the legitimate choices researchers make about data collection, analysis, and reporting — create opportunities for inflation of false positive rates. Uri Simonsohn, Leif Nelson, and Joseph Simmons demonstrated in a 2011 paper in *Psychological Science* that these degrees of freedom, used flexibly, co