Loop control overhead refers to the computational resources and time consumed by managing the execution of loops in a program, including tasks such as incrementing counters, evaluating conditions, and branching. Minimizing loop control overhead can significantly enhance program efficiency, especially in performance-critical applications where loops are executed repeatedly and extensively.