• Plos Biol · Mar 2015

    The extent and consequences of p-hacking in science.

    • Megan L Head, Luke Holman, Rob Lanfear, Andrew T Kahn, and Michael D Jennions.
    • Division of Evolution, Ecology and Genetics, Research School of Biology, Australian National University, Acton, Canberra, Australia.
    • Plos Biol. 2015 Mar 1; 13 (3): e1002106e1002106.

    AbstractA focus on novel, confirmatory, and statistically significant results leads to substantial bias in the scientific literature. One type of bias, known as "p-hacking," occurs when researchers collect or select data or statistical analyses until nonsignificant results become significant. Here, we use text-mining to demonstrate that p-hacking is widespread throughout science. We then illustrate how one can test for p-hacking when performing a meta-analysis and show that, while p-hacking is probably common, its effect seems to be weak relative to the real effect sizes being measured. This result suggests that p-hacking probably does not drastically alter scientific consensuses drawn from meta-analyses.

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    This article appears in the collection: Drowning in the Sea of Evidence.

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