Polynomial-time reduction is a method used in computational complexity theory to transform one problem into another in polynomial time, demonstrating that if one problem can be solved efficiently, so can the other. It is a crucial tool for classifying problems into complexity classes, such as NP-complete, by showing their interrelations and relative difficulty.