IDEAS home Printed from https://ideas.repec.org/a/spr/empeco/v64y2023i6d10.1007_s00181-023-02363-4.html
   My bibliography  Save this article

Does climate change affect economic data?

Author

Listed:
  • In Choi

    (Sogang University)

Abstract

This paper derives the seasonal factors from the US temperature, gasoline price, and fresh food price data sets using the Kalman state smoother and the principal component analysis. Seasonality in this paper is modeled by the autoregressive process and added to the random component of the time series. The derived seasonal factors show a common feature: their volatilities have increased over the last four decades. Climate change is undoubtedly reflected in the temperature data. The three data sets’ similar patterns from the 1990s suggest that climate change may have affected the prices’ volatility behavior.

Suggested Citation

  • In Choi, 2023. "Does climate change affect economic data?," Empirical Economics, Springer, vol. 64(6), pages 2939-2956, June.
    • Handle: RePEc:spr:empeco:v:64:y:2023:i:6:d:10.1007_s00181-023-02363-4
    DOI: 10.1007/s00181-023-02363-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00181-023-02363-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s00181-023-02363-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to look for a different version below or

    for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Sheng-Hung Chen & Song-Zan Chiou-Wei & Zhen Zhu, 2022. "Stochastic seasonality in commodity prices: the case of US natural gas," Empirical Economics, Springer, vol. 62(5), pages 2263-2284, May.
    2. 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.
    3. Chang, Yoosoon & Kaufmann, Robert K. & Kim, Chang Sik & Miller, J. Isaac & Park, Joon Y. & Park, Sungkeun, 2020. "Evaluating trends in time series of distributions: A spatial fingerprint of human effects on climate," Journal of Econometrics, Elsevier, vol. 214(1), pages 274-294.
    4. [Reference to Proietti], Tommaso, 2000. "Comparing seasonal components for structural time series models," International Journal of Forecasting, Elsevier, vol. 16(2), pages 247-260.
    5. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    6. Dirk Olonscheck & Andrew P. Schurer & Lucie Lücke & Gabriele C. Hegerl, 2021. "Large-scale emergence of regional changes in year-to-year temperature variability by the end of the 21st century," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    7. Richard S. J. Tol, 2014. "Correction and Update: The Economic Effects of Climate Change," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 221-226, Spring.
    8. Findley, David F, et al, 1998. "New Capabilities and Methods of the X-12-ARIMA Seasonal-Adjustment Program," Journal of Business & Economic Statistics, American Statistical Association, vol. 16(2), pages 127-152, April.
    9. Mirantes, Andrés García & Población, Javier & Serna, Gregorio, 2013. "The stochastic seasonal behavior of energy commodity convenience yields," Energy Economics, Elsevier, vol. 40(C), pages 155-166.
    10. James D. Hamilton, 2018. "Why You Should Never Use the Hodrick-Prescott Filter," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 831-843, December.
    11. Poncela, Pilar & Ruiz, Esther & Miranda, Karen, 2021. "Factor extraction using Kalman filter and smoothing: This is not just another survey," International Journal of Forecasting, Elsevier, vol. 37(4), pages 1399-1425.
    12. William Nordhaus, 2019. "Climate Change: The Ultimate Challenge for Economics," American Economic Review, American Economic Association, vol. 109(6), pages 1991-2014, June.
    13. Richard S. J. Tol, 2009. "The Economic Effects of Climate Change," Journal of Economic Perspectives, American Economic Association, vol. 23(2), pages 29-51, Spring.
    14. Víctor Gómez & Agustín Maravall, 1998. "Seasonal Adjustment and Signal Extraction in Economic Time Series," Working Papers 9809, Banco de España.
    15. Durbin, James & Koopman, Siem Jan, 2012. "Time Series Analysis by State Space Methods," OUP Catalogue, Oxford University Press, edition 2, number 9780199641178, Decembrie.
    16. Robert Kaufmann & Heikki Kauppi & Michael Mann & James Stock, 2013. "Does temperature contain a stochastic trend: linking statistical results to physical mechanisms," Climatic Change, Springer, vol. 118(3), pages 729-743, June.
    17. Wei Lin & Jianhua Z. Huang & Tucker McElroy, 2020. "Time Series Seasonal Adjustment Using Regularized Singular Value Decomposition," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 487-501, July.
    18. Andrés García Mirantes & Javier Población & Gregorio Serna, 2012. "The Stochastic Seasonal Behaviour of Natural Gas Prices," European Financial Management, European Financial Management Association, vol. 18(3), pages 410-443, June.
