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Description

Design and Analysis of Replication Studies.

Provides utilities for the design and analysis of replication studies. Features both traditional methods based on statistical significance and more recent methods such as the sceptical p-value; Held L. (2020) <doi:10.1111/rssa.12493>, Held et al. (2022) <doi:10.1214/21-AOAS1502>, Micheloud et al. (2023) <doi:10.1111/stan.12312>. Also provides related methods including the harmonic mean chi-squared test; Held, L. (2020) <doi:10.1111/rssc.12410>, and intrinsic credibility; Held, L. (2019) <doi:10.1098/rsos.181534>. Contains datasets from five large-scale replication projects.

ReplicationSuccess

Provides utilities for the design and analysis of replication studies. Features both traditional methods based on statistical significance and more recent methods such as the sceptical p-value. Also provides related methods including the harmonic mean chi-squared test and intrinsic credibility. Contains datasets from four large-scale replication projects.

Installation

CRAN version:

install.packages("ReplicationSuccess")

Development version from github with latest developments:

devtools::install_github(repo = "crsuzh/ReplicationSuccess")

Links

  • Website (pkgdown): https://crsuzh.github.io/ReplicationSuccess/
  • CRAN repository: https://cran.r-project.org/web/packages/ReplicationSuccess/

Introduction in vignette

To access the vignette from R use:

library("ReplicationSuccess")
vignette("ReplicationSuccess")

Publications

  • Held, L. (2019). The assessment of intrinsic credibility and a new argument for p < 0.005. Royal Society Open Science, 6(3):181534. https://doi.org/10.1098/rsos.181534

  • Held, L. (2020). A new standard for the analysis and design of replication studies (with discussion). Journal of the Royal Statistical Society: Series A (Statistics in Society). 183(2):431-448. https://doi.org/10.1111/rssa.12493

  • Held, L. (2020). The harmonic mean chi-squared test to substantiate scientific findings. Journal of the Royal Statistical Society: Series C (Applied Statistics), 69(3):697-708. https://doi.org/10.1111/rssc.12410

  • Pawel, S., Held, L. (2020). Probabilistic forecasting of replication studies. PLoS ONE 15(4):e0231416. https://doi.org/10.1371/journal.pone.0231416

  • Micheloud, C., Held, L. (2021). Power Calculations for Replication Studies. Statistical Science. 37(3):369–379. https://doi.org/10.1214/21-STS828

  • Held, L., Micheloud, C., Pawel, S. (2022). The assessment of replication success based on relative effect size. The Annals of Applied Statistics. 16:706–720. https://doi.org/10.1214/21-AOAS1502

  • Micheloud, C., Balabdaoui, F., Held, L. (2023). Assessing replicability with the sceptical p-value: Type-I error control and sample size planning. Statistica Neerlandica. https://doi.org/10.1111/stan.12312

Metadata

Version

1.3.2

License

Unknown

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