The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation

The lack of knowledge on how to determine sample sizes in experiments is arguably one of the main reasons underlying the replication crisis in psychological science. A survey distributed among Indonesian students and researchers concerning 1) familiarity and understanding of statistical concepts rel...

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Main Authors: Wisnu Wiradhany, Krisna Adiasto, Jony Eko Yulianto, Indra Y. Kiling
Format: Article
Language:Indonesian
Published: Universitas Gadjah Mada 2019-08-01
Series:Jurnal Psikologi
Subjects:
Online Access:https://jurnal.ugm.ac.id/jpsi/article/view/24260
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author Wisnu Wiradhany
Krisna Adiasto
Jony Eko Yulianto
Indra Y. Kiling
author_facet Wisnu Wiradhany
Krisna Adiasto
Jony Eko Yulianto
Indra Y. Kiling
author_sort Wisnu Wiradhany
collection DOAJ
description The lack of knowledge on how to determine sample sizes in experiments is arguably one of the main reasons underlying the replication crisis in psychological science. A survey distributed among Indonesian students and researchers concerning 1) familiarity and understanding of statistical concepts related to sample size determination, 2) current sample size determination practices in experiments, and 3) ideal sample sizes for experiments. Subsequently, we simulated expected statistical power given the sample sizes reported in the survey. Results demonstrated that 1) while a majority of participants were somewhat familiar with statistical concepts related to sample size determination, they did not always endorse the correct and/or complete definition of each concept. Furthermore, 2) participants relied on practical considerations in determining sample sizes. Consequently, 3) the reported sample sizes did not have sufficient power to detect small to medium effect sizes, which are commonly present in psychological science.
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spelling doaj.art-b5d6f774432d48fc97fb43eaabc013982022-12-22T00:51:25ZindUniversitas Gadjah MadaJurnal Psikologi2460-867X0215-88842019-08-0146214516210.22146/jpsi.2426024785The Understanding on How to Determine Sample Size in Psychological Science: Data and SimulationWisnu Wiradhany0Krisna Adiasto1Jony Eko Yulianto2Indra Y. Kiling3Departemen Psikologi Eksperimen, University of GroningenProgram Research Master Behavioural Science, Radboud UniversityFakultas Psikologi, Universitas CiputraSchool of Psychology, The University of AdelaideThe lack of knowledge on how to determine sample sizes in experiments is arguably one of the main reasons underlying the replication crisis in psychological science. A survey distributed among Indonesian students and researchers concerning 1) familiarity and understanding of statistical concepts related to sample size determination, 2) current sample size determination practices in experiments, and 3) ideal sample sizes for experiments. Subsequently, we simulated expected statistical power given the sample sizes reported in the survey. Results demonstrated that 1) while a majority of participants were somewhat familiar with statistical concepts related to sample size determination, they did not always endorse the correct and/or complete definition of each concept. Furthermore, 2) participants relied on practical considerations in determining sample sizes. Consequently, 3) the reported sample sizes did not have sufficient power to detect small to medium effect sizes, which are commonly present in psychological science.https://jurnal.ugm.ac.id/jpsi/article/view/24260effect sizereplication crisissample sizestatistical power
spellingShingle Wisnu Wiradhany
Krisna Adiasto
Jony Eko Yulianto
Indra Y. Kiling
The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
Jurnal Psikologi
effect size
replication crisis
sample size
statistical power
title The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
title_full The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
title_fullStr The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
title_full_unstemmed The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
title_short The Understanding on How to Determine Sample Size in Psychological Science: Data and Simulation
title_sort understanding on how to determine sample size in psychological science data and simulation
topic effect size
replication crisis
sample size
statistical power
url https://jurnal.ugm.ac.id/jpsi/article/view/24260
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