{"title":"Experiment-Wise Type I Error Control: A Focus on 2 × 2 Designs","authors":"Andrew V. Frane","doi":"10.1177/2515245920985137","DOIUrl":null,"url":null,"abstract":"Factorial designs are common in psychology research. But they are nearly always used without control of the experiment-wise Type I error rate (EWER), perhaps because of a lack of awareness about viable procedures for that purpose and perhaps also because of a lack of appreciation for the problem of Type I error inflation. In this article, key concepts relating to Type I error inflation are discussed, with emphasis on the 2 × 2 factorial design. Simulations are used to evaluate various approaches in that context. I show that conventional approaches often do not control the EWER. Alternative approaches are recommended that reliably control the EWER and are simple to implement.","PeriodicalId":55645,"journal":{"name":"Advances in Methods and Practices in Psychological Science","volume":" ","pages":""},"PeriodicalIF":15.6000,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/2515245920985137","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advances in Methods and Practices in Psychological Science","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1177/2515245920985137","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY","Score":null,"Total":0}
引用次数: 4
Abstract
Factorial designs are common in psychology research. But they are nearly always used without control of the experiment-wise Type I error rate (EWER), perhaps because of a lack of awareness about viable procedures for that purpose and perhaps also because of a lack of appreciation for the problem of Type I error inflation. In this article, key concepts relating to Type I error inflation are discussed, with emphasis on the 2 × 2 factorial design. Simulations are used to evaluate various approaches in that context. I show that conventional approaches often do not control the EWER. Alternative approaches are recommended that reliably control the EWER and are simple to implement.
期刊介绍:
In 2021, Advances in Methods and Practices in Psychological Science will undergo a transition to become an open access journal. This journal focuses on publishing innovative developments in research methods, practices, and conduct within the field of psychological science. It embraces a wide range of areas and topics and encourages the integration of methodological and analytical questions.
The aim of AMPPS is to bring the latest methodological advances to researchers from various disciplines, even those who are not methodological experts. Therefore, the journal seeks submissions that are accessible to readers with different research interests and that represent the diverse research trends within the field of psychological science.
The types of content that AMPPS welcomes include articles that communicate advancements in methods, practices, and metascience, as well as empirical scientific best practices. Additionally, tutorials, commentaries, and simulation studies on new techniques and research tools are encouraged. The journal also aims to publish papers that bring advances from specialized subfields to a broader audience. Lastly, AMPPS accepts Registered Replication Reports, which focus on replicating important findings from previously published studies.
Overall, the transition of Advances in Methods and Practices in Psychological Science to an open access journal aims to increase accessibility and promote the dissemination of new developments in research methods and practices within the field of psychological science.