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Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size

In this preregistered study, we investigated whether the statistical power of a study is higher when researchers are asked to make a formal power analysis before collecting data. We compared the sample size descriptions from two sources: (i) a sample of pre-registrations created according to the gui...

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Autores principales: Bakker, Marjan, Veldkamp, Coosje L. S., van den Akker, Olmo R., van Assen, Marcel A. L. M., Crompvoets, Elise, Ong, How Hwee, Wicherts, Jelte M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7394423/
https://www.ncbi.nlm.nih.gov/pubmed/32735597
http://dx.doi.org/10.1371/journal.pone.0236079
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author Bakker, Marjan
Veldkamp, Coosje L. S.
van den Akker, Olmo R.
van Assen, Marcel A. L. M.
Crompvoets, Elise
Ong, How Hwee
Wicherts, Jelte M.
author_facet Bakker, Marjan
Veldkamp, Coosje L. S.
van den Akker, Olmo R.
van Assen, Marcel A. L. M.
Crompvoets, Elise
Ong, How Hwee
Wicherts, Jelte M.
author_sort Bakker, Marjan
collection PubMed
description In this preregistered study, we investigated whether the statistical power of a study is higher when researchers are asked to make a formal power analysis before collecting data. We compared the sample size descriptions from two sources: (i) a sample of pre-registrations created according to the guidelines for the Center for Open Science Preregistration Challenge (PCRs) and a sample of institutional review board (IRB) proposals from Tilburg School of Behavior and Social Sciences, which both include a recommendation to do a formal power analysis, and (ii) a sample of pre-registrations created according to the guidelines for Open Science Framework Standard Pre-Data Collection Registrations (SPRs) in which no guidance on sample size planning is given. We found that PCRs and IRBs (72%) more often included sample size decisions based on power analyses than the SPRs (45%). However, this did not result in larger planned sample sizes. The determined sample size of the PCRs and IRB proposals (Md = 90.50) was not higher than the determined sample size of the SPRs (Md = 126.00; W = 3389.5, p = 0.936). Typically, power analyses in the registrations were conducted with G*power, assuming a medium effect size, α = .05 and a power of .80. Only 20% of the power analyses contained enough information to fully reproduce the results and only 62% of these power analyses pertained to the main hypothesis test in the pre-registration. Therefore, we see ample room for improvements in the quality of the registrations and we offer several recommendations to do so.
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spelling pubmed-73944232020-08-07 Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size Bakker, Marjan Veldkamp, Coosje L. S. van den Akker, Olmo R. van Assen, Marcel A. L. M. Crompvoets, Elise Ong, How Hwee Wicherts, Jelte M. PLoS One Research Article In this preregistered study, we investigated whether the statistical power of a study is higher when researchers are asked to make a formal power analysis before collecting data. We compared the sample size descriptions from two sources: (i) a sample of pre-registrations created according to the guidelines for the Center for Open Science Preregistration Challenge (PCRs) and a sample of institutional review board (IRB) proposals from Tilburg School of Behavior and Social Sciences, which both include a recommendation to do a formal power analysis, and (ii) a sample of pre-registrations created according to the guidelines for Open Science Framework Standard Pre-Data Collection Registrations (SPRs) in which no guidance on sample size planning is given. We found that PCRs and IRBs (72%) more often included sample size decisions based on power analyses than the SPRs (45%). However, this did not result in larger planned sample sizes. The determined sample size of the PCRs and IRB proposals (Md = 90.50) was not higher than the determined sample size of the SPRs (Md = 126.00; W = 3389.5, p = 0.936). Typically, power analyses in the registrations were conducted with G*power, assuming a medium effect size, α = .05 and a power of .80. Only 20% of the power analyses contained enough information to fully reproduce the results and only 62% of these power analyses pertained to the main hypothesis test in the pre-registration. Therefore, we see ample room for improvements in the quality of the registrations and we offer several recommendations to do so. Public Library of Science 2020-07-31 /pmc/articles/PMC7394423/ /pubmed/32735597 http://dx.doi.org/10.1371/journal.pone.0236079 Text en © 2020 Bakker et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Bakker, Marjan
Veldkamp, Coosje L. S.
van den Akker, Olmo R.
van Assen, Marcel A. L. M.
Crompvoets, Elise
Ong, How Hwee
Wicherts, Jelte M.
Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title_full Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title_fullStr Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title_full_unstemmed Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title_short Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
title_sort recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7394423/
https://www.ncbi.nlm.nih.gov/pubmed/32735597
http://dx.doi.org/10.1371/journal.pone.0236079
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