IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp16889.html
   My bibliography  Save this paper

Emissions from Military Training: Evidence from Australia

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp16889.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Stephen Jarvis & Olivier Deschenes & Akshaya Jha, 2022. "The Private and External Costs of Germany’s Nuclear Phase-Out," Journal of the European Economic Association, European Economic Association, vol. 20(3), pages 1311-1346.
    2. Roth, Jonathan & Martin, Amory & Miller, Clayton & Jain, Rishee K., 2020. "SynCity: Using open data to create a synthetic city of hourly building energy estimates by integrating data-driven and physics-based methods," Applied Energy, Elsevier, vol. 280(C).
    3. Wang, Kai-Hua & Su, Chi-Wei & Lobonţ, Oana-Ramona & Umar, Muhammad, 2021. "Whether crude oil dependence and CO2 emissions influence military expenditure in net oil importing countries?," Energy Policy, Elsevier, vol. 153(C).
    4. Singhal, Puja & Pahle, Michael & Kalkuhl, Matthias & Levesque, Antoine & Sommer, Stephan & Berneiser, Jessica, 2022. "Beyond good faith: Why evidence-based policy is necessary to decarbonize buildings cost-effectively in Germany," Energy Policy, Elsevier, vol. 169(C).
    5. Joshua Blonz, 2019. "The Welfare Costs of Misaligned Incentives: Energy Inefficiency and the Principal-Agent Problem," Finance and Economics Discussion Series 2019-071, Board of Governors of the Federal Reserve System (U.S.).
    6. M Christian Lehmann, 2023. "Foreign interests and state repression: Theory and evidence from the Armenian genocide," Journal of Peace Research, Peace Research Institute Oslo, vol. 60(2), pages 307-321, March.
    7. Eliana Carranza & Robyn Meeks, 2021. "Energy Efficiency and Electricity Reliability," The Review of Economics and Statistics, MIT Press, vol. 103(3), pages 461-475, July.
    8. Ahmet Goncu & Mehmet Oguz Karahan & Tolga Umut Kuzubas, 2019. "Forecasting Daily Residential Natural Gas Consumption: A Dynamic Temperature Modelling Approach," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 33(1), pages 1-22.
    9. David E. Cunningham, 2018. "Jaroslav Tir and Johannes Karreth. 2018. Incentivizing Peace: How International Organizations Can Help Prevent Civil Wars in Member Countries (New York: Oxford University Press)," The Review of International Organizations, Springer, vol. 13(4), pages 627-630, December.
    10. Constantin Ruhe, 2021. "Impeding fatal violence through third-party diplomacy: The effect of mediation on conflict intensity," Journal of Peace Research, Peace Research Institute Oslo, vol. 58(4), pages 687-701, July.
    11. Lautharte, Ildo, 2021. "Babies and Bandidos: Birth outcomes in pacified favelas of Rio de Janeiro," Journal of Health Economics, Elsevier, vol. 77(C).
    12. Ben Youssef, Slim, 2021. "Symmetric and asymmetric relationships between renewable energy, oil imports, arms exports, military spending, and economic growth in China," MPRA Paper 111413, University Library of Munich, Germany.
    13. Takanori Ida & Takunori Ishihara & Koichiro Ito & Daido Kido & Toru Kitagawa & Shosei Sakaguchi & Shusaku Sasaki, 2021. "Paternalism, Autonomy, or Both? Experimental Evidence from Energy Saving Programs," Papers 2112.09850, arXiv.org.
    14. Andres Liberman & Christopher A. Neilson & Luis Opazo & Seth Zimmerman, 2019. "Equilibrium Effects of Asymmetric Information on Consumer Credit Markets," Working Papers 2019-7, Princeton University. Economics Department..
    15. Liang, Jing & Qiu, Yueming (Lucy) & Xing, Bo, 2022. "Impacts of the co-adoption of electric vehicles and solar panel systems: Empirical evidence of changes in electricity demand and consumer behaviors from household smart meter data," Energy Economics, Elsevier, vol. 112(C).
    16. Deniz Cil & Hanne Fjelde & Lisa Hultman & Desirée Nilsson, 2020. "Mapping blue helmets: Introducing the Geocoded Peacekeeping Operations (Geo-PKO) dataset," Journal of Peace Research, Peace Research Institute Oslo, vol. 57(2), pages 360-370, March.
    17. David BENATIA & Etienne BILLETTE de VILLEMEUR, 2019. "Strategic Reneging in Sequential Imperfect Markets," Working Papers 2019-19, Center for Research in Economics and Statistics.
    18. Jing Liang & Yueming Qiu & Bo Xing, 2021. "Social Versus Private Benefits of Energy Efficiency Under Time-of-Use and Increasing Block Pricing," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 78(1), pages 43-75, January.
    19. Bruno Lanz and Evert Reins, 2021. "Asymmetric Information on the Market for Energy Efficiency: Insights from the Credence Goods Literature," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4).
    20. Steve Cicala, 2022. "Imperfect Markets versus Imperfect Regulation in US Electricity Generation," American Economic Review, American Economic Association, vol. 112(2), pages 409-441, February.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp16889. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.