statcheck - a spellchecker for statistics

A study has revealed a high prevalence of inconsistencies in reported statistical test results. Such inconsistencies make results unreliable, as they become "irreproducible", and ultimately affect the level of trust in scientific reporting. statcheck is a free, open-source tool that automatically extracts reported statistical results from papers and recalculates p-values. Following an investigation into its accuracy, Michèle B. Nuijten finds statcheck to be very effective at flagging inconsistencies and gross inconsistencies, with an overall accuracy of 96.2% to 99.9%.