Philosophy of Science · 1967 · 992 citations · 10 references
Natural SciencesPhysicsPsychologyExperimental DesignExperimental PsychologyStatisticsHypothesis TestingMeasurement PrecisionScientific TheoriesStatistical AnalysisStatistical SignificanceConfirmation Of Statistical HypothesesExperimental PrecisionExperimental Results InterpretationExperimental ValidationPrecisionStatistical Experimental DesignStatistical PowerStatistical Significance Testing
In physics, higher experimental precision tightens tolerance ranges and strengthens corroboration, whereas in psychology increased power raises the prior probability of finding a significant effect in the predicted direction, making statistical significance play a reverse logical role and exacerbating issues such as overemphasis on experimental cuteness and reliance on ad hoc explanations. The study finds that corroboration from successful experiments is weak and diminishes as precision increases.
Because physical theories typically predict numerical values, an improvement in experimental precision reduces the tolerance range and hence increases corroborability. In most psychological research, improved power of a statistical design leads to a prior probability approaching ½ of finding a significant difference in the theoretically predicted direction. Hence the corroboration yielded by “success” is very weak, and becomes weaker with increased precision. “Statistical significance” plays a logical role in psychology precisely the reverse of its role in physics. This problem is worsened by certain unhealthy tendencies prevalent among psychologists, such as a premium placed on experimental “cuteness” and a free reliance upon ad hoc explanations to avoid refutation.
10
Peter Alexander · Philosophical Books · 1963 · 2.9K citations
The logic of scientific discovery
Journal of the Franklin Institute · 1959 · 1.9K citations
Humanities, Biology, Logic +10
C. Alan Boneau, William L. Hays · The American Journal of Psychology · 1966 · 1.9K citations
The test of significance in psychological research.
David Bakan · Psychological Bulletin · 1966 · 919 citations