IDEAS home Printed from https://ideas.repec.org/a/eee/intfin/v78y2022ics1042443122000440.html
   My bibliography  Save this article

Measuring market integration during crisis periods

Author

Listed:
  • Qin, Weiping
  • Cho, Sungjun
  • Hyde, Stuart

Abstract

Pukthuanthong and Roll (2009) measure the degree of market integration by the percentage of a market’s returns explained by global risk factors. However, during periods of crisis characterised by high volatility, their measure may be biased. This paper investigates the determinants of the explanatory power in a multi-factor model during global crises. We show that the explanatory power is influenced by factor heteroscedasticity, changes in factor loadings and residual heteroscedasticity. Using a counterfactual analysis, we establish an empirical framework to examine the effects of each element on integration for 53 financial markets during six recent crisis periods. We find the unconditional market integration is much lower for most markets during a period of crisis than implied. Both factor heteroscedasticity and the existence of contagion during crises account for this difference.

Suggested Citation

  • Qin, Weiping & Cho, Sungjun & Hyde, Stuart, 2022. "Measuring market integration during crisis periods," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:intfin:v:78:y:2022:i:c:s1042443122000440
    DOI: 10.1016/j.intfin.2022.101555
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1042443122000440
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.intfin.2022.101555?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 search for a different version of it.

