Agent-based modeling for psychological research on social phenomena.
Jiin Jung1, John H Miller2, Scott E Page3
1Department of Psychology, Lehigh University.
The American Psychologist
|May 1, 2025
Summary
Agent-based modeling (ABM) offers seven key benefits for psychological research on social phenomena, enhancing theory building and policy applications. This methodology helps understand complex social dynamics and individual-environment interactions.
Area of Science:
- Psychology
- Computational Social Science
- Agent-Based Modeling (ABM)
Background:
- Traditional psychological research often struggles to model complex social phenomena and their dynamics.
- There is a need for methodologies that can integrate individual behavior with environmental factors and multilevel causation.
Purpose of the Study:
- To outline seven potential benefits of adopting agent-based modeling (ABM) as a core methodology in psychological research.
- To introduce the minimal society paradigm and principle-oriented modeling for integrating ABM into psychological research.
- To discuss recent methodological advancements in ABM for social phenomena.
Main Methods:
- Comparative analysis of micromechanism-driven and macropattern-driven ABM paradigms.
- Introduction of the minimal society paradigm and principle-oriented modeling.
- Discussion of ABM's application in exploring how individual interactions generate collective phenomena.
Main Results:
- Identified seven benefits of ABM for psychological research: formalizing theories, validating causation, understanding dynamics, demonstrating completeness, balancing person-environment, bridging psychology-policy, and identifying limits of prediction.
- The minimal society paradigm and principle-oriented modeling offer a framework for theory building and contextual adaptation.
- ABM facilitates understanding of complex social systems through experiments on individual interactions.
Conclusions:
- Agent-based modeling (ABM) provides a powerful framework for advancing psychological research on social phenomena.
- The proposed minimal society paradigm and principle-oriented modeling enhance ABM's integration into psychological research.
- ABM supports the development of more robust, predictive, and policy-relevant psychological theories.
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