statistically dissimilar between New Users and control firms at a 90 percent confidence level. When all covariates are considered jointly, Hotelling's T-test (p-value¼0.96) indicates that New Users and control firms are not statistically different from one another. Collectively, these findings strongly suggest that the matching process was successful in balancing the control variables.