DO you know Event Study?

I think you should attack the problem within the Event Study framework.

The simplest way is to perform t-test on single sample. That is, to test the hypothesis whether the mean of e is zero or not. You only need to calculate the sample mean and standard deviation, and construct the 95% confidence interval of the mean of the distribution of e, then check whether zero is in this interval or not.