Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Unraveling complex causal processes that affect sustainability requires more integration between empirical and modeling approaches

Journal Article · · Proceedings of the National Academy of Sciences of the United States of America
Scientists seek to understand the causal processes that generate sustainability problems and determine effective solutions. Yet, causal inquiry in nature–society systems is hampered by conceptual and methodological challenges that arise from nature–society interdependencies and the complex dynamics they create. Here, we demonstrate how sustainability scientists can address these challenges and make more robust causal claims through better integration between empirical analyses and process- or agent-based modeling. To illustrate how these different epistemological traditions can be integrated, we present four studies of air pollution regulation, natural resource management, and the spread of COVID-19. The studies show how integration can improve empirical estimates of causal effects, inform future research designs and data collection, enhance understanding of the complex dynamics that underlie observed temporal patterns, and elucidate causal mechanisms and the contexts in which they operate. These advances in causal understanding can help sustainability scientists develop better theories of phenomena where social and ecological processes are dynamically intertwined and prior causal knowledge and data are limited. The improved causal understanding also enhances governance by helping scientists and practitioners choose among potential interventions, decide when and how the timing of an intervention matters, and anticipate unexpected outcomes. Methodological integration, however, requires skills and efforts of all involved to learn how members of the respective other tradition think and analyze nature–society systems.
Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE Office of Science (SC)
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
2251633
Journal Information:
Proceedings of the National Academy of Sciences of the United States of America, Journal Name: Proceedings of the National Academy of Sciences of the United States of America Journal Issue: 41 Vol. 120; ISSN 0027-8424
Publisher:
National Academy of SciencesCopyright Statement
Country of Publication:
United States
Language:
English

References (45)

A brief history of usable climate science journal August 2021
Seasonal Harvest Patterns in Multispecies Fisheries journal January 2020
Toward a methodology for explaining and theorizing about social-ecological phenomena journal August 2019
Why care about theories? Innovative ways of theorizing in sustainability science journal February 2022
Lobbying friends and foes in climate policy: The case of business and environmental interest groups in the European Union journal August 2008
Tracing a pathway to success: How competing interest groups influenced the 2013 EU Common Fisheries Policy reform journal October 2017
Spatial diversification as a mechanism to adapt to environmental changes in small-scale fisheries journal February 2021
Behaviour and space in agent-based modelling: Poverty patterns in East Kalimantan, Indonesia journal July 2013
Middle-range theories of land system change journal November 2018
Linking model design and application for transdisciplinary approaches in social-ecological systems journal January 2021
Do environmental markets cause environmental injustice? Evidence from California’s carbon market journal January 2023
Non-pharmaceutical interventions during the COVID-19 pandemic: A review journal May 2021
Ecological models supporting environmental decision making: a strategy for the future journal August 2010
Improving Evaluation of Energy Policies with Multiple Goals: Comparing Ex Ante and Ex Post Approaches journal December 2020
Multisector Dynamics: Advancing the Science of Complex Adaptive Human‐Earth Systems journal March 2022
Catch shares slow the race to fish journal April 2017
Start-up costs of thermal power plants in markets with increasing shares of variable renewable generation journal April 2017
Sustainable natural resource governance under interest group competition in policy-making journal May 2020
A tool for reflecting on research stances to support sustainability transitions journal December 2019
The downstream air pollution impacts of the transition from coal to natural gas in the United States journal January 2020
Adaptive human behavior in epidemiological models journal March 2011
Estimating the impacts of conservation on ecosystem services and poverty by integrating modeling and evaluation journal June 2015
Seafood prices reveal impacts of a major ecological disturbance journal January 2017
The preregistration revolution journal March 2018
Causal inference in coupled human and natural systems journal August 2018
Community-based monitoring to facilitate water management by local institutions in Costa Rica journal July 2021
Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States journal April 2022
Legislative lobbying in context: towards a conceptual framework of interest group lobbying in the European Union journal February 2015
Inside the black box of collaboration: a process-tracing study of collaborative flood risk governance in the Netherlands journal November 2021
Economic impacts of climate change on agriculture: a comparison of process-based and statistical yield models journal May 2017
Comparing and combining process-based crop models and statistical models with some implications for climate change journal September 2017
Untangling social–ecological interactions: A methods portfolio approach to tackling contemporary sustainability challenges in fisheries journal June 2022
Advocacy Coalitions, Policy Entrepreneurs, and Policy Change journal September 1996
Air pollution impacts of COVID-19–related containment measures journal May 2021
Impacts of wind power on air quality, premature mortality, and exposure disparities in the United States journal December 2022
The Ecological Footprint of Poverty Alleviation: Evidence from Mexico's Oportunidades Program journal May 2013
Measuring Interest Group Influence in the EU journal December 2008
Coupled Contagion Dynamics of Fear and Disease: Mathematical and Computational Explorations journal December 2008
Micro-level explanations for emergent patterns of self-governance arrangements in small-scale fisheries—A modeling approach journal April 2017
InMAP: A model for air pollution interventions journal April 2017
Employing Philosophical Dialogue in Collaborative Science journal January 2007
Eight grand challenges in socio-environmental systems modeling journal September 2019
Statistical and machine learning methods for evaluating trends in air quality under changing meteorological conditions journal August 2022
A Portfolio Approach to Analyzing Complex Human-Environment Interactions: Institutions and Land Change journal January 2006
Developing a sustainability science approach for water systems journal January 2020

Figures / Tables (6)


Similar Records

Decomposing causality into its synergistic, unique, and redundant components
Journal Article · Thu Oct 31 20:00:00 EDT 2024 · Nature Communications · OSTI ID:3000741

IEA Task V: Sustainability of geothermal energy utilization
Conference · Mon Dec 30 23:00:00 EST 1996 · OSTI ID:494367

Global environmental change: Understanding the human dimensions
Technical Report · Tue Dec 31 23:00:00 EST 1991 · OSTI ID:5549787