We analyze the j-particle marginals(or rescaled correlation functions) in the Boltzmann–Grad limit for a hard-sphere system.Following the well known Lanfords analysis on the validity of the Boltzmann equation for a short time,we improve previous results by giving explicit estimates on the error arising from the correlation effects,giving a quantitative description of the property of propagation of chaos.