IDEAS home Printed from https://ideas.repec.org/a/taf/jnlbes/v41y2023i3p653-666.html

Structural Breaks in Interactive Effects Panels and the Stock Market Reaction to COVID-19

Author

Listed:
  • Yiannis Karavias
  • Paresh Kumar Narayan
  • Joakim Westerlund

Abstract

Dealing with structural breaks is an essential step in most empirical economic research. This is particularly true in panel data comprised of many cross-sectional units, which are all affected by major events. The COVID-19 pandemic has affected most sectors of the global economy; however, its impact on stock markets is still unclear. Most markets seem to have recovered while the pandemic is ongoing, suggesting that the relationship between stock returns and COVID-19 has been subject to structural break. It is therefore important to know if a structural break has occurred and, if it has, to infer the date of the break. Motivated by this last observation, the present article develops a new break detection toolbox that is applicable to different sized panels, easy to implement and robust to general forms of unobserved heterogeneity. The toolbox, which is the first of its kind, includes a structural change test, a break date estimator, and a break date confidence interval. Application to a panel covering 61 countries from January 3 to September 25, 2020, leads to the detection of a structural break that is dated to the first week of April. The effect of COVID-19 is negative before the break and zero thereafter, implying that while markets did react, the reaction was short-lived. A possible explanation is the quantitative easing programs announced by central banks all over the world in the second half of March.

Suggested Citation

  • Yiannis Karavias & Paresh Kumar Narayan & Joakim Westerlund, 2023. "Structural Breaks in Interactive Effects Panels and the Stock Market Reaction to COVID-19," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 41(3), pages 653-666, July.
  • Handle: RePEc:taf:jnlbes:v:41:y:2023:i:3:p:653-666
    DOI: 10.1080/07350015.2022.2053690
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/07350015.2022.2053690
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/07350015.2022.2053690?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:

    Citations

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


    Cited by:

    1. Tao Hong & Jie Yin & Muhammad Nouman Latif & Mahmood Ahmad, 2024. "Human capital, economic complexity, and ecological footprints: Crafting a sustainable development policy framework for E7 nations," Natural Resources Forum, Blackwell Publishing, vol. 48(4), pages 1494-1511, November.
    2. Jiang, Shi-jie & Zeng, Lehang & Rui, Xinyu, 2025. "Drivers of the credited interest rate on universal life insurance: Evidence from the Chinese insurance sector," Journal of Asian Economics, Elsevier, vol. 100(C).
    3. Ovidijus Stauskas & Ignace De Vos, 2025. "Handling Distinct Correlated Effects with CCE," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 87(2), pages 448-475, April.
    4. Bianca Raluca Baditoiu & Roxana Ioan & Valentin Partenie Munteanu & Alexandru Buglea, 2023. "Investors’ reactions on the publication of integrated reports. Evidence from European stock markets," E&M Economics and Management, Technical University of Liberec, Faculty of Economics, vol. 26(2), pages 158-171, June.
    5. Rogneda Vasilyeva & Anton Skrobotov & Aleksei Tsarev, 2025. "Structural breaks in panel data: COVID-19 pandemic in Russian regions," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 80, pages 117-142.
    6. Kong, Wei & Sharma, Susan Sunila & Zhao, Xin-Xin & Shi, Yao-Bo, 2025. "The rescue effect of local government financing vehicles on real estate enterprises in China," Pacific-Basin Finance Journal, Elsevier, vol. 91(C).
    7. Lu, Xinjie & Zeng, Qing & Zhong, Juandan & Zhu, Bo, 2024. "International stock market volatility: A global tail risk sight," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 91(C).
    8. Adrian Matthew G. Glova & Erniel B. Barrios, 2025. "Modelling Mixed-Frequency Time Series with Structural Change," Computational Economics, Springer;Society for Computational Economics, vol. 65(6), pages 3237-3258, June.
    9. Jan Ditzen & Yiannis Karavias & Joakim Westerlund, 2025. "Testing and estimating structural breaks in time series and panel data in Stata," Stata Journal, StataCorp LLC, vol. 25(3), pages 526-560, September.
    10. Rai, Karan & Garg, Bhavesh, 2025. "Demographic transition and financial assets," Emerging Markets Review, Elsevier, vol. 69(C).
    11. McGrath, Luke & McLaughlin, Eoin & Hanley, Nick, 2025. "Saving or investing for the future? Methodology matters in inclusive wealth accounting," Accountancy, Economics, and Finance Working Papers 2025-06, Heriot-Watt University, Department of Accountancy, Economics, and Finance.
    12. Garg, Bhavesh & Sahoo, Pravakar, 2023. "Are gross financial inflows expansionary or contractionary? Evidence from emerging economies," Finance Research Letters, Elsevier, vol. 58(PA).
    13. Surender Kumar, 2024. "Do Digital Payments Spur GST Revenue: Indian Experience," Bulletin of Monetary Economics and Banking, Bank Indonesia, vol. 27(3), pages 459-482, July.
    14. Sha, Yezhou & Wu, Xi, 2025. "Black market prices as inflation predictor: Evidence from China’s hyperinflation," Finance Research Letters, Elsevier, vol. 84(C).
    15. Otilia Boldea & Alastair R. Hall, 2025. "Testing for multiple change-points in macroeconometrics: an empirical guide and recent developments," Papers 2507.22204, arXiv.org.
    16. Li, Zhisheng & Lin, Bingxuan & Liu, Zhouyi & Yüksel, H. Zafer, 2025. "Unpacking the crisis: Impact of COVID-19 on global equity flows," Journal of Financial Stability, Elsevier, vol. 81(C).
    17. Jan Ditzen & Yiannis Karavias & Joakim Westerlund, 2025. "Multiple Structural Breaks in Interactive Effects Panel Data Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 40(1), pages 74-88, January.
    18. Bindal, Shradha & Joseph, Kissan & Meschke, Felix, 2025. "Corporate shutdowns in the time of Covid-19," Journal of Corporate Finance, Elsevier, vol. 92(C).
    19. Indra Tumbelaka, 2025. "Loan Restructuring and Deposit Growth: Evidence from the Market Discipline during the COVID-19 Outbreak," Bulletin of Monetary Economics and Banking, Bank Indonesia, vol. 28(2), pages 199-216, July.
    20. Sun, Guanglin & Yin, Ding & Kong, Tao & Yin, Lei, 2024. "The impact of the integration of the digital economy and the real economy on the risk of stock price collapse," Pacific-Basin Finance Journal, Elsevier, vol. 85(C).
    21. Adiwan F. Aritenang, 2025. "Does fiscal decentralization increase urban temperature? The case of Indonesian metropolitans," Asia-Pacific Journal of Regional Science, Springer, vol. 9(4), pages 955-973, December.
    22. Néstor A. Clech, 2025. "Macroeconomic and institutional determinants of human capital wealth: gender disparities and implications," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 42(1), pages 121-153, April.
    23. De Vos, Ignace & Stauskas, Ovidijus, 2024. "Cross-section bootstrap for CCE regressions," Journal of Econometrics, Elsevier, vol. 240(1).
    24. Georgios P. Kouretas & Małgorzata Pawłowska, 2025. "Impact of Digital Technology on Traditional Banking: A Case From the Credit Market in the European Union," Journal of International Development, John Wiley & Sons, Ltd., vol. 37(2), pages 468-488, March.

    More about this item

    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:taf:jnlbes:v:41:y:2023:i:3:p:653-666. 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.

    We have no bibliographic references for this item. You can help adding them by using 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/UBES20 .

    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.