IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2308.06265.html
   My bibliography  Save this paper

Long-term Effects of Temperature Variations on Economic Growth: A Machine Learning Approach

Author

Listed:
  • Eugene Kharitonov
  • Oksana Zakharchuk
  • Lin Mei

Abstract

This study investigates the long-term effects of temperature variations on economic growth using a data-driven approach. Leveraging machine learning techniques, we analyze global land surface temperature data from Berkeley Earth and economic indicators, including GDP and population data, from the World Bank. Our analysis reveals a significant relationship between average temperature and GDP growth, suggesting that climate variations can substantially impact economic performance. This research underscores the importance of incorporating climate factors into economic planning and policymaking, and it demonstrates the utility of machine learning in uncovering complex relationships in climate-economy studies.

Suggested Citation

  • Eugene Kharitonov & Oksana Zakharchuk & Lin Mei, 2023. "Long-term Effects of Temperature Variations on Economic Growth: A Machine Learning Approach," Papers 2308.06265, arXiv.org.
    • Handle: RePEc:arx:papers:2308.06265
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2308.06265
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Nordhaus, William D, 1991. "To Slow or Not to Slow: The Economics of the Greenhouse Effect," Economic Journal, Royal Economic Society, vol. 101(407), pages 920-937, July.
    2. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Global non-linear effect of temperature on economic production," Nature, Nature, vol. 527(7577), pages 235-239, November.
    3. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    4. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    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. Tol, Richard S.J., 2024. "A meta-analysis of the total economic impact of climate change," Energy Policy, Elsevier, vol. 185(C).
    2. Tol, Richard S.J., 2019. "A social cost of carbon for (almost) every country," Energy Economics, Elsevier, vol. 83(C), pages 555-566.
    3. Gallic, Ewen & Vermandel, Gauthier, 2020. "Weather shocks," European Economic Review, Elsevier, vol. 124(C).
    4. Chen, Xinming & Fang, Tong, 2024. "Temperature anomalies and foreign direct investment: City-level evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    5. Naveen Kumar & Dibyendu Maiti, 2024. "The Dynamic Causal Impact of Climate Change on Economic Activity - A Disaggregated Panel Analysis of India," Working papers 345, Centre for Development Economics, Delhi School of Economics.
    6. Nick Obradovich, 2017. "Climate change may speed democratic turnover," Climatic Change, Springer, vol. 140(2), pages 135-147, January.
    7. Serhan Cevik & Fedor Miryugin, 2023. "Rogue Waves: Climate Change and Firm Performance," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 65(1), pages 29-59, March.
    8. Cevik, Serhan & Jalles, João Tovar, 2022. "This changes everything: Climate shocks and sovereign bonds⁎," Energy Economics, Elsevier, vol. 107(C).
    9. Serhan Cevik & João Tovar Jalles, 2022. "An Apocalypse Foretold: Climate Shocks and Sovereign Defaults," Open Economies Review, Springer, vol. 33(1), pages 89-108, February.
    10. Cevik, Serhan & Jalles, João Tovar, 2023. "For whom the bell tolls: Climate change and income inequality," Energy Policy, Elsevier, vol. 174(C).
    11. Richard S J Tol, 2018. "The Economic Impacts of Climate Change," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 12(1), pages 4-25.
    12. Hjort, Ingrid, 2016. "Potential Climate Risks in Financial Markets: A Literature Overview," Memorandum 01/2016, Oslo University, Department of Economics.
    13. Hambel, Christoph & Kraft, Holger & Schwartz, Eduardo, 2021. "The social cost of carbon in a non-cooperative world," Journal of International Economics, Elsevier, vol. 131(C).
    14. Marco Letta & Richard S. J. Tol, 2019. "Weather, Climate and Total Factor Productivity," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 73(1), pages 283-305, May.
    15. Mr. Serhan Cevik & João Tovar Jalles, 2023. "Eye of the Storm: The Impact of Climate Shocks on Inflation and Growth," IMF Working Papers 2023/087, International Monetary Fund.
    16. Joaquín Bernal-Ramírez & Jair Ojeda-Joya & Camila Agudelo-Rivera & Felipe Clavijo-Ramírez & Carolina Durana-Ángel & Clark Granger-Castaño & Daniel Osorio-Rodríguez & Daniel Parra-Amado & José Pulido &, 2022. "Impacto macroeconómico del cambio climático en Colombia," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, issue 102, pages 1-62, July.
    17. Wenju Cai & Yi Liu & Xiaopei Lin & Ziguang Li & Ying Zhang & David Newth, 2024. "Nonlinear country-heterogenous impact of the Indian Ocean Dipole on global economies," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    18. Lamperti, Francesco & Bosetti, Valentina & Roventini, Andrea & Tavoni, Massimo & Treibich, Tania, 2021. "Three green financial policies to address climate risks," Journal of Financial Stability, Elsevier, vol. 54(C).
    19. Otto Brøns-Petersen & Søren Havn Gjedsted, 2021. "Climate change and institutional change: what is the relative importance for economic performance?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 23(2), pages 333-360, April.
    20. Martin Henseler & Ingmar Schumacher, 2019. "The impact of weather on economic growth and its production factors," Climatic Change, Springer, vol. 154(3), pages 417-433, June.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:arx:papers:2308.06265. 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: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    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.