Statistical Skorohod embedding problem: Optimality and asymptotic normality

Given a Brownian motion BB, we consider the so-called statistical Skorohod embedding problem of recovering the distribution of an independent random time TT based on i.i.d. sample from BTBT. We propose a consistent estimator for the density of TT, derive its convergence rates and prove their optimality.