Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"

This reproducibility package accompanies the study “From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE.”The package contains the canonical R implementation, simulation-design files, deterministic rand...

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Autores principales: Evergisto Sare Lara, Juan Francisco Agreda Vega, L. Montoya, Jimmy Aurelio Rosales-Huamaní
Formato: Software
Lenguaje:inglés
Publicado: 2026
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author Evergisto Sare Lara
Juan Francisco Agreda Vega
L. Montoya
Jimmy Aurelio Rosales-Huamaní
author_browse Evergisto Sare Lara
Jimmy Aurelio Rosales-Huamaní
Juan Francisco Agreda Vega
L. Montoya
author_facet Evergisto Sare Lara
Juan Francisco Agreda Vega
L. Montoya
Jimmy Aurelio Rosales-Huamaní
author_sort Evergisto Sare Lara
collection Producción científica
description This reproducibility package accompanies the study “From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE.”The package contains the canonical R implementation, simulation-design files, deterministic random seeds, validated aggregate simulation outputs, quality-control reports, publication table and figure source data, manuscript-facing assets, and R session information.The study compares five inferential procedures: null-hypothesis significance testing (NHST), two one-sided tests (TOST), second-generation p-values (SGPV), REACT, and Bayesian HDI-ROPE. The reference Monte Carlo design considers six sample sizes, three practical-relevance thresholds, 29 true mean differences, and 20,000 replications per data-generating scenario, together with sensitivity analyses under heteroscedastic normal, heavy-tailed, and skewed distributions.Raw scenario-level checkpoint files are not included in this compact deposit because they can be deterministically regenerated from the supplied code and random seeds. The aggregate outputs required to reproduce and verify the reported tables, figures, operating characteristics, sensitivity analyses, and quality-control results are included.
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spelling openalex:W7220365651Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"Evergisto Sare LaraJuan Francisco Agreda VegaL. MontoyaJimmy Aurelio Rosales-Huamanínull hypothesis significance testingtwo one-sided testsReactpractical relevancestatistical poweroperating characteristicsheavy-tailed distributionsskewed distributionsMonte Carlo simulationStatistical Methods and Bayesian InferenceStatistical Methods in Clinical TrialsMeta-analysis and systematic reviewsThis reproducibility package accompanies the study “From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE.”The package contains the canonical R implementation, simulation-design files, deterministic random seeds, validated aggregate simulation outputs, quality-control reports, publication table and figure source data, manuscript-facing assets, and R session information.The study compares five inferential procedures: null-hypothesis significance testing (NHST), two one-sided tests (TOST), second-generation p-values (SGPV), REACT, and Bayesian HDI-ROPE. The reference Monte Carlo design considers six sample sizes, three practical-relevance thresholds, 29 true mean differences, and 20,000 replications per data-generating scenario, together with sensitivity analyses under heteroscedastic normal, heavy-tailed, and skewed distributions.Raw scenario-level checkpoint files are not included in this compact deposit because they can be deterministically regenerated from the supplied code and random seeds. The aggregate outputs required to reproduce and verify the reported tables, figures, operating characteristics, sensitivity analyses, and quality-control results are included.Softwarehttps://doi.org/10.5281/zenodo.23148827W7220365651enZenodo (CERN European Organization for Nuclear Research)2026-10-05
spellingShingle null hypothesis significance testing
two one-sided tests
React
practical relevance
statistical power
operating characteristics
heavy-tailed distributions
skewed distributions
Monte Carlo simulation
Statistical Methods and Bayesian Inference
Statistical Methods in Clinical Trials
Meta-analysis and systematic reviews
Evergisto Sare Lara
Juan Francisco Agreda Vega
L. Montoya
Jimmy Aurelio Rosales-Huamaní
Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title_full Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title_fullStr Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title_full_unstemmed Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title_short Reproducibility Package for "From Statistical Significance to Practical Relevance: A Monte Carlo Comparison of NHST, TOST, Second-Generation p-Values, REACT, and Bayesian HDI-ROPE"
title_sort reproducibility package for from statistical significance to practical relevance a monte carlo comparison of nhst tost second generation p values react and bayesian hdi rope
topic null hypothesis significance testing
two one-sided tests
React
practical relevance
statistical power
operating characteristics
heavy-tailed distributions
skewed distributions
Monte Carlo simulation
Statistical Methods and Bayesian Inference
Statistical Methods in Clinical Trials
Meta-analysis and systematic reviews
topic_facet null hypothesis significance testing
two one-sided tests
React
practical relevance
statistical power
operating characteristics
heavy-tailed distributions
skewed distributions
Monte Carlo simulation
Statistical Methods and Bayesian Inference
Statistical Methods in Clinical Trials
Meta-analysis and systematic reviews
url https://doi.org/10.5281/zenodo.23148827
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