    References listed on IDEAS

    as
    1. Berger, Dave & Pukthuanthong, Kuntara & Jimmy Yang, J., 2011. "International diversification with frontier markets," Journal of Financial Economics, Elsevier, vol. 101(1), pages 227-242, July.
    2. Evans, Martin D.D. & Hnatkovska, Viktoria V., 2014. "International capital flows, returns and world financial integration," Journal of International Economics, Elsevier, vol. 92(1), pages 14-33.
    3. Pukthuanthong, Kuntara & Roll, Richard, 2009. "Global market integration: An alternative measure and its application," Journal of Financial Economics, Elsevier, vol. 94(2), pages 214-232, November.
    4. Geert Bekaert & Michael Ehrmann & Marcel Fratzscher & Arnaud Mehl, 2014. "The Global Crisis and Equity Market Contagion," Journal of Finance, American Finance Association, vol. 69(6), pages 2597-2649, December.
    5. Schotman, Peter C. & Zalewska, Anna, 2006. "Non-synchronous trading and testing for market integration in Central European emerging markets," Journal of Empirical Finance, Elsevier, vol. 13(4-5), pages 462-494, October.
    6. Errunza, Vihang & Losq, Etienne, 1985. "International Asset Pricing under Mild Segmentation: Theory and Test," Journal of Finance, American Finance Association, vol. 40(1), pages 105-124, March.
    7. Cordella,Tito & Ospino Rojas,Anderson, 2017. "Financial globalization and market volatility : an empirical appraisal," Policy Research Working Paper Series 8091, The World Bank.
    8. Karen K. Lewis, 2011. "Global Asset Pricing," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 435-466, December.
    9. Campbell R. Harvey & Bruno Solnik & Guofu Zhou, 2002. "What Determines Expected International Asset Returns?," Annals of Economics and Finance, Society for AEF, vol. 3(2), pages 249-298, November.
    10. Paolo Mauro & Nathan Sussman & Yishay Yafeh, 2002. "Emerging Market Spreads: Then versus Now," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(2), pages 695-733.
    11. Jonathan A. Batten & Peter Morgan & Peter G. Szilagyi, 2015. "Time Varying Asian Stock Market Integration," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 60(01), pages 1-24.
    12. Donadelli, Michael & Paradiso, Antonio, 2014. "Is there heterogeneity in financial integration dynamics? Evidence from country and industry emerging market equity indexes," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 184-218.
    13. Dumas, Bernard & Solnik, Bruno, 1995. "The World Price of Foreign Exchange Risk," Journal of Finance, American Finance Association, vol. 50(2), pages 445-479, June.
    14. Fratzscher, Marcel, 2012. "Capital flows, push versus pull factors and the global financial crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 341-356.
    15. Rigobon, Roberto, 2003. "On the measurement of the international propagation of shocks: is the transmission stable?," Journal of International Economics, Elsevier, vol. 61(2), pages 261-283, December.
    16. Bekaert, Geert & Harvey, Campbell R., 1997. "Emerging equity market volatility," Journal of Financial Economics, Elsevier, vol. 43(1), pages 29-77, January.
    17. Gkillas, Konstantinos & Tsagkanos, Athanasios & Vortelinos, Dimitrios I., 2019. "Integration and risk contagion in financial crises: Evidence from international stock markets," Journal of Business Research, Elsevier, vol. 104(C), pages 350-365.
    18. Berger, Dave & Pukthuanthong, Kuntara, 2012. "Market fragility and international market crashes," Journal of Financial Economics, Elsevier, vol. 105(3), pages 565-580.
    19. Bekaert, Geert & Mehl, Arnaud, 2019. "On the global financial market integration “swoosh” and the trilemma," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 227-245.
    20. Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2005. "'Some contagion, some interdependence': More pitfalls in tests of financial contagion," Journal of International Money and Finance, Elsevier, vol. 24(8), pages 1177-1199, December.
    21. Bekaert, Geert & De Santis, Roberto A., 2021. "Risk and return in international corporate bond markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 72(C).
    22. Bekaert, Geert & Harvey, Campbell R., 2003. "Emerging markets finance," Journal of Empirical Finance, Elsevier, vol. 10(1-2), pages 3-56, February.
    23. Valerio Filoso, Valerio & Panico, Carlo & Papagni, Erasmo & Francesco, Purificato & Vázquez Suarez, Marta, 2016. "Causes and timing of the European debt crisis: An econometric evaluation," MPRA Paper 75847, University Library of Munich, Germany.
    24. Peter Christoffersen & Vihang Errunza & Kris Jacobs & Hugues Langlois, 2012. "Is the Potential for International Diversification Disappearing? A Dynamic Copula Approach," Review of Financial Studies, Society for Financial Studies, vol. 25(12), pages 3711-3751.
    25. Billio, M. & Donadelli, M. & Paradiso, A. & Riedel, M., 2017. "Which market integration measure?," Journal of Banking & Finance, Elsevier, vol. 76(C), pages 150-174.
    26. Dennis P. Quinn & Hans-Joachim Voth, 2008. "A Century of Global Equity Market Correlations," American Economic Review, American Economic Association, vol. 98(2), pages 535-540, May.
