Question: how to test significance of cumulative abnormal return?
Answer: To test the significance of the Cumulative Abnormal Return's (CAR's), one must calculate the variance of the aggregated AR's across firms and then sum this number for each observation in the event window to achieve the variance of the CAR's, and then use the square root of this as the denominator in the t-statistic.