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 <arXiv:2112.15273>.
Version: | 1.0.0 |
Depends: | R (≥ 3.5.0) |
Imports: | dplyr, ggplot2, ggpubr, here, future, magrittr, mvtnorm, parallel, purrr, randomizr, readr, rlang, stats, stringr, tibble, tidyr, tidyselect |
Suggests: | testthat, kableExtra, knitr, furrr, PowerUpR (≥ 1.1.0) |
Published: | 2022-02-09 |
Author: | Kristin Porter [aut], Luke Miratrix [aut, cre], Kristen Hunter [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: | MIT + file LICENSE |
URL: | https://github.com/MDRCNY/PUMP |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | PUMP results |
Reference manual: | PUMP.pdf |
Vignettes: |
Demonstration of the PUMP package Demo and discussion of the pump_sample method Demo of simulating multi-level data |
Package source: | PUMP_1.0.0.tar.gz |
Windows binaries: | r-devel: PUMP_1.0.0.zip, r-release: PUMP_1.0.0.zip, r-oldrel: PUMP_1.0.0.zip |
macOS binaries: | r-release (arm64): PUMP_1.0.0.tgz, r-oldrel (arm64): PUMP_1.0.0.tgz, r-release (x86_64): PUMP_1.0.0.tgz, r-oldrel (x86_64): PUMP_1.0.0.tgz |
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