Monte Carlo

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The application of Monte Carlo methodology enables to generate simulated patterns of selected variables. Monte Carlo simulation techniques have found vast application in finance. They can be used to estimate portfolio risk exposure according to the Value at Risk (VaR) methodology and to derive estimates of the fair value of option contracts under a wide range of circumstances.

Some examples:
You can use Monte Carlo simulations to estimate the fair price of quanto’d Asian options whose payoff depends on a basket of stocks. To take into account that the option under consideration is quanto’d in a currency different from the currency in which the option is traded the drift rate of the underlying stock process must be duly adjusted. This method is also valid, in an asymptotic fashion, for valuing options for which analytical pricing formulas are also available, such as plain vanilla or barrier options on single stocks.

Asian Option on a Basket xls

Barrier Option (Call KO) xls

  
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