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University of Nebraska - Lincoln

International and Area Studies

1999

Bayesian approaches

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The Insignificance Of Statistical Significance Testing, Douglas H. Johnson Jan 1999

The Insignificance Of Statistical Significance Testing, Douglas H. Johnson

USGS Northern Prairie Wildlife Research Center

Despite their wide use in scientific journals such as The Journal of Wildlife Management, statistical hypothesis tests add very little value to the products of research. Indeed, they frequently confuse the interpretation of data. This paper describes how statistical hypothesis tests are often viewed, and then contrasts that interpretation with the correct one. I discuss the arbitrariness of P-values, conclusions that the null hypothesis is true, power analysis, and distinctions between statistical and biological significance. Statistical hypothesis testing, in which the null hypothesis about the properties of a population is almost always known a priori to be false, is …