I run several PCs at the office 24/7, because I have always found that such failures as I have had, always happened at switch-on (or at switch-off, obviously one cannot tell if the thing died then because it was turned off
).
It could be thermal cycling or it could be voltage spikes etc.
The most common failures by far have been hard drives.