PowerUpR: Power Analysis Tools for Multilevel Randomized Experiments

Statistical power analysis tools for designing multilevel randomized experiments. Includes functions to calculate statistical power (1 - type II error), minimum detectable effect size (MDES), minimum required sample size (MRSS), functions to solve constrained optimal sample allocation (COSA) problems, and to visualize duo or trio relationships between statistical power, MDES, MRSS, and a component of COSA.

Author Metin Bulus [aut,cre] Nianbo Dong [aut,cre]
Date of publication2017-02-17 14:38:01
MaintainerMetin Bulus <bulus.metin@gmail.com>
LicenseGPL (>= 3)
Version0.1.3
https://github.com/metinbulus/PowerUpR

View on CRAN

Man pages

mdes.bcra3f2: Model 4.1: MDES Calculator for 3-Level Fixed Effects Blocked...

mdes.bcra3r2: Model 4.2: MDES Calculator for 3-Level Random Effects Blocked...

mdes.bcra4f3: Model 4.4: MDES Calculator for 4-Level Fixed Effects Blocked...

mdes.bcra4r2: Model 4.3: MDES Calculator for 4-Level Random Effects Block...

mdes.bcra4r3: Model 4.5: MDES Calculator for 4-Level Random Effects Blocked...

mdes.bira2c1: Model 2.1: MDES Calculator for 2-Level Constant Effects...

mdes.bira2f1: Model 2.2: MDES Calculator for 2-Level Fixed Effects Blocked...

mdes.bira2r1: Model 2.3: MDES Calculator for 2-Level Random Effects Blocked...

mdes.bira3r1: Model 2.4: MDES Calculator for 3-Level Random Effects Blocked...

mdes.bira4r1: Model 2.5: MDES Calculator for 4-Level Random Effects Blocked...

mdes.cra2r2: Model 3.1: MDES Calculator for 2-Level Cluster Random...

mdes.cra3r3: Model 3.2: MDES Calculator for 3-Level Cluster Random...

mdes.cra4r4: Model 3.3: MDES Calculator for 4-Level Cluster Random...

mdes.ira1r1: Model 1.0: MDES Calculator for Individual Random Assignment...

mdes.to.pctl: MDES to Percentiles

mrss.bcra3f2: Model 4.1: MRSS Calculator for 3-Level Fixed Effects Blocked...

mrss.bcra3r2: Model 4.2: MRSS Calculator for 3-Level Random Effects Blocked...

mrss.bcra4f3: Model 4.4: MRSS Calculator for 4-Level Fixed Effects Blocked...

mrss.bcra4r2: Model 4.3: MRSS Calculator for 4-Level Random Effects Block...

mrss.bcra4r3: Model 4.5: MRSS Calculator for 4-Level Random Effects Blocked...

mrss.bira2c1: Model 2.1: MRSS Calculator for 2-Level Constant Effects...

mrss.bira2f1: Model 2.2: MRSS Calculator for 2-Level Fixed Effects Blocked...

mrss.bira2r1: Model 2.3: MRSS Calculator for 2-Level Random Effects Blocked...

mrss.bira3r1: Model 2.4: MRSS Calculator for 3-Level Random Effects Blocked...

mrss.bira4r1: Model 2.5: MRSS Calculator for 4-Level Random Effects Blocked...

mrss.cra2r2: Model 3.1: MRSS Calculator for 2-Level Cluster Random...

mrss.cra3r3: Model 3.2: MRSS Calculator for 3-Level Cluster Random...

mrss.cra4r4: Model 3.3: MRSS Calculator for 4-Level Cluster Random...

mrss.ira1r1: Model 1.0: MRSS Calculator for Individual Random Assignment...

mrss.to.mdes: MRSS to MDES

mrss.to.power: MRSS to Power

optimal.bcra3f2: Model 4.1: COSA Solver for 3-Level Fixed Effects Blocked...

optimal.bcra3r2: Model 4.2: COSA Solver for 3-Level Random Effects Blocked...

optimal.bcra4f3: Model 4.4: COSA Solver for 4-Level Fixed Effects Blocked...

optimal.bcra4r2: Model 4.3: COSA Solver for 4-Level Random Effects Block...

optimal.bcra4r3: Model 4.5: COSA Solver for 4-Level Random Effects Blocked...

optimal.bira2c1: Model 2.1: COSA Solver for 2-Level Constant Effects Blocked...

optimal.bira2f1: Model 2.2: COSA Solver for 2-Level Fixed Effects Blocked...

optimal.bira2r1: Model 2.3: COSA Solver for 2-Level Random Effects Blocked...

optimal.bira3r1: Model 2.4: COSA Solver for 3-Level Random Effects Blocked...

