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Deciding the number of factors to retain can be extremely subjective. But that was why it was so important to pre-register our work. We wanted to choose methods for making this decision before seeing the data so that no one could accuse of us of trying to monkey with the data until we got the results we wanted.

This was my second time I pre-registered the study and the first time my student co-author had. We are still getting the hang of it.