Stochastic analysis is a branch of mathematics that studies systems and processes influenced by randomness, using tools like stochastic calculus and probabilistic methods to model and analyze these phenomena. It is vital in fields such as finance, physics, and biology, where uncertainty and unpredictability are inherent elements of complex systems.