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simhelpers

Helper Functions for Simulation Studies

v0.3.1 · Jan 10, 2025 · GPL-3
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Description

Calculates performance criteria measures and associated Monte Carlo standard errors for simulation results. Includes functions to help run simulation studies, following a general simulation workflow that closely aligns with the approach described by Morris, White, and Crowther (2019) <DOI:10.1002/sim.8086>. Also includes functions for calculating bootstrap confidence intervals (including normal, basic, studentized, percentile, bias-corrected, and bias-corrected-and-accelerated) with tidy output, as well as for extrapolating confidence interval coverage rates and hypothesis test rejection rates following techniques suggested by Boos and Zhang (2000) <DOI:10.1080/01621459.2000.10474226>.

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CRAN Check Status

11 NOTE
3 OK
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r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang NOTE
r-devel-linux-x86_64-fedora-gcc NOTE
r-devel-macos-arm64 NOTE
r-devel-windows-x86_64 NOTE
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 NOTE
r-release-linux-x86_64 NOTE
r-release-macos-arm64 NOTE
r-release-macos-x86_64 NOTE
r-release-windows-x86_64 NOTE
Check details (11 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-macos-arm64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'bootstrap-projection.R' 'bootstrap_CIs.Rd' 'bundle_sim.R'
    'calc_coverage.R' 'calc_rejection.R' 'extrapolate_coverage.Rd'
    'utilities.R'
NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-linux-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-macos-arm64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-macos-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bundle_sim.R’ ‘calc_coverage.R’
    ‘calc_rejection.R’ ‘utilities.R’
NOTE r-release-windows-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'bootstrap-projection.R' 'bootstrap_CIs.Rd' 'bundle_sim.R'
    'calc_coverage.R' 'calc_rejection.R' 'extrapolate_coverage.Rd'
    'utilities.R'

Check History

NOTE 3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-macos-arm64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'bootstrap-projection.R' 'bootstrap_CIs.Rd' 'bundle_sim.R'
    'calc_coverage.R' 'calc_rejection.R' 'extrapolate_coverage.Rd'
    'utilities.R'
NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-linux-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-macos-arm64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bootstrap_CIs.Rd’ ‘bundle_sim.R’
    ‘calc_coverage.R’ ‘calc_rejection.R’ ‘extrapolate_coverage.Rd’
    ‘utilities.R’
NOTE r-release-macos-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘bootstrap-projection.R’ ‘bundle_sim.R’ ‘calc_coverage.R’
    ‘calc_rejection.R’ ‘utilities.R’
NOTE r-release-windows-x86_64

DESCRIPTION meta-information

Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'bootstrap-projection.R' 'bootstrap_CIs.Rd' 'bundle_sim.R'
    'calc_coverage.R' 'calc_rejection.R' 'extrapolate_coverage.Rd'
    'utilities.R'

Dependency Network

Dependencies Reverse dependencies furrr tidyr rstudioapi Rdpack simhelpers

Version History

new 0.3.1 Mar 10, 2026
updated 0.3.1 ← 0.3.0 diff Jan 9, 2025
updated 0.3.0 ← 0.2.1 diff Sep 3, 2024
updated 0.2.1 ← 0.2.0 diff Feb 28, 2024
updated 0.2.0 ← 0.1.2 diff Feb 22, 2024
updated 0.1.2 ← 0.1.1 diff May 3, 2022
updated 0.1.1 ← 0.1.0 diff Feb 13, 2021
new 0.1.0 Mar 30, 2020