ChristianKl comments on 2013 Survey Results - Less Wrong
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How do you decide for how high to hang your bar for significance? It very hard to estimate how high you have to hang it depending on how you go fishing in your data. The advantage of the two step procedure is that you are completely free to fish how you want in the first step. There are even cases where you might want a three step procedure.