Abstract
A common critique of agent-based models is that their relationship with theory is tenuous. However, arguments have been made showing both that agent-based models can draw on theories, and that agent-based models can be treated as though they are theories. At the same time, empirical agent-based models, increasingly used for policy evaluation and scenario analysis, tend to be fitted to specific cases rather than having any sense of generality to their application. This lends weight to the criticisms of the relationship between agent-based models and theory. To address this issue in a project in which we are tasked with creating an agent-based model to evaluate scenarios in ‘farm-to-fork’ value chains, with potential applications to more general circular economy case studies, we have endeavoured to design a ‘theory of the middle range’ (à la Merton) that we believe to have the necessary capability, together with a formal implementation in the form of an agent-based model. We describe the model here, giving critical attention to its proposition as a ‘theory’ (of any kind) and potential generality, with a view to furthering the debate about the relationships between empirical agent-based models and social/scientific theories.
| Original language | English |
|---|---|
| Title of host publication | Advances in Social Simulation - |
| Subtitle of host publication | Proceedings of the 18th Social Simulation Conference, 2023 |
| Editors | Corinna Elsenbroich, Harko Verhagen |
| Publisher | Springer Science and Business Media B.V. |
| Pages | 177-186 |
| Number of pages | 10 |
| ISBN (Print) | 9783031577840 |
| DOIs | |
| Publication status | Published - 21 Jul 2024 |
| Event | 18th Social Simulation Conference, SSC23 - Glasgow, United Kingdom Duration: 4 Sept 2023 → 8 Sept 2023 |
Publication series
| Name | Springer Proceedings in Complexity |
|---|---|
| ISSN (Print) | 2213-8684 |
| ISSN (Electronic) | 2213-8692 |
Conference
| Conference | 18th Social Simulation Conference, SSC23 |
|---|---|
| Country/Territory | United Kingdom |
| City | Glasgow |
| Period | 4/09/23 → 8/09/23 |
Funding
This work was supported by the Scottish Government Rural and Environment Science and Analytical Services Division (project references JHI-C5-1, JHI-C3-1, JHI-C4-1) and the Research Council of Norway (project number 294777).
| Funders | Funder number |
|---|---|
| Rural and Environment Science and Analytical Services | JHI-C5-1, JHI-C3-1, JHI-C4-1 |
| Research Council of Norway | 294777 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 2 Zero Hunger
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SDG 8 Decent Work and Economic Growth
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SDG 12 Responsible Consumption and Production
Keywords
- Agent-based models
- Middle-range theories
- Ontologies
- Value chains
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