Free FRM Quantitative Analysis Practice Questions & Answers
400 exam-style Quantitative Analysis questions. Pick your answer, hit Check answer, and see the worked solution — free to start, no signup.
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Question 91
Reputational risk is:
Select an option first.
Correct answer: B — The risk of damage to a firm's reputation that may reduce revenues, increase costs of funding, or trigger regulatory action
Explanation: B
Question 92
Model validation is important because:
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Correct answer: B — Models can contain specification errors, estimation errors, or implementation bugs that lead to systematic mispricing or risk underestimation
Explanation: B
Question 93
Risk governance refers to:
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Correct answer: B — The structures, processes, and culture through which an organisation identifies, measures, monitors, and controls risks — including board oversight, risk appetite frameworks, and three lines of defence
Explanation: B
Question 94
The bid-ask spread in financial markets represents:
Select an option first.
Correct answer: B — The transaction cost in market making — the difference between the price at which a dealer buys (bid) and sells (ask), which widens under stress and contributes to market liquidity risk
Explanation: B
Question 95
The risk-free rate in financial models represents:
Select an option first.
Correct answer: B — The theoretical return of an investment with zero default risk, typically approximated by short-term government treasury yields
Explanation: B
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Correct answer: B — Having excessive exposure to a single counterparty, sector, geography, or risk factor — a portfolio that is not well-diversified and may suffer catastrophic losses from a single adverse event
Explanation: B
Question 97
Diversification reduces risk because:
Select an option first.
Correct answer: B — Combining assets with low or negative correlations reduces portfolio variance below the weighted average of individual variances
Explanation: B
Question 98
Risk-adjusted return on capital (RAROC) is calculated as:
Select an option first.
Correct answer: B — Expected return divided by economic capital
Explanation: B
Question 99
Economic capital differs from regulatory capital in that:
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Correct answer: B — Economic capital is the internally estimated capital needed to absorb unexpected losses at a chosen confidence level, while regulatory capital is the minimum required by supervisors
Explanation: B
Question 100
The historical simulation approach to VaR:
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Correct answer: B — Uses actual historical return observations to construct the empirical distribution and then reads off the quantile
Explanation: B
Question 101
Stress testing complements VaR by:
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Correct answer: B — Examining the impact of extreme but plausible scenarios that may lie beyond the VaR confidence level
Explanation: B
Question 102
Backtesting a VaR model involves:
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Correct answer: A — Comparing VaR estimates with actual losses to check model accuracy
Explanation: A
Question 103
The Net Stable Funding Ratio (NSFR) under Basel III requires:
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Correct answer: B — Available Stable Funding (ASF) to exceed Required Stable Funding (RSF) over a one-year horizon, addressing structural liquidity risk
Explanation: B
Question 104
Regulatory capital under Basel III consists of:
Select an option first.
Correct answer: B — CET1 capital (highest quality), Additional Tier 1 (AT1), and Tier 2 capital, with CET1 being the primary focus
Explanation: B
Question 105
Operational risk losses are categorised under Basel by event type. Which of the following is an internal fraud loss?
Select an option first.
Correct answer: C — A rogue trader booking fictitious trades to hide losses
Explanation: C
Question 106
A bank uses a one-factor credit risk model where correlation between borrowers is driven by:
Select an option first.
Correct answer: B — A single systematic factor (e.g., the state of the economy) affecting all borrowers, with each borrower also having idiosyncratic risk
Explanation: B
Question 107
The three pillars of the Basel regulatory framework are:
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Correct answer: B — Minimum capital requirements (Pillar 1), Supervisory review process (Pillar 2), and Market discipline through disclosure (Pillar 3)
Explanation: B
Question 108
The risk-return trade-off principle states that:
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Correct answer: B — Investors require higher expected returns to compensate for bearing higher risk, creating the risk premium
Explanation: B
Question 109
Enterprise risk management (ERM) classifies risks into categories for comprehensive coverage. Which classification is most complete?
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Correct answer: B — Financial risks (market, credit, liquidity), non-financial risks (operational, strategic, reputational), and external/environmental risks — collectively covering all material risk types
Explanation: B
Question 110
The fundamental law of active management (Grinold) states that the information ratio is approximately:
Select an option first.
Correct answer: B — IR ≈ IC × √BR where IC is the information coefficient (correlation between forecasted and actual returns) and BR is the breadth (number of independent forecasts per year)
Explanation: B
Question 111
Stress testing under the CCAR (Comprehensive Capital Analysis and Review) framework in the US:
Select an option first.
Correct answer: B — Requires large US banks to project capital ratios under Federal Reserve-specified severely adverse macroeconomic scenarios (GDP decline, unemployment spike, equity crash) over nine quarters to assess capital adequacy and dividend/buyback capacity
Explanation: B
Question 112
Tail dependence between two random variables X and Y measures:
Select an option first.
Correct answer: B — The probability that Y is in its extreme tail given X is in its extreme tail — crucial for understanding joint losses in financial crises when correlations spike
Explanation: B
Question 113
The economic capital framework at a bank:
Select an option first.
Correct answer: B — Estimates the capital needed to absorb unexpected losses across all risk types at a chosen confidence level (e.g., 99.97%) consistent with the bank's target credit rating (e.g., AA requires very high confidence), supporting RAROC-based business performance evaluation
Explanation: B
Question 114
Risk appetite vs risk capacity:
Select an option first.
Correct answer: B — Risk appetite is the amount of risk an organisation CHOOSES to take; risk capacity is the maximum risk it CAN take before facing catastrophic consequences (insolvency, regulatory breach). Risk appetite ≤ risk capacity.
Explanation: B
Question 115
The risk management function's primary role relative to business units is:
Select an option first.
Correct answer: B — To provide independent oversight, measurement, and monitoring of risk, ensuring that risk-taking is consistent with the firm's risk appetite and that decision-makers have accurate risk information
Explanation: B
Question 116
The concept of risk decomposition in portfolio management allows:
Select an option first.
Correct answer: B — Attribution of total portfolio risk to individual positions, risk factors, or business lines — enabling identification of risk concentrations, efficient capital allocation, and targeted hedging
Explanation: B
Question 117
The Basel III liquidity coverage ratio (LCR) requires banks to:
Select an option first.
Correct answer: B — Hold a buffer of High Quality Liquid Assets (HQLA) to cover at least 100% of net cash outflows over a 30-day stress period
Explanation: B
Question 118
Under the Fundamental Review of the Trading Book (FRTB), the key changes to internal model approval include:
Select an option first.
Correct answer: B — Moving to desk-level model approval with P&L attribution tests and backtesting requirements, and replacing VaR with Expected Shortfall
Explanation: B
Question 119
Enterprise Risk Management (ERM) integrates all risk types across an organization to:
Select an option first.
Correct answer: B — Provide a holistic view of all risks, enabling portfolio-level risk management, risk aggregation, and alignment of risk-taking with strategic objectives and risk appetite
Explanation: B
Question 120
Procyclicality in risk models occurs when:
Select an option first.
Correct answer: B — Risk estimates increase in downturns and decrease in booms — when estimated risk is low during good times (leading to excess risk-taking) and spikes during bad times (forcing deleveraging), amplifying the financial cycle
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