Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study

For any scientific report, repeating the original analyses upon the original data should yield the original outcomes. We evaluated analytic reproducibility in 25 Psychological Science articles awarded open data badges between 2014 and 2015. Initially, 16 (64%, 95% confidence interval [43,81]) articl...

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Main Authors: Tom E. Hardwicke, Manuel Bohn, Kyle MacDonald, Emily Hembacher, Michèle B. Nuijten, Benjamin N. Peloquin, Benjamin E. deMayo, Bria Long, Erica J. Yoon, Michael C. Frank
Format: Article
Language:English
Published: The Royal Society 2021-01-01
Series:Royal Society Open Science
Subjects:
Online Access:https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.201494
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author Tom E. Hardwicke
Manuel Bohn
Kyle MacDonald
Emily Hembacher
Michèle B. Nuijten
Benjamin N. Peloquin
Benjamin E. deMayo
Bria Long
Erica J. Yoon
Michael C. Frank
author_facet Tom E. Hardwicke
Manuel Bohn
Kyle MacDonald
Emily Hembacher
Michèle B. Nuijten
Benjamin N. Peloquin
Benjamin E. deMayo
Bria Long
Erica J. Yoon
Michael C. Frank
author_sort Tom E. Hardwicke
collection DOAJ
description For any scientific report, repeating the original analyses upon the original data should yield the original outcomes. We evaluated analytic reproducibility in 25 Psychological Science articles awarded open data badges between 2014 and 2015. Initially, 16 (64%, 95% confidence interval [43,81]) articles contained at least one ‘major numerical discrepancy' (>10% difference) prompting us to request input from original authors. Ultimately, target values were reproducible without author involvement for 9 (36% [20,59]) articles; reproducible with author involvement for 6 (24% [8,47]) articles; not fully reproducible with no substantive author response for 3 (12% [0,35]) articles; and not fully reproducible despite author involvement for 7 (28% [12,51]) articles. Overall, 37 major numerical discrepancies remained out of 789 checked values (5% [3,6]), but original conclusions did not appear affected. Non-reproducibility was primarily caused by unclear reporting of analytic procedures. These results highlight that open data alone is not sufficient to ensure analytic reproducibility.
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spelling doaj.art-a335bf47676946b08708f32f6cfd059d2022-12-21T21:30:11ZengThe Royal SocietyRoyal Society Open Science2054-57032021-01-018110.1098/rsos.201494201494Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational studyTom E. HardwickeManuel BohnKyle MacDonaldEmily HembacherMichèle B. NuijtenBenjamin N. PeloquinBenjamin E. deMayoBria LongErica J. YoonMichael C. FrankFor any scientific report, repeating the original analyses upon the original data should yield the original outcomes. We evaluated analytic reproducibility in 25 Psychological Science articles awarded open data badges between 2014 and 2015. Initially, 16 (64%, 95% confidence interval [43,81]) articles contained at least one ‘major numerical discrepancy' (>10% difference) prompting us to request input from original authors. Ultimately, target values were reproducible without author involvement for 9 (36% [20,59]) articles; reproducible with author involvement for 6 (24% [8,47]) articles; not fully reproducible with no substantive author response for 3 (12% [0,35]) articles; and not fully reproducible despite author involvement for 7 (28% [12,51]) articles. Overall, 37 major numerical discrepancies remained out of 789 checked values (5% [3,6]), but original conclusions did not appear affected. Non-reproducibility was primarily caused by unclear reporting of analytic procedures. These results highlight that open data alone is not sufficient to ensure analytic reproducibility.https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.201494open dataopen badgesreproducibilityopen sciencemeta-researchjournal policy
spellingShingle Tom E. Hardwicke
Manuel Bohn
Kyle MacDonald
Emily Hembacher
Michèle B. Nuijten
Benjamin N. Peloquin
Benjamin E. deMayo
Bria Long
Erica J. Yoon
Michael C. Frank
Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
Royal Society Open Science
open data
open badges
reproducibility
open science
meta-research
journal policy
title Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
title_full Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
title_fullStr Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
title_full_unstemmed Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
title_short Analytic reproducibility in articles receiving open data badges at the journal Psychological Science: an observational study
title_sort analytic reproducibility in articles receiving open data badges at the journal psychological science an observational study
topic open data
open badges
reproducibility
open science
meta-research
journal policy
url https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.201494
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