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Statistics as a Social Activity: Attitudes toward Amalgamating Evidence
Andrew Gelman1,2, Keith O'Rourke3
1Department of Statistics Columbia University, New York, NY 10027, USA.
Entropy (Basel, Switzerland)
|August 29, 2024
Summary
This study reviews how statistical evidence is combined, from within-study analysis to community-level validation like meta-analysis. It connects statistical foundations to scientific consensus-building processes.
Area of Science:
- Statistics
- Philosophy of Science
Background:
- Evidence amalgamation is crucial in statistical analysis and scientific research.
- Methods range from within-study averaging to community-level validation processes.
- Recent attention is driven by Bayesian inference popularity and the replication crisis.
Purpose of the Study:
- To review the amalgamation of statistical evidence from multiple perspectives.
- To connect foundational statistics with social processes of scientific validation.
- To explore how consensus is built within the research community.
Main Methods:
- Review of statistical evidence amalgamation techniques.
- Exploration of philosophical and statistical foundations.
- Analysis of social processes in scientific validation.
Main Results:
- Statistical evidence is amalgamated through averaging, modeling, and community validation.
- Processes include peer review, meta-analysis, and replication.
- Foundations of statistics link to consensus-building mechanisms.
Conclusions:
- Understanding evidence amalgamation is key to scientific integrity.
- The study bridges statistical theory and practice with social validation.
- This review provides a framework for interpreting evidence synthesis.
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