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May 11, 2026Psychometrika0 citationsOpen Access

Guest Editors’ Introduction to the Special Section on Integrating and Analyzing Complex High-Dimensional Data in Social and Behavioral Sciences Research

ELEric F. LockKDKatrijn Van Deun

Key Points

  • The aim is to explore how the integration of diverse data sources can enhance research in social and behavioral sciences.
  • Discussed the impact of high-dimensional low-sample-size (HDLSS) data on statistical modeling.
  • Highlighted the shift towards multi-disciplinary approaches in behavioral and cognitive research.
  • Reviewed various novel data sources like mobile sensing and digital trace records.
  • Found that traditional statistical methods struggle with the complexity of HDLSS data.
  • Identified opportunities for enriched understanding of psychological processes through different lenses.
  • Emphasized the need for new models to adapt to the evolving landscape of data in the field.

Abstract

The digital revolution has profoundly transformed the landscape of research in the social and behavioral sciences, driven in part by the emergence of novel forms of data such as process data, mobile sensing streams, and digital trace records.These data sources capture behavior in real time and at fine temporal resolution, often yielding datasets in which the number of variables far exceeds the number of participants-so-called high-dimension low-sample-size (HDLSS) data.At the same time, research paradigms have increasingly shifted toward multi-disciplinary approaches.Behavior and cognition are now studied not only from a psychological perspective, but also through environmental, social, clinical, and biomolecular lenses.This convergence has created both exciting opportunities for understanding psychological processes, but they also challenge the foundations of traditional statistical and psychometric modeling.

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Cite This Study

Lock et al. (2026) studied this question.

synapsesocial.com/papers/6a0171983a9f334c28271b4bhttps://doi.org/10.1017/psy.2026.10117
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  5. 5Cyber‐human systems of thought and understanding2019