IDEAS home Printed from https://ideas.repec.org/a/wly/ijfiec/v28y2023i3p2843-2873.html
   My bibliography  Save this article

From Black Wednesday to Brexit: Macroeconomic shocks and correlations of equity returns in France, Germany, Italy, Spain, and the United Kingdom

Author

Listed:
  • Sylvia Gottschalk

Abstract

This paper investigates whether macroeconomic shocks, such as the UK's referendum decision to leave the European Union (“Brexit”), the 2008 Financial Crisis, the 1992 ERM Crisis (“Black Wednesday”), and the 1987 stock market crash (“Black Monday”), had a positive impact on portfolio risk diversification. We estimate weekly dynamic conditional correlations and then optimal sectoral portfolio allocations between 1973 and 2019. Our results show that correlations of equity returns increased as a consequence of economic integration among European countries from the mid‐1980s until the late 2000s, and decreased in the United Kingdom after Black Wednesday and the Brexit referendum. We tested the existence of a correlation change‐point on June 27, 2016 by applying Wied et al. (2012)'s [Econometric Theory, 28(3), 570–589] correlation structural break test, which we modified to account for dynamic conditional correlations. Application of this test confirms that the referendum date was a break‐point in nearly all UK manufacturing industries. The failure of Lehman Brothers and the 1987 stock market crash were also identified as structural breaks in equity correlations. Moreover, our findings suggest that the Brexit vote may constitute a long‐term trend reversal of the convergence of equity return correlations in European markets, akin to Black Wednesday, rather than a shock like the 1987 and 2008 financial crises, which merely intensified a historical upward trend in correlations of European equity returns.

Suggested Citation

  • Sylvia Gottschalk, 2023. "From Black Wednesday to Brexit: Macroeconomic shocks and correlations of equity returns in France, Germany, Italy, Spain, and the United Kingdom," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2843-2873, July.
  • Handle: RePEc:wly:ijfiec:v:28:y:2023:i:3:p:2843-2873
    DOI: 10.1002/ijfe.2567
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/ijfe.2567
    Download Restriction: no

    File URL: https://libkey.io/10.1002/ijfe.2567?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
    ---><---

