Resources for Reproducibility
In the fascinating world of reproducibility, there is always more. See below some selected resources and references used in creating the tutorials (updated March 2024).
1 Guides and tutorials on reproducibility
FORRT - Framework for Open and Reproducible Research (link)
Introduction to Reproducible Publications with RStudio (The Carpentries) (link)
Open Science Training Handbook (link)
Harrell F E: R Workflow for Reproducible Data Analysis and Reporting (link)
Bauer, P. C., & Landesvatter, C. (2023). Writing a reproducible paper with RStudio and quarto. (link)
Peikert, Aaron, & Diemerling, Hannes. (2023). Reproducible Research in R: A Workshop on How to Do the Same Thing More Than Once. Zenodo. https://doi.org/10.5281/zenodo.8069391
Peikert, A., van Lissa, C. J., & Brandmaier, A. M. (2021). Reproducible Research in R: A Tutorial on How to Do the Same Thing More Than Once. Psych, 3(4), Article 4. https://doi.org/10.3390/psych3040053
AEA Data Editor Guidance and tools (link)
2 Reproducibility checklists
Data and Code Availability Standard by AEA Social Science Data Editors: https://datacodestandard.org/
Reproducibility checklist by Meta-Psychology journal
Journal of Applied Psychology methods checklist 2022 (pdf link)
Wicherts, J. M., Veldkamp, C. L., Augusteijn, H. E., Bakker, M., Van Aert, R., & Van Assen, M. A. (2016). Degrees of freedom in planning, running, analyzing, and reporting psychological studies: A checklist to avoid p-hacking. Frontiers in psychology, 7, 222767. https://doi.org/10.3389/fpsyg.2016.01832
Lombaers, P., Bruin, J. de, & Schoot, R. van de. (2024). Reproducibility and Data storage Checklist for Active Learning-Aided Systematic Reviews. https://doi.org/10.31234/osf.io/g93zf
3 R packages used in the tutorials
Modelsummary - Creates tables and plots to present descriptive statistics and to summarize statistical models in R.
Flextable - a framework to easily create tables for reporting and publications.
Report - “From R to your manuscript”.
Gtsummary - Create publication-ready analytical and summary tables.