Thanks to everyone who helped me out with testing their reaction time. Take a look at the results

Total trials: 867 male trials: 469 female trials: 398 male median: 312 female median: 365.5

After data analysis, I have found that if using the median, there is no statistical significant difference between males and female reaction times. If using the mean, the opposite is true, there is a statistical significant difference between male and female reaction times.

To view the full analysis, download reaction.xls.