optimal.bira4r1: Model 2.5: COSA Solver for 4-Level Random Effects Blocked...

optimal.cra2r2: Model 3.1: COSA Solver for 2-Level Cluster Random Assignment...

optimal.cra3r3: Model 3.2: COSA Solver for 3-Level Cluster Random Assignment...

optimal.cra4r4: Model 3.3: COSA Solver for 4-Level Cluster Random Assignment...

optimal.ira1r1: Model 1.0: COSA Solver for Individual Random Assignment...

optimal.to.mdes: Optimal to MDES

optimal.to.power: Optimal to Power

plot.pars: Plots Duo or Trio Relationships between Statistical Power,...

power.bcra3f2: Model 4.1: Statistical Power Calculator for 3-Level Fixed...

power.bcra3r2: Model 4.2: Statistical Power Calculator for 3-Level Random...

power.bcra4f3: Model 4.4: Statistical Power Calculator for 4-Level Fixed...

power.bcra4r2: Model 4.3: Statistical Power Calculator for 4-Level Random...

power.bcra4r3: Model 4.5: Statistical Power Calculator for 4-Level Random...

power.bira2c1: Model 2.1: Statistical Power Calculator for 2-Level Constant...

power.bira2f1: Model 2.2: Statistical Power Calculator for 2-Level Fixed...

power.bira2r1: Model 2.3: Statistical Power Calculator for 2-Level Random...

power.bira3r1: Model 2.4: Statistical Power Calculator for 3-Level Random...

power.bira4r1: Model 2.5: Statistical Power Calculator for 4-Level Random...

power.cra2r2: Model 3.1: Statistical Power Calculator for 2-Level Cluster...

power.cra3r3: Model 3.2: Statistical Power Calculator for 3-Level Cluster...

power.cra4r4: Model 3.3: Statistical Power Calculator for 4-Level Cluster...

power.ira1r1: Model 1.0: Statistical Power Calculator for Individual Random...

power.to.mdes: power to MDES

PowerUpR: Introduction to 'PowerUpR'

t1t2.error: Plots Type I and Type II Error Rates

Functions

mdes.bcra3f2 Man page
mdes.bcra3r2 Man page
mdes.bcra4f3 Man page
mdes.bcra4r2 Man page
mdes.bcra4r3 Man page
mdes.bira2c1 Man page
mdes.bira2f1 Man page
mdes.bira2r1 Man page
mdes.bira3r1 Man page
mdes.bira4r1 Man page
mdes.cra2r2 Man page
mdes.cra3r3 Man page
mdes.cra4r4 Man page
mdes.ira1r1 Man page
mdes.to.pctl Man page
mrss.bcra3f2 Man page
mrss.bcra3r2 Man page
mrss.bcra4f3 Man page
mrss.bcra4r2 Man page
mrss.bcra4r3 Man page
mrss.bira2c1 Man page
mrss.bira2f1 Man page
mrss.bira2r1 Man page
mrss.bira3r1 Man page
mrss.bira4r1 Man page
mrss.cra2r2 Man page
mrss.cra3r3 Man page
mrss.cra4r4 Man page
mrss.ira1r1 Man page
mrss.to.mdes Man page
mrss.to.power Man page
optimal.bcra3f2 Man page
optimal.bcra3r2 Man page
optimal.bcra4f3 Man page
optimal.bcra4r2 Man page
optimal.bcra4r3 Man page
optimal.bira2c1 Man page
optimal.bira2f1 Man page
optimal.bira2r1 Man page
optimal.bira3r1 Man page
optimal.bira4r1 Man page
optimal.cra2r2 Man page
optimal.cra3r3 Man page
optimal.cra4r4 Man page
optimal.ira1r1 Man page
optimal.to.mdes Man page
optimal.to.power Man page
plot.pars Man page
power.bcra3f2 Man page
power.bcra3r2 Man page
power.bcra4f3 Man page
power.bcra4r2 Man page
power.bcra4r3 Man page
power.bira2c1 Man page
power.bira2f1 Man page
power.bira2r1 Man page
power.bira3r1 Man page
power.bira4r1 Man page
power.cra2r2 Man page
power.cra3r3 Man page
power.cra4r4 Man page
power.ira1r1 Man page
power.to.mdes Man page
PowerUpR Man page
t1t2.error Man page

