Abstract
A combination of confirmation bias, hindsight bias, and pressure to publish may prompt the (unconscious) exploration of various methodological options and reporting only the ones that lead to a (statistically) significant outcome. This undisclosed analytic flexibility is particularly relevant in EEG research, where a myriad of preprocessing and analysis pipelines can be used to extract information from complex multidimensional data. One solution to limit confirmation and hindsight bias by disclosing analytic choices is preregistration: researchers write a time-stamped, publicly accessible research plan with hypotheses, data collection plan, and the intended preprocessing and statistical analyses before the start of a research project. In this manuscript, we present an overview of the problems associated with undisclosed analytic flexibility, discuss why and how EEG researchers would benefit from adopting preregistration, provide guidelines and examples on how to preregister data preprocessing and analysis steps in typical ERP studies, and conclude by discussing possibilities and limitations of this open science practice.
Original language | English |
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Pages (from-to) | 52-63 |
Number of pages | 12 |
Journal | International Journal of Psychophysiology |
Volume | 164 |
DOIs | |
Publication status | Published - Jun 2021 |
Externally published | Yes |
Bibliographical note
Funding Information:We would like to thank Dr. Matt Craddock for his input on a preliminary draft, as well as the kind and thoughtful comments by Dr. Mante S. Nieuwland and another anonymous reviewer on an earlier version of the manuscript. MP is funded by the Max Planck Society and the Berlin School of Mind and Brain. GHG is funded by the Max Planck Society and the Einstein Center for Neurosciences Berlin. AS is employed at Erasmus University Rotterdam as Coordinator Open Science. Funders and employers had no role in project design, literature review, writing of the paper, and/or decision to submit for publication.
Publisher Copyright:
© 2021 The Authors