Valuing European Options Using Monte Carlo Simulation-Derivative Pricing in Python

In a previous post, we presented a methodology for pricing European options using a closed-form formula. In this installment, we price these options using a numerical method. Specifically, we will use Monte Carlo simulation.

Recall that,

  • A call option gives the buyer the right, but not the obligation to buy an agreed quantity of the underlying from the seller at a future time for a given price. The payoff of the call option at expiration is max(ST-K,0),
  • A put option gives the buyer the right, but not the obligation to sell an agreed quantity of the underlying to the seller at a future time for a given price. The payoff of the put option at expiration is max(K -ST,0),

where ST  denotes the stock price at expiration and K is the strike price.

To price these options, we first simulate the price paths using the following Stochastic Differential Equation:

Monte Carlo simulation in pythonwhere

  • St is the stock price at time t,
  • σ denotes the stock volatility,
  • µ is the drift which equals the risk-free rate, and
  • dWt represents the standard normal random variable.

The simulation is carried out until the options’ maturity. We then apply the terminal payoff functions and calculate the mean values of all the payoffs. Finally, we discount the mean values to the present and thus obtain the option values.  For a more detailed presentation of the Monte Carlo method, see Reference [1].

The picture below shows the call and put option prices using 100000 simulations. All other parameters are the same as in the previous post.

options pricing in Python using Monte Carlo

We compare the above results to the ones obtained by using a third-party software and notice that they are in good agreement.

derivative pricing in python

In the next installment, we will present a methodology for pricing American options using Monte Carlo simulation.

References

[1] Glasserman, Paul; Monte Carlo Methods in Financial Engineering, Springer; 2003

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