Transition probability quantifies the likelihood of moving from one state to another in a stochastic process, providing critical insight into the dynamics of systems over time. It is a fundamental component in various fields such as Markov chains, quantum mechanics, and statistical mechanics, where it helps model and predict the behavior of complex systems.