Pricing a European call by simulation
Question
Outline how you would use Monte Carlo simulation to value a European call option.
Short answer
Simulate risk-neutral terminal prices, average the discounted payoffs. Draw , set , compute , and take times the sample mean. The standard error is the sample standard deviation over , so accuracy improves only as ; for path-dependent payoffs simulate full paths on a time grid.
Adapted from Zhou, A Practical Guide to Quantitative Finance Interviews, sec. 7.3 Numerical Methods, 'Monte Carlo simulation A', p.183; question and answer rewritten by SelfMadeQuant.com.
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Open the worked solutionLessons behind this question
- Monte Carlo Option Pricing
- Applications — Monte Carlo Estimation, Error, and Confidence Intervals
- The One-Period Binomial Model: Replication, Delta Hedging, and Risk-Neutral Pricing
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