IDEAS home Printed from https://ideas.repec.org/p/qmw/qmwecw/961.html

Vulnerability to Climate Change: Evidence from a Dynamic Factor Model

Author

Listed:
  • Haroon Mumtaz

    (Queen Mary University)

  • Fulvia Marotta

    (University of Oxford)

Abstract

Using a dynamic factor model with stochastic volatility, we examine the synchronization of temperature and precipitation changes across countries and regions. By doing so, we analyze the implications for the medium-term economic outlook and vulnerability to climate risks. Our findings reveal that a common factor explains a significant portion of temperature variance globally, with the largest contribution observed in sub-Saharan Africa, Latin America, and Asia. Additionally, the com-mon factor accounts for the increase in temperature levels across these regions. In contrast, precipitation fluctuations exhibit more localized patterns. We find that countries with higher GDP per-capita tend to have lower exposure to global temperature changes.

Suggested Citation

  • Haroon Mumtaz & Fulvia Marotta, 2023. "Vulnerability to Climate Change: Evidence from a Dynamic Factor Model," Working Papers 961, Queen Mary University of London, School of Economics and Finance.
  • Handle: RePEc:qmw:qmwecw:961
    as

    Download full text from publisher

    File URL: https://www.qmul.ac.uk/sef/media/econ/research/workingpapers/wp961v2.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Jasmien De Winne & Gert Peersman, 2021. "The Impact of Food Prices on Conflict Revisited," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(2), pages 547-560, March.
    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. Piergiorgio Alessandri & Haroon Mumtaz, 2021. "The Macroeconomic Cost of Climate Volatility," Working Papers 928, Queen Mary University of London, School of Economics and Finance.
    4. Jayatilleke S. Bandara & Yiyong Cai, 2014. "The impact of climate change on food crop productivity, food prices and food security in South Asia," Economic Analysis and Policy, Elsevier, vol. 44(4), pages 451-465.
    5. Marshall Burke & Vincent Tanutama, 2019. "Climatic Constraints on Aggregate Economic Output," NBER Working Papers 25779, National Bureau of Economic Research, Inc.
    6. Marta Banbura & Domenico Giannone & Lucrezia Reichlin, 2010. "Large Bayesian vector auto regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(1), pages 71-92.
    7. Fabio Canova & Evi Pappa, 2021. "Costly Disasters and the Role of Fiscal Policy: Evidence from US States," European Economy - Discussion Papers 151, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    8. Geweke, J, 1993. "Bayesian Treatment of the Independent Student- t Linear Model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(S), pages 19-40, Suppl. De.
    9. Donadelli, M. & Jüppner, M. & Riedel, M. & Schlag, C., 2017. "Temperature shocks and welfare costs," Journal of Economic Dynamics and Control, Elsevier, vol. 82(C), pages 331-355.
    10. 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.
    11. Alberto Cavallo & Eduardo Cavallo & Roberto Rigobon, 2014. "Prices and Supply Disruptions during Natural Disasters," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S2), pages 449-471, November.
    12. Miles Parker, 2018. "The Impact of Disasters on Inflation," Economics of Disasters and Climate Change, Springer, vol. 2(1), pages 21-48, April.
    13. Joshua C. C. Chan, 2019. "Large Bayesian Vector Autoregressions," CAMA Working Papers 2019-19, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    14. repec:ulb:ulbeco:2013/13388 is not listed on IDEAS
    15. Tatyana Deryugina & Solomon M. Hsiang, 2014. "Does the Environment Still Matter? Daily Temperature and Income in the United States," NBER Working Papers 20750, National Bureau of Economic Research, Inc.
    16. Carriero, Andrea & Clark, Todd E. & Marcellino, Massimiliano, 2019. "Large Bayesian vector autoregressions with stochastic volatility and non-conjugate priors," Journal of Econometrics, Elsevier, vol. 212(1), pages 137-154.
    17. Jushan Bai & Peng Wang, 2015. "Identification and Bayesian Estimation of Dynamic Factor Models," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 33(2), pages 221-240, April.
    18. Markus Baldauf & Lorenzo Garlappi & Constantine Yannelis & José Scheinkman, 2020. "Does Climate Change Affect Real Estate Prices? Only If You Believe In It," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1256-1295.
    19. repec:bla:revinw:v:60:y:2014:i::p:s449-s471 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. C. Vladimir Rodr'iguez-Caballero & Esther Ruiz, 2024. "Temperature in the Iberian Peninsula: Trend, seasonality, and heterogeneity," Papers 2406.14145, arXiv.org.
    2. Matteo Barigozzi & Marc Hallin, 2023. "Dynamic Factor Models: a Genealogy," Working Papers ECARES 2023-15, ULB -- Universite Libre de Bruxelles.
    3. Boss, Konstantin & Testa, Alessandra, 2025. "What goes around comes around: The US climate-economic cycle," Journal of Macroeconomics, Elsevier, vol. 85(C).

