IDEAS home Printed from https://ideas.repec.org/a/eee/finsta/v81y2025ics1572308925001081.html

Unpacking the crisis: Impact of COVID-19 on global equity flows

Author

Listed:
  • Li, Zhisheng
  • Lin, Bingxuan
  • Liu, Zhouyi
  • Yüksel, H. Zafer

Abstract

This paper examines how the COVID-19 pandemic affected international equity flows through two different channels: a direct channel, capturing the real economic disruptions caused by rising infection rates, and an indirect channel, reflecting pandemic-related panic and uncertainty amplified by media coverage. Using high-frequency country/regional-level data for 66 economies—26 advanced and 40 emerging economies—between January 2020 and December 2022, we disentangle and quantify these two effects. Compared to the direct effect of pandemic, we show that the indirect panic-driven effect is stronger, and not simply a reflection of pandemic severity. The negative impact of panic on equity flows is more pronounced in the early months of 2020, and is partially offset by government interventions—particularly in advanced economies—while similar measures in emerging markets have limited impact. Taken together, our findings highlight the importance of distinguishing between real economic shocks and sentiment-driven dynamics of the pandemic, and offer practical insights for policymakers in preparing for future crisis.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:finsta:v:81:y:2025:i:c:s1572308925001081
    DOI: 10.1016/j.jfs.2025.101479
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1572308925001081
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jfs.2025.101479?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Raddatz, Claudio & Schmukler, Sergio L., 2012. "On the international transmission of shocks: Micro-evidence from mutual fund portfolios," Journal of International Economics, Elsevier, vol. 88(2), pages 357-374.
    2. Peter Tillmann, 2013. "Capital Inflow Shocks and House Prices: Aggregate and Regional Evidence from Korea," East Asian Economic Review, Korea Institute for International Economic Policy, vol. 17(2), pages 129-159.
    3. Segundo Camino‐Mogro & Mary Armijos, 2022. "Short‐term effects of COVID‐19 lockdown on foreign direct investment: Evidence from Ecuadorian firms," Journal of International Development, John Wiley & Sons, Ltd., vol. 34(4), pages 715-736, May.
    4. Tillmann, Peter, 2013. "Capital inflows and asset prices: Evidence from emerging Asia," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 717-729.
    5. Cerutti, Eugenio & Claessens, Stijn & Puy, Damien, 2019. "Push factors and capital flows to emerging markets: why knowing your lender matters more than fundamentals," Journal of International Economics, Elsevier, vol. 119(C), pages 133-149.
    6. Javier Bianchi & Chenxin Liu & Enrique G. Mendoza, 2016. "Fundamentals News, Global Liquidity, and Macroprudential Policy," NBER Chapters, in: NBER International Seminar on Macroeconomics 2015, National Bureau of Economic Research, Inc.
    7. Marcel Fratzscher & Marco Lo Duca & Roland Straub, 2018. "On the International Spillovers of US Quantitative Easing," Economic Journal, Royal Economic Society, vol. 128(608), pages 330-377, February.
    8. Ambrocio, Gene & Hasan, Iftekhar, 2022. "Belief polarization and Covid-19," Bank of Finland Research Discussion Papers 10/2022, Bank of Finland.
    9. Pancotto, Livia & ap Gwilym, Owain & Molyneux, Philip, 2023. "Deal! Market reactions to the agreement on the EU Covid-19 recovery fund," Journal of Financial Stability, Elsevier, vol. 67(C).
    10. Harjoto, Maretno Agus & Rossi, Fabrizio & Lee, Robert & Sergi, Bruno S., 2021. "How do equity markets react to COVID-19? Evidence from emerging and developed countries," Journal of Economics and Business, Elsevier, vol. 115(C).
    11. Chotibhak Jotikasthira & Christian Lundblad & Tarun Ramadorai, 2012. "Asset Fire Sales and Purchases and the International Transmission of Funding Shocks," Journal of Finance, American Finance Association, vol. 67(6), pages 2015-2050, December.
