{"title":"Agent-based modeling for psychological research on social phenomena.","authors":"Jiin Jung,John H Miller,Scott E Page","doi":"10.1037/amp0001530","DOIUrl":null,"url":null,"abstract":"This article describes seven potential benefits of incorporating agent-based modeling (ABM) as a core research methodology for psychological research on social phenomena: building formal theories of complex social systems, validating multilevel causation, understanding temporal and nonlinear dynamics, demonstrating the completeness of theories, balancing consideration of people with their environments, bridging psychology and policy, and identifying unknown unknowns and the limits of prediction. Those benefits accrue from a resonance between how they approach questions and the questions they ask. For example, both rely on experiments to explore how individual interactions generate collective phenomena. The article compares micromechanism-driven and macropattern-driven ABM paradigms and introduces a new research approach-the minimal society paradigm-and a modeling strategy, principle-oriented modeling. This framework integrates ABM into psychological research, supporting both theory building through minimal societies and adaptation to specific contexts. Last, recent methodological developments in this field are discussed. (PsycInfo Database Record (c) 2025 APA, all rights reserved).","PeriodicalId":48468,"journal":{"name":"American Psychologist","volume":"36 1","pages":""},"PeriodicalIF":12.3000,"publicationDate":"2025-04-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"American Psychologist","FirstCategoryId":"102","ListUrlMain":"https://doi.org/10.1037/amp0001530","RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
This article describes seven potential benefits of incorporating agent-based modeling (ABM) as a core research methodology for psychological research on social phenomena: building formal theories of complex social systems, validating multilevel causation, understanding temporal and nonlinear dynamics, demonstrating the completeness of theories, balancing consideration of people with their environments, bridging psychology and policy, and identifying unknown unknowns and the limits of prediction. Those benefits accrue from a resonance between how they approach questions and the questions they ask. For example, both rely on experiments to explore how individual interactions generate collective phenomena. The article compares micromechanism-driven and macropattern-driven ABM paradigms and introduces a new research approach-the minimal society paradigm-and a modeling strategy, principle-oriented modeling. This framework integrates ABM into psychological research, supporting both theory building through minimal societies and adaptation to specific contexts. Last, recent methodological developments in this field are discussed. (PsycInfo Database Record (c) 2025 APA, all rights reserved).
期刊介绍:
Established in 1946, American Psychologist® is the flagship peer-reviewed scholarly journal of the American Psychological Association. It publishes high-impact papers of broad interest, including empirical reports, meta-analyses, and scholarly reviews, covering psychological science, practice, education, and policy. Articles often address issues of national and international significance within the field of psychology and its relationship to society. Published in an accessible style, contributions in American Psychologist are designed to be understood by both psychologists and the general public.