{"title":"The keyboards are (still) all right in response time experiments.","authors":"Pablo Gómez, Manuel Perea, Ana Baciero","doi":"10.3758/s13428-025-02637-y","DOIUrl":null,"url":null,"abstract":"<p><p>Response times (RTs) are a ubiquitous variable for assessing cognitive and motor processes. However, variability introduced by keyboards, especially in online experiments, has raised concerns among behavioral researchers. Here, we evaluate the impact of keyboard delays on RT measurements using linear mixed-effects models and grouped data t-tests through a series of simulations. The results showed that the impact of keyboard delays on statistical power is minimal in most cases. Keyboard-induced variability does not inflate type I error rates and has a negligible impact on power, except in rare scenarios of RT distribution shifts or in studies focused on individual differences with low signal-to-noise ratios. Thus, commercially available keyboards remain suitable for most RT experiments, including those conducted online.</p>","PeriodicalId":8717,"journal":{"name":"Behavior Research Methods","volume":"57 5","pages":"154"},"PeriodicalIF":4.6000,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Behavior Research Methods","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.3758/s13428-025-02637-y","RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, EXPERIMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
Response times (RTs) are a ubiquitous variable for assessing cognitive and motor processes. However, variability introduced by keyboards, especially in online experiments, has raised concerns among behavioral researchers. Here, we evaluate the impact of keyboard delays on RT measurements using linear mixed-effects models and grouped data t-tests through a series of simulations. The results showed that the impact of keyboard delays on statistical power is minimal in most cases. Keyboard-induced variability does not inflate type I error rates and has a negligible impact on power, except in rare scenarios of RT distribution shifts or in studies focused on individual differences with low signal-to-noise ratios. Thus, commercially available keyboards remain suitable for most RT experiments, including those conducted online.
期刊介绍:
Behavior Research Methods publishes articles concerned with the methods, techniques, and instrumentation of research in experimental psychology. The journal focuses particularly on the use of computer technology in psychological research. An annual special issue is devoted to this field.