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Macquarie Group Quantitative Analyst Interview Questions

The questions to prepare for a Macquarie Group Quantitative Analyst interview. Questions from real interview reports rank first. Updated daily.

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1
Machine LearningStart here. 9 questions · ~73 min
Debugging a Failing ML ModelMedium

Use a structured process to debug model performance issues across data, features, validation, and error patterns.

Feature EngineeringModel EvaluationSupervised LearningMacquarie Group
Non-Normal Financial Time Series ModelingMedium

Assesses statistical modeling approaches for realistic return distributions.

Financial ModelingTime SeriesMacquarie Group
Ito’s Lemma in Stochastic CalculusHard

Evaluates mastery of core stochastic calculus used in quantitative finance.

Macquarie Group
American vs European Options ValuationMedium

Assesses understanding of option exercise features and their valuation implications.

Macquarie Group
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2
Behavioral & Leadership8 questions · ~65 min
Interest in Quantitative TradingEasy

Tests motivation for quantitative trading, company fit, and whether the candidate has taken concrete steps to understand the domain.

career goalscompany fitmotivationMacquarie Group
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3
More topics3 questions · ~24 min
Stochastic Calculus and OLS AssumptionsHard

Tests depth in stochastic calculus and statistical reasoning about regression assumptions.

statisticsMacquarie Group
Implied Volatility from Market PriceMedium

Evaluates coding ability for numerical methods used in options markets.

coding challengeMacquarie Group
Generate a 1/3 Probability EventMedium

Evaluates probabilistic reasoning and ability to construct correct random processes.

probabilityMacquarie Group

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