See eg https://en.wikipedia.org/wiki/Bathtub_curve for a common way to fail. Or https://en.wikipedia.org/wiki/Reliability_engineering in general.
You are right about some specific kinds of spontaneous failures. (Though not sure if external power failures are distributed that way.)