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Uncertainty in climate change modelling: can global sensitivity analysis be of help?

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  • Barry ANDERSON
  • Emanuele BORGONOVO
  • Marzio GALEOTTI
  • Roberto ROSON

Abstract

The complexity of integrated assessment models (IAMs) prevents the direct appreciation of the impact of uncertainty on the model predictions. However, for a full understanding and corroboration of model results, analysts might be willing, and ought to identify the model inputs that influence the model results the most (key drivers), appraise the relevance of interactions and the direction of change associated with the simultaneous variation of the model inputs. We show that such information is already contained in the data set produced by Monte Carlo simulations and that it can be extracted without additional calculations. Our discussion is guided by an application of the proposed methodologies to the well-known DICE model of William Nordhaus (2008). A comparison of the proposed methodology to approaches previously applied on the same model shows that robust insights concerning the dependence of future atmospheric temperature, global emissions and current carbon costs and taxes on the model’s exogenous inputs can be obtained. The method avoids the fallacy of a priori deeming the important factors based on sole intuition.

Suggested Citation

  • Barry ANDERSON & Emanuele BORGONOVO & Marzio GALEOTTI & Roberto ROSON, 2012. "Uncertainty in climate change modelling: can global sensitivity analysis be of help?," Departmental Working Papers 2012-18, Department of Economics, Management and Quantitative Methods at Università degli Studi di Milano.
  • Handle: RePEc:mil:wpdepa:2012-18
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    5. Shumilov, Andrei, 2021. "Анализ Неопределенности В Интегрированных Моделях Климата И Экономики: Обзор Литературы [Uncertainty analysis in integrated assessment models of the economics of climate change: a literature survey," MPRA Paper 110171, University Library of Munich, Germany.
    6. Xing Liu & Enrico Zio & Emanuele Borgonovo & Elmar Plischke, 2024. "A Systematic Approach of Global Sensitivity Analysis and Its Application to a Model for the Quantification of Resilience of Interconnected Critical Infrastructures," Energies, MDPI, vol. 17(8), pages 1-24, April.
    7. Andreas Tsanakas & Pietro Millossovich, 2016. "Sensitivity Analysis Using Risk Measures," Risk Analysis, John Wiley & Sons, vol. 36(1), pages 30-48, January.
    8. Matteo Vagnoli & Francesco Di Maio & Enrico Zio, 2018. "Ensembles of climate change models for risk assessment of nuclear power plants," Journal of Risk and Reliability, , vol. 232(2), pages 185-200, April.
    9. Awad, Majdi & Senga Kiesse, Tristan & Assaghir, Zainab & Ventura, Anne, 2019. "Convergence of sensitivity analysis methods for evaluating combined influences of model inputs," Reliability Engineering and System Safety, Elsevier, vol. 189(C), pages 109-122.
    10. Niko Jaakkola & Antony Millner, 2022. "Nondogmatic Climate Policy," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 9(4), pages 807-841.
    11. Christopher J. Smith & Alaa Al Khourdajie & Pu Yang & Doris Folini, 2023. "Climate uncertainty impacts on optimal mitigation pathways and social cost of carbon," Papers 2304.08957, arXiv.org, revised Jul 2023.
    12. Miftakhova, Alena, 2021. "Global sensitivity analysis for optimal climate policies: Finding what truly matters," Economic Modelling, Elsevier, vol. 105(C).
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    More about this item

    Keywords

    OR in Environment; Robustness and Sensitivity; Climate change; Global sensitivity analysis; Integrated Assessment Modelling;
    All these keywords.

    JEL classification:

    • Q50 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - General
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth

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