As opposite to the traditional probabilistic approach, the convergence rate of conditional expectations is examined from the analytic point of view. This new approach provides simple and clear proofs for a two-sided uniform inequality for conditional expectations and related results. A necessary and sufficient condition for the convergence rate of conditional expectations is derived. Moreover, the existing lower bound for the convergence rate based on the probabilistic approach is sharpened by the new analytic approach.