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The new rule in economics: One star is p < 0.20, two stars is a set of steak knives, three stars is you're fired.

Andrew Gelman · published 22 June 2026

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https://www.science.org/doi/10.1126/sciadv.adz7173

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https://pmc.ncbi.nlm.nih.gov/articles/PMC10284198/

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https://www.graphpad.com/support/faq/what-is-the-meaning-of--or--or--in-reports-of-statistical-significance-from-prism-or-instat/

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https://sites.stat.columbia.edu/gelman/research/published/abandon.pdf

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https://sites.stat.columbia.edu/gelman/research/unpublished/A_statistical_case_for_qualified_scientific_optimism.pdf

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https://osf.io/preprints/metaarxiv/4sepa_v2

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