Reporting all results efficiently: A RARE proposal to open up the file drawer

Area of Science:

• Social Sciences
• Empirical Research
• Publication Bias

Background:

• Social sciences increasingly adopt transparent research practices for verification and replication.
• Publication bias remains a significant issue, skewing literature towards statistically significant findings, potentially including false positives.

Purpose of the Study:

• To propose a framework, Report All Results Efficiently (RARE), to mitigate publication bias in social sciences.
• To incentivize the efficient reporting of all research results, thereby enhancing confidence in findings.

Main Methods:

• Focuses on experimental and prospective empirical social science research utilizing public study registries.
• Proposes an integrated system leveraging public registries, IRBs, journals, and funding agencies.
• Aims to incentivize full reporting through existing infrastructure.

Main Results:

• The RARE framework is designed to enable efficient reporting of all study outcomes.
• Implementation can improve confidence in social science findings by reducing bias.
• A coordinated research ecosystem prevents redundant investigations and reduces funding waste.

Conclusions:

• The RARE framework offers a systematic approach to combat publication bias in social sciences.
• Enhancing research transparency through full result reporting strengthens the scientific record.
• This initiative promotes efficient use of research funding and investigator time.