    19. Michael E. Mann & Raymond S. Bradley & Malcolm K. Hughes, 1998. "Global-scale temperature patterns and climate forcing over the past six centuries," Nature, Nature, vol. 392(6678), pages 779-787, April.
    20. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    21. Nicholas Stern, 2008. "The Economics of Climate Change," American Economic Review, American Economic Association, vol. 98(2), pages 1-37, May.
    22. Deke, Oliver & Hooss, Kurt Georg & Kasten, Christiane & Klepper, Gernot & Springer, Katrin, 2001. "Economic impact of climate change: simulations with a regionalized climate-economy model," Kiel Working Papers 1065, Kiel Institute for the World Economy (IfW Kiel).
    23. So, Mike K.P. & Chung, Ray S.W., 2014. "Dynamic seasonality in time series," Computational Statistics & Data Analysis, Elsevier, vol. 70(C), pages 212-226.
    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. Aatishya Mohanty & Nattavudh Powdthavee & Cheng Keat Tang & Andrew J. Oswald, 2024. "Temperature Variability and Natural Disasters," Papers 2409.14936, arXiv.org.
    2. 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.
    3. Richard S.J. Tol, 2021. "Estimates of the social cost of carbon have not changed over time," Working Paper Series 0821, Department of Economics, University of Sussex Business School.
    4. Nowakowski, Adam & Oswald. Andrew J, 2020. "Do Europeans Care about Climate Change? An Illustration of the Importance of Data on Human Feelings," The Warwick Economics Research Paper Series (TWERPS) 1303, University of Warwick, Department of Economics.
    5. Nowakowski, Adam & Oswald, Andrew J, 2020. "Do Europeans Care about Climate Change? An Illustration of the Importance of Data on Human Feelings," CAGE Online Working Paper Series 510, Competitive Advantage in the Global Economy (CAGE).
    6. Richard S. J. Tol, 2021. "Estimates of the social cost of carbon have increased over time," Papers 2105.03656, arXiv.org, revised Aug 2022.
    7. Chang, Jun-Jie & Mi, Zhifu & Wei, Yi-Ming, 2023. "Temperature and GDP: A review of climate econometrics analysis," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 383-392.
    8. Arbex, Marcelo & Batu, Michael, 2020. "What if people value nature? Climate change and welfare costs," Resource and Energy Economics, Elsevier, vol. 61(C).
    9. Bassino, Jean-Pascal & Lagoarde-Segot, Thomas & Woitek, Ulrich, 2022. "Prenatal climate shocks and adult height in developing countries. Evidence from Japan (1872–1917)," Economics & Human Biology, Elsevier, vol. 45(C).
    10. Yuventus Effendi & Budy P. Resosudarmo, 2022. "Socio-economic and environmental impact of intended decarbonisation policies in the East Asian region," Departmental Working Papers 2022-03, The Australian National University, Arndt-Corden Department of Economics.
    11. Kassa,Woubet & Woldemichael,Andinet, 2024. "Hotter Planet, Hotter Factories : Uneven Impacts of Climate Change on Productivity," Policy Research Working Paper Series 10762, The World Bank.
    12. 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.
    13. Peng, Pei & Guo, Yangli & Huang, Dengshi & Wang, Hui, 2025. "Climate change risk and bond risk premium," International Review of Financial Analysis, Elsevier, vol. 97(C).
    14. Xiao Chen & Alan Woodland, 2013. "International trade and climate change," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 20(3), pages 381-413, June.
    15. van den Bergh, J.C.J.M. & Botzen, W.J.W., 2015. "Monetary valuation of the social cost of CO2 emissions: A critical survey," Ecological Economics, Elsevier, vol. 114(C), pages 33-46.
    16. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    17. Hongbo Duan & Gupeng Zhang & Shouyang Wang & Ying Fan, 2018. "Balancing China’s climate damage risk against emission control costs," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 23(3), pages 387-403, March.
    18. Hall, Viv B & Thomson, Peter, 2022. "A boosted HP filter for business cycle analysis: evidence from New Zealand’s small open economy," Working Paper Series 9473, Victoria University of Wellington, School of Economics and Finance.
    19. Jonghyun Yoo & Robert Mendelsohn, 2018. "Sensitivity Of Mitigation To The Optimal Global Temperature: An Experiment With Dice," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 9(02), pages 1-8, May.
    20. Pindyck, Robert S., 2012. "Uncertain outcomes and climate change policy," Journal of Environmental Economics and Management, Elsevier, vol. 63(3), pages 289-303.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    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:spr:empeco:v:64:y:2023:i:6:d:10.1007_s00181-023-02363-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.