A general formula for the lower bound of the first eigenvalue on compact Riemannian mani-folds is presented in this paper for the first time. The formula improves the main known sharp estimates including Lichnerowicz's estimate and Zhong-Yang's estimate. Moreover, the results are extended to the noncompact manifolds. The study is based on a probabilistic approach (i.e., the coupling method) introduced by the authors previously.