The hat-check problem is a classic combinatorial problem that involves a scenario where guests at a party check their hats, and at the end of the event, the hats are returned randomly. The key question is to determine the probability that none of the guests receive their own hat back. This situation leads to the study of derangements, which are permutations of a set where no element appears in its original position, highlighting an interesting aspect of combinatorial mathematics.