    12. Caporale, Guglielmo Maria & Menla Ali, Faek & Spagnolo, Fabio & Spagnolo, Nicola, 2022. "Cross-border portfolio flows and news media coverage," Journal of International Money and Finance, Elsevier, vol. 126(C).
    13. Bruno, Valentina & Shin, Hyun Song, 2015. "Capital flows and the risk-taking channel of monetary policy," Journal of Monetary Economics, Elsevier, vol. 71(C), pages 119-132.
    14. Schwert, G William, 2002. "Tests for Unit Roots: A Monte Carlo Investigation," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 5-17, January.
    15. Haroon, Omair & Rizvi, Syed Aun R., 2020. "COVID-19: Media coverage and financial markets behavior—A sectoral inquiry," Journal of Behavioral and Experimental Finance, Elsevier, vol. 27(C).
    16. Douglass C. North, 2005. "Introduction to Understanding the Process of Economic Change," Introductory Chapters, in: Understanding the Process of Economic Change, Princeton University Press.
    17. Dlugosch, Dennis & Horn, Kristian & Wang, Mei, 2023. "New experimental evidence on the relationship between home bias, ambiguity aversion and familiarity heuristics," Journal of Economics and Business, Elsevier, vol. 125.
    18. Valentina Bruno & Hyun Song Shin, 2013. "Capital Flows, Cross-Border Banking and Global Liquidity," NBER Working Papers 19038, National Bureau of Economic Research, Inc.
    19. Boris Hofmann & Ilhyock Shim & Hyun Song Shin, 2016. "Sovereign yields and the risk-taking channel of currency appreciation," BIS Working Papers 538, Bank for International Settlements.
    20. Bickley, Steve J. & Brumpton, Martin & Chan, Ho Fai & Colthurst, Richard & Torgler, Benno, 2021. "The stabilizing effect of social distancing: Cross-country differences in financial market response to COVID-19 pandemic policies," Research in International Business and Finance, Elsevier, vol. 58(C).
    21. Anna Petherick & Rafael Goldszmidt & Eduardo B. Andrade & Rodrigo Furst & Thomas Hale & Annalena Pott & Andrew Wood, 2021. "A worldwide assessment of changes in adherence to COVID-19 protective behaviours and hypothesized pandemic fatigue," Nature Human Behaviour, Nature, vol. 5(9), pages 1145-1160, September.
    22. Nathan Converse & Eduardo Levy-Yeyati & Tomas Williams, 2023. "How ETFs Amplify the Global Financial Cycle in Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 36(9), pages 3423-3462.
    23. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    24. Itzhak Ben‐David & Francesco Franzoni & Rabih Moussawi, 2018. "Do ETFs Increase Volatility?," Journal of Finance, American Finance Association, vol. 73(6), pages 2471-2535, December.
    25. John Beirne & Nuobu Renzhi & Eric Sugandi & Ulrich Volz, 2021. "COVID‐19, asset markets and capital flows," Pacific Economic Review, Wiley Blackwell, vol. 26(4), pages 498-538, October.
    26. Zohair Alam & Adrian Alter & Jesse Eiseman & Gaston Gelos & Heedon Kang & Machiko Narita & Erlend Nier & Naixi Wang, 2025. "Digging Deeper—Evidence on the Effects of Macroprudential Policies from a New Database," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 57(5), pages 1135-1166, August.
    27. Kang, Yong Joo & Park, Dojoon & Eom, Young Ho, 2024. "Global contagion of US COVID-19 panic news," Emerging Markets Review, Elsevier, vol. 59(C).
    28. Anusha Chari & Karlye Dilts Stedman & Christian Lundblad & Andrew Karolyi, 2021. "Taper Tantrums: Quantitative Easing, Its Aftermath, and Emerging Market Capital Flows [Pricing the term structure with linear regressions]," The Review of Financial Studies, Society for Financial Studies, vol. 34(3), pages 1445-1508.
    29. Ranie Lin & Juan M. Londono & Sai Ma, 2022. "Global Real Economic Uncertainty and COVID-19," FEDS Notes 2022-02-18-1, Board of Governors of the Federal Reserve System (U.S.).
    30. Obstfeld, Maurice, 2012. "Financial flows, financial crises, and global imbalances," Journal of International Money and Finance, Elsevier, vol. 31(3), pages 469-480.
