However, when he modified his statistical methods to take into account the fact that he was testing 24 hypotheses, not one, the boundary of significance dropped dramatically.
All it takes is some rudimentary experience running statistical tests on a data set, mucking around trying to prove a couple of hypotheses, and generating a few visualizations.