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 . The relation between incoherence conditions used in matrix completions and the strong factor assumption is also discussed .
After revision:  Under the assumption that potential outcome has a factor structure, we provide a distribution theory for the estimated treatment effect on the treated .