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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Nature Portfolio
2021
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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) |
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Medicine R Science Q Allegra A. Beal Cohen Rachata Muneepeerakul Gregory Kiker Intra-group decision-making in agent-based models |
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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 |
_version_ |
1718389367698882560 |