Systems fail on a curve, not a calendar
A water heater does not fail at year nine because a table says nine. It fails on a wear-out hazard that climbs steeply once the unit is past its median. The engine models that curve, which is why an eight-year-old water heater asks for more than a new one and a two-year-old roof asks for nothing.