- Pre-register all studies, declaring sample sizes and power analysis.
- Report results regardless of outcome. Eliminate the "we only publish stat sig results" baloney.
- Report confidence/credible intervals, adjusting for multiple comparisons as appropriate. Plot the posterior distribution of the effect size if appropriate.
- Publish all data and code.
- Provide funding for duplicating important studies.