L1

Monte Carlo European Pricer

Junior Quant · Numerical Implementation

Question

Implement a Monte Carlo pricer for a European call (S0=100S_0 = 100, K=100K = 100, r=5%r = 5\%, σ=20%\sigma = 20\%, T=1T = 1) using GBM simulation. Report a 95% confidence interval for the price. What is the convergence rate in terms of number of paths NN? Express the required NN as a function of the payoff standard deviation σpay\sigma_{\text{pay}} and target standard error ε\varepsilon. For this call, estimate σpay\sigma_{\text{pay}} from your simulation and compute the NN needed to achieve ε<0.01\varepsilon < 0.01.