Before 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 .
After revision:  Under the assumption that potential outcome has a factor structure . A normal distribution theory is obtained that can be useful for hypothesis testing .