    27. Geert Bekaert & Campbell R. Harvey & Angela Ng, 2005. "Market Integration and Contagion," The Journal of Business, University of Chicago Press, vol. 78(1), pages 39-70, January.
    28. 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.
    29. Geert Bekaert & Campbell R. Harvey & Christian T. Lundblad & Stephan Siegel, 2011. "What Segments Equity Markets?," The Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 3841-3890.
    30. Christiansen, Charlotte, 2014. "Integration of European bond markets," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 191-198.
    31. Francesca Carrieri & Ines Chaieb & Vihang Errunza, 2013. "Do Implicit Barriers Matter for Globalization?," The Review of Financial Studies, Society for Financial Studies, vol. 26(7), pages 1694-1739.
    32. Chambet, Anthony & Gibson, Rajna, 2008. "Financial integration, economic instability and trade structure in emerging markets," Journal of International Money and Finance, Elsevier, vol. 27(4), pages 654-675, June.
    33. Dumas, Bernard & Harvey, Campbell R. & Ruiz, Pierre, 2003. "Are correlations of stock returns justified by subsequent changes in national outputs?," Journal of International Money and Finance, Elsevier, vol. 22(6), pages 777-811, November.
    34. Esther Eiling & Bruno Gerard, 2015. "Emerging Equity Market Comovements: Trends and Macroeconomic Fundamentals," Review of Finance, European Finance Association, vol. 19(4), pages 1543-1585.
    35. Li, Zhongda & Liu, Lu, 2018. "Financial globalization, domestic financial freedom and risk sharing across countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 55(C), pages 151-169.
    36. Volosovych, Vadym, 2011. "Measuring financial market integration over the long run: Is there a U-shape?," Journal of International Money and Finance, Elsevier, vol. 30(7), pages 1535-1561.
    37. Carrieri, Francesca & Errunza, Vihang & Hogan, Ked, 2007. "Characterizing World Market Integration through Time," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(4), pages 915-940, December.
    38. Yu, Changhua, 2015. "Evaluating international financial integration in a center-periphery economy," Journal of International Economics, Elsevier, vol. 95(1), pages 129-144.
    39. Tullio Jappelli & Luigi Pistaferri, 2011. "Financial Integration and Consumption Smoothing," Economic Journal, Royal Economic Society, vol. 121(553), pages 678-706, June.
    40. Tuomas Komulainen & ) & Johanna Lukkarila, 2003. "What drives financial crises in emerging markets?," Macroeconomics 0304010, University Library of Munich, Germany.
    41. Mendoza, Enrique G. & Quadrini, Vincenzo, 2010. "Financial globalization, financial crises and contagion," Journal of Monetary Economics, Elsevier, vol. 57(1), pages 24-39, January.
    42. Yu, Ip-Wing & Fung, Kang-Por & Tam, Chi-Sang, 2010. "Assessing financial market integration in Asia - Equity markets," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 2874-2885, December.
    43. Berger, Dave & Pukthuanthong, Kuntara, 2016. "Fragility, stress, and market returns," Journal of Banking & Finance, Elsevier, vol. 62(C), pages 152-163.
    44. Vadym Volosovych, 2013. "Learning about Financial Market Integration from Principal Components Analysis," CESifo Economic Studies, CESifo, vol. 59(2), pages 360-391, June.
    45. Meric, Ilhan & Meric, Gulser, 1989. "Potential gains from international portfolio diversification and inter-temporal stability and seasonality in international stock market relationships," Journal of Banking & Finance, Elsevier, vol. 13(4-5), pages 627-640, September.
    46. Suzuki, Yui, 2014. "Financial integration and consumption risk sharing and smoothing," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 585-598.
    47. Bekaert, Geert & Harvey, Campbell R, 1995. "Time-Varying World Market Integration," Journal of Finance, American Finance Association, vol. 50(2), pages 403-444, June.
    48. William N. Goetzmann & Lingfeng Li & K. Geert Rouwenhorst, 2005. "Long-Term Global Market Correlations," The Journal of Business, University of Chicago Press, vol. 78(1), pages 1-38, January.
    49. Batten, Jonathan A. & Kinateder, Harald & Szilagyi, Peter G. & Wagner, Niklas F., 2019. "Time-varying energy and stock market integration in Asia," Energy Economics, Elsevier, vol. 80(C), pages 777-792.
    50. Heikki Lehkonen, 2015. "Stock Market Integration and the Global Financial Crisis," Review of Finance, European Finance Association, vol. 19(5), pages 2039-2094.
    51. 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).
    52. Akbari, Amir & Ng, Lilian & Solnik, Bruno, 2020. "Emerging Markets Are Catching Up: Economic or Financial Integration? - CORRIGENDUM," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(7), pages 2429-2429, November.
    53. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    54. Bali, Turan G. & Cakici, Nusret, 2010. "World market risk, country-specific risk and expected returns in international stock markets," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1152-1165, June.
    55. Harvey, Campbell R, 1991. "The World Price of Covariance Risk," Journal of Finance, American Finance Association, vol. 46(1), pages 111-157, March.
    56. Errunza, Vihang & Losq, Etienne & Padmanabhan, Prasad, 1992. "Tests of integration, mild segmentation and segmentation hypotheses," Journal of Banking & Finance, Elsevier, vol. 16(5), pages 949-972, September.
