Asymptotic analysis is a method to describe the limiting behavior of a function as its input tends towards a particular value or infinity. It reveals fundamental properties, especially in Algorithm Complexity, helping to compare efficiency without concern for constant factors or smaller terms. This mathematical tool is vital for understanding Big O notation, predicting performance, and simplifying complex expressions.