There’s no free lunches in statistics

This post from David Robinson explains very well the point that statistical tests depend crucially on the assumptions you make before starting. The message is you need to look at your data and think about it a bit before doing a statistical test.

And, it also includes code to run the examples in R, my favourite, open source, statistical environment. Look at the post, learn some R and do better stats!