    References listed on IDEAS

    as
    1. Suk-Joong Kim & Fari Moshirian & Eliza Wu, 2018. "Dynamic Stock Market Integration Driven by the European Monetary Union: An Empirical Analysis," World Scientific Book Chapters, in: Information Spillovers and Market Integration in International Finance Empirical Analyses, chapter 10, pages 305-368, World Scientific Publishing Co. Pte. Ltd..
    2. Gary Gorton, 2008. "The panic of 2007," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 131-262.
    3. Hardouvelis, Gikas A. & Malliaropulos, Dimitrios & Priestley, Richard, 2007. "The impact of EMU on the equity cost of capital," Journal of International Money and Finance, Elsevier, vol. 26(2), pages 305-327, March.
    4. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian T. & Siegel, Stephan, 2013. "The European Union, the Euro, and equity market integration," Journal of Financial Economics, Elsevier, vol. 109(3), pages 583-603.
    5. Francesca Carrieri & Vihang Errunza & Sergei Sarkissian, 2012. "The Dynamics of Geographic versus Sectoral Diversification: Is There a Link to the Real Economy?," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 2(04), pages 1-41.
    6. Dominik Wied & Daniel Ziggel & Tobias Berens, 2013. "On the application of new tests for structural changes on global minimum-variance portfolios," Statistical Papers, Springer, vol. 54(4), pages 955-975, November.
    7. Adams, Zeno & Füss, Roland & Glück, Thorsten, 2017. "Are correlations constant? Empirical and theoretical results on popular correlation models in finance," Journal of Banking & Finance, Elsevier, vol. 84(C), pages 9-24.
    8. Elena Andreou & Eric Ghysels, 2002. "Detecting multiple breaks in financial market volatility dynamics," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(5), pages 579-600.
    9. Lorenzo Cappiello & Robert F. Engle & Kevin Sheppard, 2006. "Asymmetric Dynamics in the Correlations of Global Equity and Bond Returns," Journal of Financial Econometrics, Oxford University Press, vol. 4(4), pages 537-572.
    10. Tielmann, Artur & Schiereck, Dirk, 2017. "Arising borders and the value of logistic companies: Evidence from the Brexit referendum in Great Britain," Finance Research Letters, Elsevier, vol. 20(C), pages 22-28.
    11. Gikas A. Hardouvelis & Dimitrios Malliaropulos & Richard Priestley, 2006. "EMU and European Stock Market Integration," The Journal of Business, University of Chicago Press, vol. 79(1), pages 365-392, January.
    12. Schiereck, D. & Kiesel, F. & Kolaric, S., 2016. "Brexit: (Not) another Lehman moment for banks?," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82881, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    13. Artis, Michael J & Zhang, Wenda, 1999. "Further Evidence on the International Business Cycle and the ERM: Is There a European Business Cycle?," Oxford Economic Papers, Oxford University Press, vol. 51(1), pages 120-132, January.
    14. Inklaar, Robert & de Haan, Jakob, 2001. "Is There Really a European Business Cycle? A Comment," Oxford Economic Papers, Oxford University Press, vol. 53(2), pages 215-220, April.
    15. Geert Bekaert & Robert J. Hodrick & Xiaoyan Zhang, 2009. "International Stock Return Comovements," Journal of Finance, American Finance Association, vol. 64(6), pages 2591-2626, December.
    16. Kewei Hou & G. Andrew Karolyi & Bong-Chan Kho, 2011. "What Factors Drive Global Stock Returns?," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2527-2574.
    17. Galeano, Pedro & Wied, Dominik, 2014. "Multiple break detection in the correlation structure of random variables," Computational Statistics & Data Analysis, Elsevier, vol. 76(C), pages 262-282.
    18. Fratzscher, Marcel, 2002. "Financial Market Integration in Europe: On the Effects of EMU on Stock Markets," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(3), pages 165-193, July.
    19. Büttner, David & Hayo, Bernd, 2011. "Determinants of European stock market integration," Economic Systems, Elsevier, vol. 35(4), pages 574-585.
    20. Eiling, Esther & Gerard, Bruno & Hillion, Pierre & de Roon, Frans A., 2012. "International portfolio diversification: Currency, industry and country effects revisited," Journal of International Money and Finance, Elsevier, vol. 31(5), pages 1249-1278.
    21. Kokoszka, Piotr & Leipus, Remigijus, 1998. "Change-point in the mean of dependent observations," Statistics & Probability Letters, Elsevier, vol. 40(4), pages 385-393, November.
    22. Wied, Dominik & Krämer, Walter & Dehling, Herold, 2012. "Testing For A Change In Correlation At An Unknown Point In Time Using An Extended Functional Delta Method," Econometric Theory, Cambridge University Press, vol. 28(3), pages 570-589, June.
    23. David Howarth & Lucia Quaglia, 2017. "Brexit and the Single European Financial Market," Journal of Common Market Studies, Wiley Blackwell, vol. 55, pages 149-164, September.
    24. Mihály Borsi & Norbert Metiu, 2015. "The evolution of economic convergence in the European Union," Empirical Economics, Springer, vol. 48(2), pages 657-681, March.
    25. Tielmann, A. & Schiereck, D., 2017. "Arising Borders and the Value of Logistic Companies – Evidence from the Brexit Referendum in Great Britain," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 105259, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    26. Stavros Degiannakis & David Duffy & George Filis, 2014. "Business Cycle Synchronization in EU: A Time-Varying Approach," Scottish Journal of Political Economy, Scottish Economic Society, vol. 61(4), pages 348-370, September.
