Answers / Risk & Compliance

How do you quantify operational risk?

A core Risk & Compliance interview question — asked in analyst and associate interviews across IB, PE, and the Big 4.

THE SHORT ANSWER

(1) Loss data collection: record all operational loss events above threshold. (2) Scenario analysis: estimate frequency and severity of low-frequency/high-severity events. (3) KRIs: track leading indicators. (4) Basel methods: Basic Indicator Approach (15% of gross income) or Advanced Measurement Approach (internal models). (5) Stress testing: model extreme but plausible scenarios.

WHAT INTERVIEWERS LISTEN FOR

  • Loss data collection
  • Scenario analysis
  • Key Risk Indicators (KRIs)
  • Basel methods (BIA/AMA)
  • Stress testing

COMMON MISTAKES

  • Confusing operational risk with market/credit risk
  • Ignoring low-frequency/high-severity events
  • Relying solely on qualitative assessment

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