Page Replacement Algorithms are crucial in managing how pages are swapped in and out of memory in a computer system, directly impacting the efficiency of memory usage and system performance. They determine which memory pages to replace when a page fault occurs, optimizing for criteria like minimizing page faults or maximizing system throughput.