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Implements the optimal multiple hypothesis testing correction from Viviano, Wuthrich, and Niehaus (2026) <doi:10.48550/arXiv.2104.13367>. Derives the optimal per-test significance level from the economic incentives of research production, providing a correction that lies between Bonferroni (too conservative) and unadjusted (too permissive). Supports two cost models: a Linear one calibrated to United States Food and Drug Administration (FDA) clinical-trial costs, and a Cobb-Douglas one calibrated to Abdul Latif Jameel Poverty Action Lab (J-PAL) project costs. Reports optimal, Bonferroni, Holm, Benjamini-Hochberg (BH), and unadjusted results side by side.
| Version: | 1.0.0 |
| Imports: | stats |
| Suggests: | testthat (≥ 3.0.0), haven, fixest, estimatr, knitr, rmarkdown |
| Published: | 2026-07-29 |
| DOI: | 10.32614/CRAN.package.mhtopt |
| Author: | Davide Viviano [aut], Kaspar Wuthrich [aut], Paul Niehaus [aut], Erick Rosas Lopez [cre, ctb] |
| Maintainer: | Erick Rosas Lopez <erosaslpez at ucsd.edu> |
| BugReports: | https://github.com/dviviano/mhtopt/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/dviviano/mhtopt |
| NeedsCompilation: | no |
| Language: | en-US |
| Citation: | mhtopt citation info |
| Materials: | README, NEWS |
| CRAN checks: | mhtopt results |
| Reference manual: | mhtopt.html , mhtopt.pdf |
| Vignettes: |
Optimal Multiple Hypothesis Testing (source, R code) |
| Package source: | mhtopt_1.0.0.tar.gz |
| Windows binaries: | r-devel: mhtopt_1.0.0.zip, r-release: mhtopt_1.0.0.zip, r-oldrel: mhtopt_1.0.0.zip |
| macOS binaries: | r-release (arm64): mhtopt_1.0.0.tgz, r-oldrel (arm64): mhtopt_1.0.0.tgz, r-release (x86_64): mhtopt_1.0.0.tgz, r-oldrel (x86_64): mhtopt_1.0.0.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.