risk management

Monte Carlo simulation

A computational technique that uses random sampling to model probability distributions of outcomes, used in finance to assess risk and value complex instruments.

Example

The Monte Carlo simulation ran 10,000 scenarios showing a 90% probability the portfolio would last 30 years.

Memory Tip

MONTE CARLO = run thousands of random scenarios to see the full range of possible outcomes.

Why It Matters

Understanding Monte Carlo simulation helps you make better financial decisions by showing you the range of possible outcomes rather than relying on single predictions. This is crucial for retirement planning, investment allocation, and understanding whether you have enough savings to reach your goals under various market conditions.

Common Misconception

Many people think Monte Carlo simulation predicts the future or tells you what will happen. In reality, it shows you the probability of different outcomes occurring, helping you understand risk and prepare for multiple scenarios rather than forecasting any specific result.

In Practice

A financial advisor might use Monte Carlo simulation to analyze a retirement plan by running 10,000 scenarios of market returns, inflation rates, and spending patterns over 30 years. The simulation might show that in 9,200 scenarios the client does not run out of money, meaning there is a 92 percent success rate for their retirement plan with their current savings and withdrawal strategy.

Etymology

Named after the Monte Carlo casino in Monaco — using RANDOM NUMBERS like casino games to simulate many possible outcomes.

Common Misspellings

Monte Carlo-simulationMonte Carlo simulatonMonte Carlo simuation
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Related Terms

scenario analysisRisk Management

More in risk management

Other risk management terms you should know

hedgingMaking an investment to reduce the risk of adverse price movhedgeAn investment made to reduce the risk of adverse price moveminterest rate riskThe risk that changes in interest rates will negatively affecounterparty riskThe risk that the other party in a financial transaction wilsystemic riskThe risk of collapse of an entire financial system or marketliquidity riskThe risk that an asset cannot be sold quickly enough to prev

See Also

VaRoptions pricing
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