In addition to the input voltage and current consumption, it depends on the physical environment.
If, for example, it's enclosed in a black plastic box and lays on the dash of a vehicle, it will overheat and shut down (or flake out) constantly.
If the same circuit is put in an aluminum box with the regulator attached to the box as a heat sink, then placed under the seat, it can run for years.
-j