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Emissions from Military Training: Evidence from Australia

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  • Lee, Wang-Sheng

    (Monash University)

  • Tran, Trang My

    (Monash University)

Abstract

Environmental research related to military activities and warfare is sparse and fragmented by discipline. Although achieving military objectives will likely continue to trump any concerns related to the environment during active conflict, military training during peacetime has environmental consequences. This research aims to quantify how much pollution is emitted during regular military exercises which has implications for climate change. Focusing on major military training exercises conducted in Australia, we assess the impact of four international exercises held within a dedicated military training area on pollution levels. Leveraging high-frequency data, we employ a machine learning algorithm in conjunction with program evaluation techniques to estimate the effects of military training activities. Our main approach involves generating counterfactual predictions and utilizing a "prediction-error" framework to estimate treatment effects by comparing a treatment area to a control area. Our findings reveal that these exercises led to a notable increase in air pollution levels, potentially reaching up to 25% relative to mean levels during peak training hours.

Suggested Citation

  • Lee, Wang-Sheng & Tran, Trang My, 2024. "Emissions from Military Training: Evidence from Australia," IZA Discussion Papers 16889, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp16889
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    References listed on IDEAS

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    1. Brian C. Prest & Casey J. Wichman & Karen Palmer, 2023. "RCTs against the Machine: Can Machine Learning Prediction Methods Recover Experimental Treatment Effects?," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 10(5), pages 1231-1264.
    2. Dominic Rohner, 2024. "Mediation, Military, and Money: The Promises and Pitfalls of Outside Interventions to End Armed Conflicts," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 155-195, March.
    3. Fiona Burlig & Christopher Knittel & David Rapson & Mar Reguant & Catherine Wolfram, 2020. "Machine Learning from Schools about Energy Efficiency," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(6), pages 1181-1217.
    4. Dalia Ghanem & Aaron Smith, 2021. "What Are the Benefits of High-Frequency Data for Fixed Effects Panel Models?," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(2), pages 199-234.
    5. Bobonis, Gustavo J. & Stabile, Mark & Tovar, Leonardo, 2020. "Military training exercises, pollution, and their consequences for health," Journal of Health Economics, Elsevier, vol. 73(C).
    6. Svenningsen, Stig Roar & Levin, Gregor & Perner, Mads Linnet, 2019. "Military land use and the impact on landscape: A study of land use history on Danish Defence sites," Land Use Policy, Elsevier, vol. 84(C), pages 114-126.
    7. Hultman, Lisa & Kathman, Jacob & Shannon, Megan, 2014. "Beyond Keeping Peace: United Nations Effectiveness in the Midst of Fighting," American Political Science Review, Cambridge University Press, vol. 108(4), pages 737-753, November.
    8. Bildirici, Melike, 2017. "CO2 emissions and militarization in G7 countries: panel cointegration and trivariate causality approaches," Environment and Development Economics, Cambridge University Press, vol. 22(6), pages 771-791, December.
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    More about this item

    Keywords

    machine learning; military emissions; military training; pollution;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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