Intra-group decision-making in agent-based models

Abstract Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups...

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Autores principales: Allegra A. Beal Cohen, Rachata Muneepeerakul, Gregory Kiker
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/13fd1e8b6bf04adfa221fe93b6963115
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spelling oai:doaj.org-article:13fd1e8b6bf04adfa221fe93b69631152021-12-02T14:54:50ZIntra-group decision-making in agent-based models10.1038/s41598-021-96661-52045-2322https://doaj.org/article/13fd1e8b6bf04adfa221fe93b69631152021-09-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-96661-5https://doaj.org/toc/2045-2322Abstract Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups often generate inefficient or unexpected behavior that cannot be predicted by modeling groups as basic units. We introduce a framework for modeling intra-group decision-making and its interaction with social norms, using the household as our focus. We select phenomena related to women’s empowerment in agriculture as examples influenced by both intra-household dynamics and gender norms. Our framework proves more capable of replicating these phenomena than two common types of ABMs. We conclude that it is not enough to build multi-scale models; explaining social behaviors entails modeling intra-scale dynamics.Allegra A. Beal CohenRachata MuneepeerakulGregory KikerNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-11 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Allegra A. Beal Cohen
Rachata Muneepeerakul
Gregory Kiker
Intra-group decision-making in agent-based models
description Abstract Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-group dynamics of functional groups often generate inefficient or unexpected behavior that cannot be predicted by modeling groups as basic units. We introduce a framework for modeling intra-group decision-making and its interaction with social norms, using the household as our focus. We select phenomena related to women’s empowerment in agriculture as examples influenced by both intra-household dynamics and gender norms. Our framework proves more capable of replicating these phenomena than two common types of ABMs. We conclude that it is not enough to build multi-scale models; explaining social behaviors entails modeling intra-scale dynamics.
format article
author Allegra A. Beal Cohen
Rachata Muneepeerakul
Gregory Kiker
author_facet Allegra A. Beal Cohen
Rachata Muneepeerakul
Gregory Kiker
author_sort Allegra A. Beal Cohen
title Intra-group decision-making in agent-based models
title_short Intra-group decision-making in agent-based models
title_full Intra-group decision-making in agent-based models
title_fullStr Intra-group decision-making in agent-based models
title_full_unstemmed Intra-group decision-making in agent-based models
title_sort intra-group decision-making in agent-based models
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/13fd1e8b6bf04adfa221fe93b6963115
work_keys_str_mv AT allegraabealcohen intragroupdecisionmakinginagentbasedmodels
AT rachatamuneepeerakul intragroupdecisionmakinginagentbasedmodels
AT gregorykiker intragroupdecisionmakinginagentbasedmodels
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