    57. Riccardo Colacito & Mariano M. Croce, 2010. "The Short and Long Run Benefits of Financial Integration," American Economic Review, American Economic Association, vol. 100(2), pages 527-531, May.
    58. Black, Fischer, 1972. "Capital Market Equilibrium with Restricted Borrowing," The Journal of Business, University of Chicago Press, vol. 45(3), pages 444-455, July.
    59. Akbari, Amir & Ng, Lilian & Solnik, Bruno, 2020. "Emerging Markets Are Catching Up: Economic or Financial Integration?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(7), pages 2270-2303, November.
    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. Billio, M. & Donadelli, M. & Paradiso, A. & Riedel, M., 2017. "Which market integration measure?," Journal of Banking & Finance, Elsevier, vol. 76(C), pages 150-174.
    2. He, Hongbo & Chen, Yiqing & Wan, Hong & Yao, Shujie, 2023. "Possibility versus feasibility: International portfolio diversification under financial liberalization," International Review of Financial Analysis, Elsevier, vol. 87(C).
    3. Qiu, Yue & Ren, Yu & Xie, Tian, 2022. "Global factors and stock market integration," International Review of Economics & Finance, Elsevier, vol. 80(C), pages 526-551.
    4. Guesmi, Khaled & Nguyen, Duc Khuong, 2011. "How strong is the global integration of emerging market regions? An empirical assessment," Economic Modelling, Elsevier, vol. 28(6), pages 2517-2527.
    5. Bekaert, Geert & Mehl, Arnaud, 2019. "On the global financial market integration “swoosh” and the trilemma," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 227-245.
    6. Wagner, Alexander F. & Schrimpf, Paul & Petzev, Ivan, 2015. "Has the Pricing of Stocks Become More Global?," CEPR Discussion Papers 10966, C.E.P.R. Discussion Papers.
    7. Cakici, Nusret & Zaremba, Adam, 2023. "Misery on Main Street, victory on Wall Street: Economic discomfort and the cross-section of global stock returns," Journal of Banking & Finance, Elsevier, vol. 149(C).
    8. Lucey, Brian M. & Vigne, Samuel A. & Ballester, Laura & Barbopoulos, Leonidas & Brzeszczynski, Janusz & Carchano, Oscar & Dimic, Nebojsa & Fernandez, Viviana & Gogolin, Fabian & González-Urteaga, Ana , 2018. "Future directions in international financial integration research - A crowdsourced perspective," International Review of Financial Analysis, Elsevier, vol. 55(C), pages 35-49.
    9. John Cotter & Stuart Gabriel & Richard Roll, 2016. "Nowhere to run, nowhere to hide: asset diversification in a flat world," Working Papers 201612, Geary Institute, University College Dublin.
    10. Monica Billio & Michael Donadelli & Antonio Paradiso & Max Riedel, 2015. "Measuring Financial Integration: Lessons from the Correlation," Working Papers 2015:23, Department of Economics, University of Venice "Ca' Foscari".
    11. Chaieb, Ines & Langlois, Hugues & Scaillet, Olivier, 2021. "Factors and risk premia in individual international stock returns," Journal of Financial Economics, Elsevier, vol. 141(2), pages 669-692.
    12. Arouri, Mohamed El Hedi & Nguyen, Duc Khuong & Pukthuanthong, Kuntara, 2012. "An international CAPM for partially integrated markets: Theory and empirical evidence," Journal of Banking & Finance, Elsevier, vol. 36(9), pages 2473-2493.
    13. Yao, Shujie & He, Hongbo & Chen, Shou & Ou, Jinghua, 2018. "Financial liberalization and cross-border market integration: Evidence from China's stock market," International Review of Economics & Finance, Elsevier, vol. 58(C), pages 220-245.
    14. Nardo, M. & Ossola, E. & Papanagiotou, E., 2022. "Financial integration in the EU28 equity markets: Measures and drivers," Journal of Financial Markets, Elsevier, vol. 57(C).
    15. Alotaibi, Abdullah R. & Mishra, Anil V., 2017. "Time varying international financial integration for GCC stock markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 63(C), pages 66-78.
    16. Boubakri, Salem & Guillaumin, Cyriac, 2015. "Regional integration of the East Asian stock markets: An empirical assessment," Journal of International Money and Finance, Elsevier, vol. 57(C), pages 136-160.
    17. Lewis, Karen K., 2017. "Changing risk exposures of cross-listed firms and market integration," Journal of International Money and Finance, Elsevier, vol. 70(C), pages 378-405.
    18. Arouri, Mohamed El Hedi & Foulquier, Philippe, 2012. "Financial market integration: Theory and empirical results," Economic Modelling, Elsevier, vol. 29(2), pages 382-394.
    19. 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.
    20. Karen K. Lewis, 2011. "Global Asset Pricing," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 435-466, December.

    More about this item

    Keywords

    Market integration; Financial crisis; Contagion; Factor heteroscedasticity;
    All these keywords.

    JEL classification:

    • F15 - International Economics - - Trade - - - Economic Integration
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

    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:eee:intfin:v:78:y:2022:i:c:s1042443122000440. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/intfin .

    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.