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A Bayesian framework for studying climate anomalies and social conflicts

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  • Ujjal Kumar Mukherjee
  • Benjamin E. Bagozzi
  • Snigdhansu Chatterjee

Abstract

Climate change stands to have a profound impact on human society, and on political and other conflicts in particular. However, the existing literature on understanding the relation between climate change and societal conflicts has often been criticized for using data that suffer from sampling and other biases, often resulting from being too narrowly focused on a small region of space or a small set of events. These studies have likewise been critiqued for not using suitable statistical tools that (i$$ i $$) address spatio‐temporal dependencies, (ii$$ ii $$) obtain probabilistic uncertainty quantification, and (iii$$ iii $$) lead to consistent statistical inferences. In this article, we propose a Bayesian framework to address these challenges. We find that there is a strong and substantial association between temperature anomalies on aggregated material conflicts and verbal conflicts globally. Going deeper, we also find significant evidence to suggest that positive temperature anomalies are associated with social conflict primarily through government‐civilian and government‐rebel material conflicts, as in civilian protests, rebel attacks against government resources, or acts of state repression. We find that majority of the conflicts associated with climate anomalies are triggered by rebel actors, and others react to such acts of conflict. Our results exhibit considerably nuanced relationships between temperature deviations and social conflicts that have not been noticed in previous studies. Methodologically, the proposed Bayesian framework can help social scientists explore similar domains involving large‐scale spatial and temporal dependencies. Our code and a synthetic dataset has been made publicly available.

Suggested Citation

  • Ujjal Kumar Mukherjee & Benjamin E. Bagozzi & Snigdhansu Chatterjee, 2023. "A Bayesian framework for studying climate anomalies and social conflicts," Environmetrics, John Wiley & Sons, Ltd., vol. 34(2), March.
  • Handle: RePEc:wly:envmet:v:34:y:2023:i:2:n:e2778
    DOI: 10.1002/env.2778
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    1. Daniel C. Esty, 2008. "Rethinking Global Environmental Governance to Deal with Climate Change: The Multiple Logics of Global Collective Action," American Economic Review, American Economic Association, vol. 98(2), pages 116-121, May.
    2. Fearon, James D. & Laitin, David D., 2003. "Ethnicity, Insurgency, and Civil War," American Political Science Review, Cambridge University Press, vol. 97(1), pages 75-90, February.
    3. Courtland Adams & Tobias Ide & Jon Barnett & Adrien Detges, 2018. "Sampling bias in climate–conflict research," Nature Climate Change, Nature, vol. 8(3), pages 200-203, March.
    4. Tobias Ide & Jon Barnett & Adrien Detges & Courtland Adams, 2018. "Reply to ‘Sampling bias does not exaggerate climate–conflict claims’," Nature Climate Change, Nature, vol. 8(6), pages 442-443, June.
    5. Giorgi, Emanuele & Diggle, Peter J., 2017. "PrevMap: An R Package for Prevalence Mapping," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 78(i08).
    6. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Climate and Conflict," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 577-617, August.
    7. Vito D'Orazio & James E Yonamine, 2015. "Kickoff to Conflict: A Sequence Analysis of Intra-State Conflict-Preceding Event Structures," PLOS ONE, Public Library of Science, vol. 10(5), pages 1-21, May.
    8. Böhringer, Christoph, 2003. "The Kyoto Protocol: A Review and Perspectives," ZEW Discussion Papers 03-61, ZEW - Leibniz Centre for European Economic Research.
    9. Massimiliano Calì & Alen Mulabdic, 2017. "Trade and civil conflict: Revisiting the cross-country evidence," Review of International Economics, Wiley Blackwell, vol. 25(1), pages 195-232, February.
    10. van Weezel, Stijn, 2020. "Local warming and violent armed conflict in Africa," World Development, Elsevier, vol. 126(C).
    11. Ragnhild Nordås & Nils Petter Gleditsch, 2015. "Climate Change and Conflict," Natural Resource Management and Policy, in: Susanne Hartard & Wolfgang Liebert (ed.), Competition and Conflicts on Resource Use, edition 127, chapter 0, pages 21-38, Springer.
    12. Dim Coumou & Stefan Rahmstorf, 2012. "A decade of weather extremes," Nature Climate Change, Nature, vol. 2(7), pages 491-496, July.
    13. Colin D. Butler & Ben J. Kefford, 2018. "Climate change as a contributor to human conflict," Nature, Nature, vol. 555(7698), pages 587-587, March.
    14. Breckner, Miriam & Sunde, Uwe, 2019. "Temperature extremes, global warming, and armed conflict: new insights from high resolution data," World Development, Elsevier, vol. 123(C), pages 1-1.
    15. Janus, Thorsten & Riera-Crichton, Daniel, 2015. "Economic shocks, civil war and ethnicity," Journal of Development Economics, Elsevier, vol. 115(C), pages 32-44.
    16. A. T. D. Perera & Vahid M. Nik & Deliang Chen & Jean-Louis Scartezzini & Tianzhen Hong, 2020. "Quantifying the impacts of climate change and extreme climate events on energy systems," Nature Energy, Nature, vol. 5(2), pages 150-159, February.
    17. Freedman, Martin & Jaggi, Bikki, 2005. "Global warming, commitment to the Kyoto protocol, and accounting disclosures by the largest global public firms from polluting industries," The International Journal of Accounting, Elsevier, vol. 40(3), pages 215-232.
    18. Herrera, Joel Salvador & Martinez-Alvarez, Cesar B., 2022. "Diversifying violence: Mining, export-agriculture, and criminal governance in Mexico," World Development, Elsevier, vol. 151(C).
    19. Partha Gangopadhyay & Rahul Nilakantan, 2018. "Estimating the Effects of Climate Shocks on Collective Violence: ARDL Evidence from India," Journal of Development Studies, Taylor & Francis Journals, vol. 54(3), pages 441-456, March.
    20. Marc F. Bellemare, 2015. "Rising Food Prices, Food Price Volatility, and Social Unrest," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 1-21.
    21. Marc A. Levy, 2018. "Sampling bias does not exaggerate climate–conflict claims," Nature Climate Change, Nature, vol. 8(6), pages 442-442, June.
    22. Alice J. Sommer & Mihye Lee & Marie-Abèle C. Bind, 2018. "Comparing apples to apples: an environmental criminology analysis of the effects of heat and rain on violent crimes in Boston," Palgrave Communications, Palgrave Macmillan, vol. 4(1), pages 1-10, December.
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    1. Wesley S. Burr & Nathaniel K. Newlands & Andrew Zammit‐Mangion, 2023. "Environmental data science: Part 2," Environmetrics, John Wiley & Sons, Ltd., vol. 34(2), March.

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