Before revision:  Under the assumption that potential outcome has a factor structure, we provide a distribution theory for the estimated treatment effect on the treated .
After revision:  Under the assumption that potential outcome has a factor structure, we provide a distribution theory for the estimated average and individual treatment effects on the treated .