Credit ratings give us a letter-grade snapshot, but they change slowly and often lag behind trouble. In this chapter we move from opinions to numbers — we build models that turn financial data and market prices into a clear, measurable default probability. By the end, you will see how a firm’s own balance sheet and its stock price can tell you far more about its health than a rating alone.