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PowerUpR

Power Analysis Tools for Multilevel Randomized Experiments

v1.1.0 · Oct 25, 2021 · GPL (>= 3)
CRAN GitHub Mirror

Description

Includes tools to calculate statistical power, minimum detectable effect size (MDES), MDES difference (MDESD), and minimum required sample size for various multilevel randomized experiments (MRE) with continuous outcomes. Accomodates 14 types of MRE designs to detect main treatment effect, seven types of MRE designs to detect moderated treatment effect (2-1-1, 2-1-2, 2-2-1, 2-2-2, 3-3-1, 3-3-2, and 3-3-3 designs; <total.lev> - <trt.lev> - <mod.lev>), five types of MRE designs to detect mediated treatment effects (2-1-1, 2-2-1, 3-1-1, 3-2-1, and 3-3-1 designs; <trt.lev> - <med.lev> - <out.lev>), four types of partially nested (PN) design to detect main treatment effect, and three types of PN designs to detect mediated treatment effects (2/1, 3/1, 3/2; <trt.arm.lev> / <ctrl.arm.lev>). See 'PowerUp!' Excel series at <https://www.causalevaluation.org/>.

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checkRd: (-1) cra2.Rd:237: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:301: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:303: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:305: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:307: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:309: Escaped LaTeX specials: \&
checkRd: (-1) med_pn.Rd:129: Escaped LaTeX specials: \&
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:225: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:227: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:229: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:231: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:233: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:235: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:237: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:301: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:303: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:305: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:307: Escaped LaTeX specials: \&
checkRd: (-1) cra3.Rd:309: Escaped LaTeX specials: \&
checkRd: (-1) med_pn.Rd:129: Escaped LaTeX specials: \&

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-release-macos-arm64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (
NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) bira2.Rd:91: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:144: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:146: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:148: Escaped LaTeX specials: \&
checkRd: (-1) bira2.Rd:150: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:126: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:219: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:221: Escaped LaTeX specials: \&
checkRd: (-1) cra2.Rd:223: Escaped LaTeX specials: \&
checkRd: (

Reverse Dependencies (1)

suggests

PUMP

Dependency Network

Dependencies Reverse dependencies PUMP PowerUpR

Version History

new 1.1.0 Mar 10, 2026