Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches

Today, humans have a critical impact on the Earth system and vice versa, which can generate complex feedback processes between social and ecological dynamics. Integrating human behavior into formal Earth system models (ESMs), however, requires crucial modeling assumptions about actors and their g...

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Main Authors: F. Müller-Hansen, M. Schlüter, M. Mäs, J. F. Donges, J. J. Kolb, K. Thonicke, J. Heitzig
Format: Article
Language:English
Published: Copernicus Publications 2017-11-01
Series:Earth System Dynamics
Online Access:https://www.earth-syst-dynam.net/8/977/2017/esd-8-977-2017.pdf
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spelling doaj-98d407ee528f42f892f6024bdda494912020-11-24T21:40:27ZengCopernicus PublicationsEarth System Dynamics2190-49792190-49872017-11-018977100710.5194/esd-8-977-2017Towards representing human behavior and decision making in Earth system models – an overview of techniques and approachesF. Müller-Hansen0F. Müller-Hansen1M. Schlüter2M. Mäs3J. F. Donges4J. F. Donges5J. J. Kolb6J. J. Kolb7K. Thonicke8J. Heitzig9Potsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, P.O. Box 60 12 03, 14412 Potsdam, GermanyDepartment of Physics, Humboldt University Berlin, Newtonstraße 15, 12489 Berlin, GermanyStockholm Resilience Centre, Stockholm University, Kräftriket 2B, 114 19 Stockholm, SwedenDepartment of Sociology and ICS, University of Groningen, Grote Rozenstraat 31, 9712 TG Groningen, the NetherlandsPotsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, P.O. Box 60 12 03, 14412 Potsdam, GermanyStockholm Resilience Centre, Stockholm University, Kräftriket 2B, 114 19 Stockholm, SwedenPotsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, P.O. Box 60 12 03, 14412 Potsdam, GermanyDepartment of Physics, Humboldt University Berlin, Newtonstraße 15, 12489 Berlin, GermanyPotsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, P.O. Box 60 12 03, 14412 Potsdam, GermanyPotsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, P.O. Box 60 12 03, 14412 Potsdam, GermanyToday, humans have a critical impact on the Earth system and vice versa, which can generate complex feedback processes between social and ecological dynamics. Integrating human behavior into formal Earth system models (ESMs), however, requires crucial modeling assumptions about actors and their goals, behavioral options, and decision rules, as well as modeling decisions regarding human social interactions and the aggregation of individuals' behavior. Here, we review existing modeling approaches and techniques from various disciplines and schools of thought dealing with human behavior at different levels of decision making. We demonstrate modelers' often vast degrees of freedom but also seek to make modelers aware of the often crucial consequences of seemingly innocent modeling assumptions. <br><br> After discussing which socioeconomic units are potentially important for ESMs, we compare models of individual decision making that correspond to alternative behavioral theories and that make diverse modeling assumptions about individuals' preferences, beliefs, decision rules, and foresight. We review approaches to model social interaction, covering game theoretic frameworks, models of social influence, and network models. Finally, we discuss approaches to studying how the behavior of individuals, groups, and organizations can aggregate to complex collective phenomena, discussing agent-based, statistical, and representative-agent modeling and economic macro-dynamics. We illustrate the main ingredients of modeling techniques with examples from land-use dynamics as one of the main drivers of environmental change bridging local to global scales.https://www.earth-syst-dynam.net/8/977/2017/esd-8-977-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author F. Müller-Hansen
F. Müller-Hansen
M. Schlüter
M. Mäs
J. F. Donges
J. F. Donges
J. J. Kolb
J. J. Kolb
K. Thonicke
J. Heitzig
spellingShingle F. Müller-Hansen
F. Müller-Hansen
M. Schlüter
M. Mäs
J. F. Donges
J. F. Donges
J. J. Kolb
J. J. Kolb
K. Thonicke
J. Heitzig
Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
Earth System Dynamics
author_facet F. Müller-Hansen
F. Müller-Hansen
M. Schlüter
M. Mäs
J. F. Donges
J. F. Donges
J. J. Kolb
J. J. Kolb
K. Thonicke
J. Heitzig
author_sort F. Müller-Hansen
title Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
title_short Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
title_full Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
title_fullStr Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
title_full_unstemmed Towards representing human behavior and decision making in Earth system models – an overview of techniques and approaches
title_sort towards representing human behavior and decision making in earth system models – an overview of techniques and approaches
publisher Copernicus Publications
series Earth System Dynamics
issn 2190-4979
2190-4987
publishDate 2017-11-01
description Today, humans have a critical impact on the Earth system and vice versa, which can generate complex feedback processes between social and ecological dynamics. Integrating human behavior into formal Earth system models (ESMs), however, requires crucial modeling assumptions about actors and their goals, behavioral options, and decision rules, as well as modeling decisions regarding human social interactions and the aggregation of individuals' behavior. Here, we review existing modeling approaches and techniques from various disciplines and schools of thought dealing with human behavior at different levels of decision making. We demonstrate modelers' often vast degrees of freedom but also seek to make modelers aware of the often crucial consequences of seemingly innocent modeling assumptions. <br><br> After discussing which socioeconomic units are potentially important for ESMs, we compare models of individual decision making that correspond to alternative behavioral theories and that make diverse modeling assumptions about individuals' preferences, beliefs, decision rules, and foresight. We review approaches to model social interaction, covering game theoretic frameworks, models of social influence, and network models. Finally, we discuss approaches to studying how the behavior of individuals, groups, and organizations can aggregate to complex collective phenomena, discussing agent-based, statistical, and representative-agent modeling and economic macro-dynamics. We illustrate the main ingredients of modeling techniques with examples from land-use dynamics as one of the main drivers of environmental change bridging local to global scales.
url https://www.earth-syst-dynam.net/8/977/2017/esd-8-977-2017.pdf
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