Beyond single paradigms, pipelines, and outcomes: Embracing multiverse analyses in psychophysiology.

Int J Psychophysiol

Department of Psychology, University of South Florida, Tampa, FL, USA. Electronic address:

Published: March 2024

AI Article Synopsis

  • Psychophysiological research involves complex data analysis and decision-making that can lead to a wide range of potential outcomes, creating a "multiverse" of interpretations.
  • The review introduces multiverse analyses as a way to evaluate how different decisions—from study design to statistical methods—impact the reliability of findings.
  • It emphasizes the need for transparency in these decisions to better understand their effects on experimental results and to enhance overall research quality in the field.

Article Abstract

Psychophysiological research is an inherently complex undertaking due to the nature of the data, and its analysis is characterized by many decision points that shape the final dataset and a study's findings. These decisions create a "multiverse" of possible outcomes, and each decision from study conceptualization to statistical analysis can lead to different results and interpretations. This review describes the concept of multiverse analyses, a methodological approach designed to understand the impact of different decisions on the robustness of a study's findings and interpretation. The emphasis is on transparently showcasing different reasonable approaches for constructing a final dataset and on highlighting the influence of various decision points, from experimental design to data processing and outcome selection. For example, the choice of an experimental task can significantly impact event-related brain potential (ERP) scores or skin conductance responses (SCRs), and different tasks might elicit unique variances in each measure. This review underscores the importance of transparently embracing the flexibility inherent in psychophysiological research and the potential consequences of not understanding the fragility or robustness of experimental findings. By navigating the intricate terrain of the psychophysiological multiverse, this review serves as an introduction, helping researchers to make informed decisions, improve the collective understanding of psychophysiological findings, and push the boundaries of the field.

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http://dx.doi.org/10.1016/j.ijpsycho.2024.112311DOI Listing

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