multiverse
Create 'multiverse analysis' in R
Implement 'multiverse' style analyses (Steegen S., Tuerlinckx F, Gelman A., Vanpaemal, W., 2016) doi:10.1177/1745691616658637 to show the robustness of statistical inference. 'Multiverse analysis' is a philosophy of statistical reporting where paper authors report the outcomes of many different statistical analyses in order to show how fragile or robust their findings are. The 'multiverse' package (Sarma A., Kale A., Moon M., Taback N., Chevalier F., Hullman J., Kay M., 2021) doi:10.31219/osf.io/yfbwm allows users to concisely and flexibly implement 'multiverse-style' analysis, which involve declaring alternate ways of performing an analysis step, in R and R Notebooks.
- Version0.6.2
- R versionunknown
- LicenseGPL (≥ 3)
- Needs compilation?No
- Languageen-US
- multiverse citation info
- Last release10/07/2024
Documentation
- VignetteA discussion on branches in the multiverse
- VignetteDeclaring conditions in the multiverse
- VignetteExample multiverse implementation: Recreating Adding inferential treatments to plots using Resampling and Animations using multiverse
- VignetteExample multiverse implementation: Effect of fertility on religiosity and political attitudes
- VignetteExample multiverse implementation: Re-evaluating the efficiency of physical visualizations
- VignetteExample multiverse implementation: Female hurricanes are deadlier than male hurricanes
- VignetteExecution of multiverse analysis — Sequential and Parallel
- VignetteUsing the multiverse in RMarkdown: Introduction to multiverse code chunks
- VignetteExtracting and Visualising the results of a multiverse analysis
- MaterialREADME
- MaterialNEWS
Team
Abhraneel Sarma
Matthew Kay
Show author detailsRolesAuthorHadley Wickham
Nathan Taback
Show author detailsRolesContributorMark Miller
Show author detailsRolesContributorMichael Moon
Show author detailsRolesContributorKyle Hwang
Show author detailsRolesContributorAlex Kale
Show author detailsRolesContributorFanny Chevalier
Show author detailsRolesContributorJessica Hullman
Show author detailsRolesContributorPierre Dragicevic
Show author detailsRolesContributorYvonne Jansen
Show author detailsRolesContributor
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Dependencies
- Depends1 package
- Imports18 packages
- Suggests17 packages