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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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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. |
format | Online Article Text |
id | pubmed-7394423 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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