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PUMP: Power Under Multiplicity Project

Estimates power, minimum detectable effect size (MDES) and sample size requirements. The context is multilevel randomized experiments with multiple outcomes. The estimation takes into account the use of multiple testing procedures. Development of this package was supported by a grant from the Institute of Education Sciences (R305D170030). For a full package description, including a detailed technical appendix, see <doi:10.18637/jss.v108.i06>.

Version: 1.0.3
Depends: R (≥ 3.5.0)
Imports: dplyr, ggplot2, ggpubr, glue, future, lme4, magrittr, methods, mvtnorm, parallel, purrr, randomizr, readr, rlang, stats, stringr, tibble, tidyr, tidyselect
Suggests: furrr, here, kableExtra, knitr, PowerUpR (≥ 1.1.0), testthat
Published: 2024-02-29
DOI: 10.32614/CRAN.package.PUMP
Author: Kristin Porter [aut], Luke Miratrix ORCID iD [aut, cre], Kristen Hunter ORCID iD [aut], Zarni Htet [aut], MDRC [cph], Institute of Education Sciences [fnd]
Maintainer: Luke Miratrix <luke_miratrix at gse.harvard.edu>
BugReports: https://github.com/MDRCNY/PUMP/issues
License: GPL-3
URL: https://github.com/MDRCNY/PUMP
NeedsCompilation: no
Citation: PUMP citation info
Materials: README
CRAN checks: PUMP results

Documentation:

Reference manual: PUMP.pdf
Vignettes: Demonstration of the PUMP package
Demo and discussion of the pump_sample method
Demo of simulating multi-level data

Downloads:

Package source: PUMP_1.0.3.tar.gz
Windows binaries: r-devel: PUMP_1.0.3.zip, r-release: PUMP_1.0.3.zip, r-oldrel: PUMP_1.0.3.zip
macOS binaries: r-release (arm64): PUMP_1.0.3.tgz, r-oldrel (arm64): PUMP_1.0.3.tgz, r-release (x86_64): PUMP_1.0.3.tgz, r-oldrel (x86_64): PUMP_1.0.3.tgz
Old sources: PUMP archive

Linking:

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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.