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Two cheers for P-values?

S Senn1

  • 1Department of Epidemiology and Public Health, University College London, UK.

Journal of Epidemiology and Biostatistics
|July 4, 2001
PubMed
Summary
This summary is machine-generated.

P-values are widely used in science but heavily criticized. This essay explores potential justifications for their continued use despite significant statistical drawbacks.

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Area of Science:

  • Statistics
  • Scientific Methodology
  • Data Analysis

Background:

  • P-values are a ubiquitous tool in scientific research.
  • Despite widespread adoption, p-values face substantial criticism from statisticians and researchers.
  • Bayesian and modern frequentist approaches often highlight the limitations of p-values.

Purpose of the Study:

  • To critically examine the role and perceived utility of p-values in scientific practice.
  • To explore arguments that might support the continued use of p-values.
  • To address the dichotomy between the practical application and theoretical shortcomings of p-values.

Main Methods:

  • Conceptual analysis of statistical practices.
  • Review of common interpretations and criticisms of p-values.

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  • Philosophical consideration of statistical inference.
  • Main Results:

    • P-values represent a practical success in terms of widespread adoption and use.
    • Significant theoretical and interpretive failures are associated with p-values.
    • The essay aims to identify potential, albeit limited, defenses for their use.

    Conclusions:

    • P-values, despite their flaws, have achieved practical success in scientific communication.
    • A critical re-evaluation is needed to understand their enduring presence.
    • Further discussion is warranted on the justification for their continued application in research.