. Walk me through your best long / short idea; what is the market missing; name the top three risks that would make you cover this short.
Common failure modes. A consensus good-company pitch with no alpha angle; inability to quote precise segment revenues or margin drivers; abandoning the thesis at the first friction.
Tactical advice. Pick a liquid mid-to-large cap ($5B-$50B) with complex dynamics; avoid macro plays, micro-caps and obvious mega-caps. This round can carry up to 40% of the technical evaluation.
Accounting and financial modeling (Fundamental)
Format. Live spreadsheet or paper-and-pencil
Duration. 45 minutes
Panel. Senior analyst, Academy instructor or modeling specialist
Assessed on. Mastery of the three statements and their linkages, and speed reading raw disclosures.
Typical scenarios. Walk $10 of non-cash depreciation through the statements at 25% tax; how does capitalizing R&D affect free cash flow versus expensing it; calculate the EPS impact of a $100M debt-funded buyback at 5%.
Common failure modes. Arithmetic errors under time pressure; failing to reconcile working capital with cash flow.
Tactical advice. Practice paper-and-pencil tracking; expect non-standard line items (impairments, deferred tax) introduced to disrupt memorized structures.
Valuation (Fundamental)
Format. Conceptual and analytical discussion
Duration. 45 minutes
Panel. Portfolio Managers or senior sector analysts
Assessed on. Valuation as economic reality, not plug-and-chug.
Typical scenarios. The structural relationship between ROIC, growth and the implied EV/EBITDA multiple; when a DCF is a flawed tool versus sum-of-the-parts; the relationship between cost of equity and terminal growth.
Common failure modes. Calling a stock cheap at 12x P/E with no view on capital structure or cyclicality.
Tactical advice. Focus on unit economics and ROIC, and how capital intensity changes the appropriate multiple across sectors.
Markets / macro (Fundamental & Macro)
Format. Open-ended, fast-moving discussion
Duration. 45 minutes
Panel. Macro PMs, global macro analysts or strategy heads
Assessed on. Awareness of capital flows, central-bank mechanics and multi-asset correlations.
Typical scenarios. Where we are in the Fed cycle and the read-through to cyclical long / short positioning; how a wider fiscal deficit affects the 10-year term premium and the equity risk premium.
Common failure modes. Regurgitating headlines without a framework; an opinion with no specific trade expression.
Tactical advice. Read primary data (CPI, payrolls, FOMC minutes) and tie a rates / inflation view to your bottom-up pitches.
Probability and statistics (Cubist)
Format. Whiteboard or digital tablet derivation; multiple rounds common
Duration. 45 to 60 minutes
Panel. PhD Quant Researchers, lead statisticians or PMs
Assessed on. Raw mathematical horsepower and statistical rigor live.
Typical scenarios. Markov-chain properties, Bayes under asymmetric information, order statistics, random-walk proofs.
Common failure modes. Jumping to a memorized formula without checking assumptions; going quiet on algebra.
Tactical advice. Review the Green Book, write proofs aloud step by step, and state and justify every assumption.
Live coding / algorithms (Cubist / SWE)
Format. Interactive environment (CoderPad)
Duration. 60 minutes
Panel. Senior Quant Developers or software engineers
Assessed on. Computational efficiency, architectural hygiene and optimization in Python or C++.
Typical scenarios. Low-latency data structures (an order book), matrix manipulation, DP for trade-execution optimization.
Common failure modes. Brute-force O(N^2) where O(N log N) exists; ignoring edge cases or memory; unreadable code.
Tactical advice. State the algorithm and its complexity before coding and walk a test case manually; master pointers and memory in C++.
System design (SWE / senior Cubist QR)
Format. Large-scale architecture on a whiteboard
Duration. 45 to 60 minutes
Panel. Principal systems architects, infra heads or senior quant PMs
Assessed on. Scalable, fault-tolerant, ultra-low-latency distributed systems for massive financial data.
Typical scenarios. Design a real-time market-data engine handling 10 million messages per second with deterministic latency; design a distributed backtesting framework over petabytes of tick data.
Common failure modes. Focusing on high-level abstractions while ignoring physical bottlenecks (switch latency, disk I/O, cache locality).
Tactical advice. Start at the data source and follow the path to the hardware: kernel bypass, NICs, FPGAs, memory-mapped files, async queues.
Systematic-strategy / data case (Cubist)
Format. Synthetic dataset or strategy dilemma
Duration. 60 minutes
Panel. Quantitative PMs or desk heads
Assessed on. Translating statistical signals into investable, risk-managed portfolios.
Typical scenarios. Construct an optimal trading rule from a signal-decay and transaction-cost curve; decide whether a Sharpe of 3.2 with severe left-tail skew is true alpha or hidden short-volatility.
Common failure modes. Overfitting; ignoring slippage and market impact; ignoring correlation with existing factors.
Tactical advice. Protect the downside first; bake capacity and execution friction into the signal from day one.
Behavioral / fit and senior PM round
Format. Structured psychological and motivational evaluation
Duration. 45 minutes
Panel. PMs, desk heads or Academy leadership
Assessed on. Integrity, coachability, intellectual humility and fit with a pod structure.
Typical scenarios. Tell me about a time you were completely wrong; how do you handle a PM with abrasive feedback; why Point72 over a single-manager fund or a tech firm.
Common failure modes. A rehearsed disingenuous weakness; defensive or arrogant body language; failing to articulate the multi-manager difference.
Tactical advice. Be authentic and direct, admit errors cleanly, and show you understand PMs operate as independent businesses under central risk.