Files

PowerUpR
PowerUpR/inst
PowerUpR/inst/CITATION
PowerUpR/inst/doc
PowerUpR/inst/doc/vignettes.R
PowerUpR/inst/doc/vignettes.Rmd
PowerUpR/inst/doc/vignettes.html
PowerUpR/NAMESPACE
PowerUpR/NEWS.md
PowerUpR/R
PowerUpR/R/obj.conv.R PowerUpR/R/bira2r1.R PowerUpR/R/plot.pars.R PowerUpR/R/bira3r1.R PowerUpR/R/bira2c1.R PowerUpR/R/bira2f1.R PowerUpR/R/bcra4f3.R PowerUpR/R/bcra3f2.R PowerUpR/R/bcra4r3.R PowerUpR/R/t1t2.error.R PowerUpR/R/ira1r1.R PowerUpR/R/cra4r4.R PowerUpR/R/bcra4r2.R PowerUpR/R/bcra3r2.R PowerUpR/R/cra3r3.R PowerUpR/R/bira4r1.R PowerUpR/R/cra2r2.R
PowerUpR/vignettes
PowerUpR/vignettes/vignettes.Rmd
PowerUpR/README.md
PowerUpR/MD5
PowerUpR/build
PowerUpR/build/vignette.rds
PowerUpR/DESCRIPTION
PowerUpR/man
PowerUpR/man/optimal.bcra3r2.Rd PowerUpR/man/mdes.bcra4r3.Rd PowerUpR/man/optimal.bira2f1.Rd PowerUpR/man/power.bira4r1.Rd PowerUpR/man/power.bcra3f2.Rd PowerUpR/man/t1t2.error.Rd PowerUpR/man/optimal.cra4r4.Rd PowerUpR/man/power.bcra4f3.Rd PowerUpR/man/power.cra2r2.Rd PowerUpR/man/power.bcra4r3.Rd PowerUpR/man/optimal.bira3r1.Rd PowerUpR/man/optimal.to.power.Rd PowerUpR/man/mrss.bira2c1.Rd PowerUpR/man/power.bira2c1.Rd PowerUpR/man/mdes.cra2r2.Rd PowerUpR/man/mdes.to.pctl.Rd PowerUpR/man/mdes.bira2f1.Rd PowerUpR/man/power.cra3r3.Rd PowerUpR/man/mrss.bcra3r2.Rd PowerUpR/man/mrss.bira2r1.Rd PowerUpR/man/mrss.cra2r2.Rd PowerUpR/man/mrss.bcra4r3.Rd PowerUpR/man/mrss.bcra4f3.Rd PowerUpR/man/optimal.bira2r1.Rd PowerUpR/man/mdes.bira4r1.Rd PowerUpR/man/mdes.bira2c1.Rd PowerUpR/man/mrss.bira2f1.Rd PowerUpR/man/power.bcra4r2.Rd PowerUpR/man/mdes.ira1r1.Rd PowerUpR/man/mdes.bcra3r2.Rd PowerUpR/man/optimal.bcra4r2.Rd PowerUpR/man/power.bcra3r2.Rd PowerUpR/man/mdes.cra3r3.Rd PowerUpR/man/power.bira2r1.Rd PowerUpR/man/plot.pars.Rd PowerUpR/man/optimal.cra2r2.Rd PowerUpR/man/mrss.cra4r4.Rd PowerUpR/man/mdes.cra4r4.Rd PowerUpR/man/power.bira2f1.Rd PowerUpR/man/PowerUpR.Rd PowerUpR/man/power.ira1r1.Rd PowerUpR/man/mrss.ira1r1.Rd PowerUpR/man/optimal.bcra3f2.Rd PowerUpR/man/mrss.bcra4r2.Rd PowerUpR/man/optimal.bira4r1.Rd PowerUpR/man/mdes.bira3r1.Rd PowerUpR/man/mdes.bcra3f2.Rd PowerUpR/man/optimal.cra3r3.Rd PowerUpR/man/mdes.bira2r1.Rd PowerUpR/man/mrss.bira3r1.Rd PowerUpR/man/mrss.to.power.Rd PowerUpR/man/mrss.bira4r1.Rd PowerUpR/man/mrss.to.mdes.Rd PowerUpR/man/optimal.bcra4f3.Rd PowerUpR/man/mrss.bcra3f2.Rd PowerUpR/man/optimal.to.mdes.Rd PowerUpR/man/optimal.ira1r1.Rd PowerUpR/man/optimal.bcra4r3.Rd PowerUpR/man/mrss.cra3r3.Rd PowerUpR/man/mdes.bcra4f3.Rd PowerUpR/man/optimal.bira2c1.Rd PowerUpR/man/power.cra4r4.Rd PowerUpR/man/power.bira3r1.Rd PowerUpR/man/mdes.bcra4r2.Rd PowerUpR/man/power.to.mdes.Rd

Questions? Problems? Suggestions? or email at ian@mutexlabs.com.

Please suggest features or report bugs with the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.