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Multiple Testing - University of Chicago

Multiple Testing Joseph P. Romano, Azeem M. Shaikh, and Michael Wolf Abstract Multiple Testing refers to any instance that involves the simultaneous Testing of more than one hypothesis. If decisions about the individual hypotheses are based on the unad- justed marginal p-values, then there is typically a large probability that some of the true null hypotheses will be rejected. Unfortunately, such a course of action is still common. In this article, we describe the problem of Multiple Testing more formally and discuss meth- ods which account for the multiplicity issue. In particular, recent developments based on resampling result in an improved ability to reject false hypotheses compared to classical methods such as Bonferroni. KEY WORDS: Multiple Testing , Familywise Error Rate, Resampling 1.

Multiple testing refers to any instance that involves the simultaneous testing of several hypotheses. This scenario is quite common in much of empirical research in economics.

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