Stein’s formula states that a random variable of the form z⊤f(z)−divf(z) is mean-zero for all functions f with integrable gradient. Here, divf divergence function and z standard normal vector. This paper aims to propose second-order Stein characterize variance such variables f(z) square gradient, demonstrate usefulness this in various applications. In Gaussian sequence model, remarkable consequ...