TY - JOUR
T1 - Recommendations in pre-registrations and internal review board proposals promote formal power analyses but do not increase sample size
AU - Bakker, Marjan
AU - Veldkamp, Coosje L.S.
AU - van den Akker, Olmo R.
AU - van Assen, Marcel A.L.M.
AU - Crompvoets, Elise
AU - Ong, How Hwee
AU - Wicherts, Jelte M.
N1 - Funding: JW recieved a Vidi grant (no. 452-11-004) from the Netherlands Organization for Scientific Research (NWO; www.nwo.nl) and a Consolidator Grant (IMPROVE) from the European Research Council (ERC; grant no. 726361; https://erc.europa.eu/).
PY - 2020
Y1 - 2020
N2 - 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.
AB - 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.
KW - INCENTIVES
KW - METAANALYSIS
KW - PSYCHOLOGICAL-RESEARCH
KW - PUBLICATION DECISIONS
KW - REPLICABILITY
KW - SCIENCE
KW - STATISTICAL POWER
KW - TESTS
KW - TRUTH
UR - http://www.scopus.com/inward/record.url?scp=85089129620&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0236079
DO - 10.1371/journal.pone.0236079
M3 - Article
C2 - 32735597
AN - SCOPUS:85089129620
VL - 15
JO - PLOS ONE
JF - PLOS ONE
SN - 1932-6203
IS - 7
M1 - e0236079
ER -