    27. Papageorgiou, Theofanis & Michaelides, Panayotis G. & Milios, John G., 2010. "Business cycles synchronization and clustering in Europe (1960-2009)," Journal of Economics and Business, Elsevier, vol. 62(5), pages 419-470, September.
    28. Jakob De Haan & Robert Inklaar & Richard Jong‐A‐Pin, 2008. "Will Business Cycles In The Euro Area Converge? A Critical Survey Of Empirical Research," Journal of Economic Surveys, Wiley Blackwell, vol. 22(2), pages 234-273, April.
    29. Cappiello, Lorenzo & Kadareja, Arjan & Manganelli, Simone, 2010. "The Impact of the Euro on Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(2), pages 473-502, April.
    30. Artis, Michael J & Zhang, W, 1997. "International Business Cycles and the ERM: Is There a European Business Cycle?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 2(1), pages 1-16, January.
    31. François Longin & Bruno Solnik, 2001. "Extreme Correlation of International Equity Markets," Journal of Finance, American Finance Association, vol. 56(2), pages 649-676, April.
    32. Griffin, John M. & Andrew Karolyi, G., 1998. "Another look at the role of the industrial structure of markets for international diversification strategies," Journal of Financial Economics, Elsevier, vol. 50(3), pages 351-373, December.
    33. Klaus Weyerstrass & Bas Aarle & Marcus Kappler & Atilim Seymen, 2011. "Business Cycle Synchronisation with(in) the Euro Area: in Search of a ‘Euro Effect’," Open Economies Review, Springer, vol. 22(3), pages 427-446, July.
    34. Roll, Richard, 1992. "Industrial Structure and the Comparative Behavior of International Stock Market Indices," Journal of Finance, American Finance Association, vol. 47(1), pages 3-41, March.
    35. Francesca Carrieri & Vihang Errunza & Sergei Sarkissian, 2004. "Industry Risk and Market Integration," Management Science, INFORMS, vol. 50(2), pages 207-221, February.
    36. Esther Eiling & Bruno Gerard & Frans A. De Roon, 2011. "Euro-Zone Equity Returns: Country versus Industry Effects," Review of Finance, European Finance Association, vol. 16(3), pages 755-798.
    37. Berens, Tobias & Weiß, Gregor N.F. & Wied, Dominik, 2015. "Testing for structural breaks in correlations: Does it improve Value-at-Risk forecasting?," Journal of Empirical Finance, Elsevier, vol. 32(C), pages 135-152.
    38. Raddant, Matthias, 2016. "The response of European stock markets to the Brexit," Kiel Policy Brief 100, Kiel Institute for the World Economy (IfW Kiel).
    39. Gary Gorton, 2008. "The panic of 2007," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 131-262.
    40. Gian Piero Aielli, 2013. "Dynamic Conditional Correlation: On Properties and Estimation," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 282-299, July.
    41. Ferreira, Miguel A. & Gama, Paulo M., 2005. "Have World, Country, and Industry Risks Changed over Time? An Investigation of the Volatility of Developed Stock Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(1), pages 195-222, March.
    42. Arshanapalli, Bala & Doukas, John & Lang, Larry H. P., 1997. "Common volatility in the industrial structure of global capital markets," Journal of International Money and Finance, Elsevier, vol. 16(2), pages 189-209, April.
    43. Lieven Baele, 2004. "Measuring European Financial Integration," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 20(4), pages 509-530, Winter.
    44. David E. Rapach & Jack K. Strauss, 2008. "Structural breaks and GARCH models of exchange rate volatility," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(1), pages 65-90.
    45. Fermanian, Jean-David & Malongo, Hassan, 2017. "On The Stationarity Of Dynamic Conditional Correlation Models," Econometric Theory, Cambridge University Press, vol. 33(3), pages 636-663, June.
    46. Veaceslav Grigoras & Irina Eusignia Stanciu, 2016. "New evidence on the (de)synchronisation of business cycles: Reshaping the European business cycle," International Economics, CEPII research center, issue 147, pages 27-52.
    47. George Filis & Steve Letza, 2014. "Business Cycles Synchronisation between the European Monetary Union and Poland," Studies in Economic Transition, in: Jens Hölscher (ed.), Poland and the Eurozone, chapter 5, pages 61-77, Palgrave Macmillan.
    48. Robert F. Engle & Olivier Ledoit & Michael Wolf, 2019. "Large Dynamic Covariance Matrices," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 363-375, April.
    49. Dominik Wied & Matthias Arnold & Nicolai Bissantz & Daniel Ziggel, 2012. "A new fluctuation test for constant variances with applications to finance," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 75(8), pages 1111-1127, November.
    50. Christian Gayer, 2007. "A fresh look at business cycle synchronisation in the euro area," European Economy - Economic Papers 2008 - 2015 287, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    51. Lessard, Donald R, 1974. "World, National, and Industry Factors in Equity Returns," Journal of Finance, American Finance Association, vol. 29(2), pages 379-391, May.
    52. Miguel Almeida Ferreira & Miguel Ângelo Ferreira, 2006. "The Importance of Industry and Country Effects in the EMU Equity Markets," European Financial Management, European Financial Management Association, vol. 12(3), pages 341-373, June.
    53. Ferreira, Miguel A. & Gama, Paulo M., 2010. "Correlation dynamics of global industry portfolios," Journal of Multinational Financial Management, Elsevier, vol. 20(1), pages 35-47, February.
    54. Vikash Ramiah & Huy N. A. Pham & Imad Moosa, 2017. "The sectoral effects of Brexit on the British economy: early evidence from the reaction of the stock market," Applied Economics, Taylor & Francis Journals, vol. 49(26), pages 2508-2514, June.
