Speaking purely to Monte Carlo simulations: one key issue is knowing the underlying distributions of your random variables. Without this, you may be led further

Speaking purely to Monte Carlo simulations: one key issue is knowing the underlying distributions of your random variables. Without this, you may be led further astray than before your simulation. A much more robust approach - though not always appropriate - is a worst-case vs middle vs best-case scenario analysis