The Box-Counting Method is a mathematical technique used to estimate the fractal dimension of a set in a metric space by counting the number of boxes of varying sizes needed to cover the set. It provides a way to quantify the complexity of patterns and structures that are self-similar across different scales, making it invaluable in fields ranging from physics to biology.