    55. McAleer, Michael & Chan, Felix & Hoti, Suhejla & Lieberman, Offer, 2008. "Generalized Autoregressive Conditional Correlation," Econometric Theory, Cambridge University Press, vol. 24(6), pages 1554-1583, December.
    56. Schiereck, Dirk & Kiesel, Florian & Kolaric, Sascha, 2016. "Brexit: (Not) another Lehman moment for banks?," Finance Research Letters, Elsevier, vol. 19(C), pages 291-297.
    57. Heston, Steven L. & Rouwenhorst, K. Geert, 1994. "Does industrial structure explain the benefits of international diversification?," Journal of Financial Economics, Elsevier, vol. 36(1), pages 3-27, August.
    58. Bera, Anil K. & Kim, Sangwhan, 2002. "Testing constancy of correlation and other specifications of the BGARCH model with an application to international equity returns," Journal of Empirical Finance, Elsevier, vol. 9(2), pages 171-195, March.
    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. José G. Dias & Sofia B. Ramos, 2015. "An Analysis of Industry Regimes Synchronization in the Eurozone," Journal of Common Market Studies, Wiley Blackwell, vol. 53(2), pages 255-273, March.
    2. Bartram, Söhnke M. & Wang, Yaw-Huei, 2015. "European financial market dependence: An industry analysis," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 146-163.
    3. Coroneo, Laura & Jackson, Laura E. & Owyang, Michael T., 2020. "International Stock Comovements with Endogenous Clusters," Journal of Economic Dynamics and Control, Elsevier, vol. 116(C).
    4. Eiling, Esther & Gerard, Bruno & Hillion, Pierre & de Roon, Frans A., 2012. "International portfolio diversification: Currency, industry and country effects revisited," Journal of International Money and Finance, Elsevier, vol. 31(5), pages 1249-1278.
    5. Bessler, Wolfgang & Taushanov, Georgi & Wolff, Dominik, 2021. "Optimal asset allocation strategies for international equity portfolios: A comparison of country versus industry optimization," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
    6. Apergis, Nicholas & Christou, Christina & Miller, Stephen M., 2014. "Country and industry convergence of equity markets: International evidence from club convergence and clustering," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 36-58.
    7. Baele, Lieven & Inghelbrecht, Koen, 2009. "Time-varying Integration and International diversification strategies," Journal of Empirical Finance, Elsevier, vol. 16(3), pages 368-387, June.
    8. Chiang, Shu-hen & Liu, Wen-Chien & Suardi, Sandy & Zhao, Jing, 2021. "United we stand divided we fall: The time-varying factors driving European Union stock returns," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 71(C).
    9. Bae, Kee-Hong & Ding, Yi & Wang, Xiaoqiao, 2020. "Relative industry valuation and cross-border listing," Journal of Banking & Finance, Elsevier, vol. 119(C).
    10. Adams, Zeno & Füss, Roland & Glück, Thorsten, 2017. "Are correlations constant? Empirical and theoretical results on popular correlation models in finance," Journal of Banking & Finance, Elsevier, vol. 84(C), pages 9-24.
    11. Pieterse-Bloem, Mary & Qian, Zhaowen & Verschoor, Willem & Zwinkels, Remco, 2016. "Time-varying importance of country and industry factors in European corporate bonds," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 429-448.
    12. Umutlu, Mehmet & Yargı, Seher Gören & Zaremba, Adam, 2023. "Market segmentation and international diversification across country and industry portfolios," Research in International Business and Finance, Elsevier, vol. 65(C).
    13. Gregory Connor & Lisa R. Goldberg & Robert A. Korajczyk, 2010. "Portfolio Risk Analysis," Economics Books, Princeton University Press, edition 1, number 9224.
    14. Berens, Tobias & Weiß, Gregor N.F. & Wied, Dominik, 2015. "Testing for structural breaks in correlations: Does it improve Value-at-Risk forecasting?," Journal of Empirical Finance, Elsevier, vol. 32(C), pages 135-152.
    15. Faias, José A. & Ferreira, Miguel A., 2017. "Does institutional ownership matter for international stock return comovement?," Journal of International Money and Finance, Elsevier, vol. 78(C), pages 64-83.
    16. Gächter, Simon & Riedl, Alesandra & Ritzberger-Grünwald, Doris, 2013. "Business cycle convergence or decoupling? Economic adjustment in CESEE during the crisis," BOFIT Discussion Papers 3/2013, Bank of Finland Institute for Emerging Economies (BOFIT).
    17. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian T. & Siegel, Stephan, 2013. "The European Union, the Euro, and equity market integration," Journal of Financial Economics, Elsevier, vol. 109(3), pages 583-603.
    18. Ansgar Belke & Clemens Domnick & Daniel Gros, 2017. "Business Cycle Synchronization in the EMU: Core vs. Periphery," Open Economies Review, Springer, vol. 28(5), pages 863-892, November.
    19. Balli, Faruk & Balli, Hatice O., 2011. "Sectoral equity returns in the Euro region: Is there any room for reducing portfolio risk?," Journal of Economics and Business, Elsevier, vol. 63(2), pages 89-106.
    20. Guglielmo Caporale & Burcu Erdogan & Vladimir Kuzin, 2015. "Testing stock market convergence: a non-linear factor approach," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 42(3), pages 481-498, August.

    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:wly:ijfiec:v:28:y:2023:i:3:p:2843-2873. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.interscience.wiley.com/jpages/1076-9307/ .

    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.