    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. Matteo Ciccarelli & Fulvia Marotta, 2021. "Demand or Supply? An empirical exploration of the effects of climate change on the macroeconomy," Working Papers 933, Queen Mary University of London, School of Economics and Finance.
    2. Ciccarelli, Matteo & Marotta, Fulvia, 2024. "Demand or Supply? An empirical exploration of the effects of climate change on the macroeconomy," Energy Economics, Elsevier, vol. 129(C).
    3. Ciccarelli, Matteo & Marotta, Fulvia, 2021. "Demand or supply? An empirical exploration of the effects of climate change on the macroeconomy," Working Paper Series 2608, European Central Bank.
    4. Filippo Natoli, 2023. "The macroeconomic effects of temperature surprise shocks," Temi di discussione (Economic working papers) 1407, Bank of Italy, Economic Research and International Relations Area.
    5. Aguilar-Gomez, Sandra & Gutierrez, Emilio & Heres, David & Jaume, David & Tobal, Martin, 2024. "Thermal stress and financial distress: Extreme temperatures and firms’ loan defaults in Mexico," Journal of Development Economics, Elsevier, vol. 168(C).
    6. Chaitat Jirophat & Pym Manopimoke & Suparit Suwanik, 2022. "The Macroeconomic Effects of Climate Shocks in Thailand," PIER Discussion Papers 188, Puey Ungphakorn Institute for Economic Research.
    7. Chan, Joshua C.C., 2021. "Minnesota-type adaptive hierarchical priors for large Bayesian VARs," International Journal of Forecasting, Elsevier, vol. 37(3), pages 1212-1226.
    8. Hallegatte, Stéphane & Jooste, Charl & McIsaac, Florent, 2024. "Modeling the macroeconomic consequences of natural disasters: Capital stock, recovery dynamics, and monetary policy," Economic Modelling, Elsevier, vol. 139(C).
    9. Bortolan, Leonardo & Dey, Atreya & Taschini, Luca, 2024. "Volatile temperatures and their effects on equity returns and firm performance," LSE Research Online Documents on Economics 128521, London School of Economics and Political Science, LSE Library.
    10. 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).
    11. Holtermann, Linus & Rische, Marie-Christin, 2020. "The Subnational Effect of Temperature on Economic Production: A Disaggregated Analysis in European Regions," MPRA Paper 104606, University Library of Munich, Germany.
    12. Leonardo Bortolan & Atreya Dey & Luca Taschini, 2024. "Volatile Temperatures and Their Effects on Equity Returns and Firm Performance," CESifo Working Paper Series 11438, CESifo.
    13. Emmerling, Johannes & Shayegh, Soheil & Dasgupta, Shouro, 2020. "Inequality and Growth Impacts from Climate Change—Insights from South Africa," RFF Working Paper Series 20-10, Resources for the Future.
    14. Lucidi, Francesco Simone & Pisa, Marta Maria & Tancioni, Massimiliano, 2024. "The effects of temperature shocks on energy prices and inflation in the Euro Area," European Economic Review, Elsevier, vol. 166(C).
    15. Ciccarelli, Matteo & Kuik, Friderike & Martínez Hernández, Catalina, 2023. "The asymmetric effects of weather shocks on euro area inflation," Working Paper Series 2798, European Central Bank.
    16. Cevik, Serhan & Gwon, Gyowon, 2024. "This is going to hurt: Weather anomalies, supply chain pressures and inflation," International Economics, Elsevier, vol. 180(C).
    17. Joseph P. Byrne & Prince Asare Vitenu-Sackey, 2024. "The Macroeconomic Impact of Global and Country-Specific Climate Risk," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(3), pages 655-682, March.
    18. Boss, Konstantin & Testa, Alessandra, 2025. "What goes around comes around: The US climate-economic cycle," Journal of Macroeconomics, Elsevier, vol. 85(C).
    19. Natoli, Filippo, 2022. "Temperature surprise shocks," MPRA Paper 112568, University Library of Munich, Germany.
    20. Acevedo, Sebastian & Mrkaic, Mico & Novta, Natalija & Pugacheva, Evgenia & Topalova, Petia, 2020. "The Effects of Weather Shocks on Economic Activity: What are the Channels of Impact?," Journal of Macroeconomics, Elsevier, vol. 65(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    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:qmw:qmwecw:961. 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: Nicholas Owen The email address of this maintainer does not seem to be valid anymore. Please ask Nicholas Owen to update the entry or send us the correct address (email available below). General contact details of provider: https://edirc.repec.org/data/deqmwuk.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.