Financial contracts often depend on more than one random factor. A derivative may involve several stock prices, an interest rate, and a volatility that moves on its own. This chapter shows how the PDE tools you already know extend to these richer, multi‑dimensional models — and what new ideas keep the computations stable and accurate.