    31. Enrique Alberola & Yavuz Arslan & Gong Cheng & Richhild Moessner, 2021. "Fiscal response to the COVID‐19 crisis in advanced and emerging market economies†," Pacific Economic Review, Wiley Blackwell, vol. 26(4), pages 459-468, October.
    32. Wang, Wenzhao & Su, Chen & Duxbury, Darren, 2021. "Investor sentiment and stock returns: Global evidence," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 365-391.
    33. John D. Burger & Francis E. Warnock & Veronica Cacdac Warnock, 2012. "Emerging Local Currency Bond Markets," Financial Analysts Journal, Taylor & Francis Journals, vol. 68(4), pages 73-93, July.
    34. Hasan, Iftekhar & Marra, Miriam & To, Thomas Y. & Wu, Eliza & Zhang, Gaiyan, 2023. "COVID-19 Pandemic and Global Corporate CDS Spreads," Journal of Banking & Finance, Elsevier, vol. 147(C).
    35. Aggarwal, Shobhit & Nawn, Samarpan & Dugar, Amish, 2021. "What caused global stock market meltdown during the COVID pandemic–Lockdown stringency or investor panic?," Finance Research Letters, Elsevier, vol. 38(C).
    36. Hasan, Iftekhar & Politsidis, Panagiotis N. & Sharma, Zenu, 2021. "Global syndicated lending during the COVID-19 pandemic," Journal of Banking & Finance, Elsevier, vol. 133(C).
    37. Tran, Nhu & Uzmanoglu, Cihan, 2022. "COVID-19, lockdowns, and the municipal bond market," Journal of Banking & Finance, Elsevier, vol. 143(C).
    38. Fan, Haichao & Gou, Qin & Peng, Yuchao & Xie, Wenjing, 2020. "Spillover effects of capital controls on capital flows and financial risk contagion," Journal of International Money and Finance, Elsevier, vol. 105(C).
    39. Benhima, Kenza & Cordonier, Rachel, 2022. "News, sentiment and capital flows," Journal of International Economics, Elsevier, vol. 137(C).
    40. Fang, Hao & Chung, Chien-Ping & Lu, Yang-Cheng & Lee, Yen-Hsien & Wang, Wen-Hao, 2021. "The impacts of investors' sentiments on stock returns using fintech approaches," International Review of Financial Analysis, Elsevier, vol. 77(C).
    41. Drakos, Anastasios & Moratis, Georgios, 2024. "The impact of COVID-19 on sovereign contagion," Journal of Financial Stability, Elsevier, vol. 70(C).
    42. Davis, J. Scott & Zlate, Andrei, 2023. "The global financial cycle and capital flows during the COVID-19 pandemic," European Economic Review, Elsevier, vol. 156(C).
    43. Robin Koepke, 2019. "What Drives Capital Flows To Emerging Markets? A Survey Of The Empirical Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 33(2), pages 516-540, April.
    44. Stracca, Livio & Habib, Maurizio Michael, 2013. "Foreign investors and risk shocks: seeking a safe haven or running for the exit?," Working Paper Series 1609, European Central Bank.
    45. Yu, Xiaoling & Xiao, Kaitian & Liu, Junping, 2022. "Dynamic co-movements of COVID-19 pandemic anxieties and stock market returns," Finance Research Letters, Elsevier, vol. 46(PA).
    46. Iwanicz-Drozdowska, Małgorzata & Rogowicz, Karol & Kurowski, Łukasz & Smaga, Paweł, 2021. "Two decades of contagion effect on stock markets: Which events are more contagious?," Journal of Financial Stability, Elsevier, vol. 55(C).
    47. Glauco De Vita & Khine S. Kyaw, 2008. "Determinants of capital flows to developing countries: a structural VAR analysis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 35(4), pages 304-322, September.
    48. Kodongo, Odongo & Ojah, Kalu, 2012. "The dynamic relation between foreign exchange rates and international portfolio flows: Evidence from Africa's capital markets," International Review of Economics & Finance, Elsevier, vol. 24(C), pages 71-87.
    49. 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.
    50. Choi, Sangyup & Furceri, Davide, 2019. "Uncertainty and cross-border banking flows," Journal of International Money and Finance, Elsevier, vol. 93(C), pages 260-274.
    51. Brandao-Marques, Luis & Gelos, Gaston & Ichiue, Hibiki & Oura, Hiroko, 2022. "Changes in the global investor base and the stability of portfolio flows to emerging markets," Journal of Banking & Finance, Elsevier, vol. 144(C).
    52. Donadelli, Michael & Kizys, Renatas & Riedel, Max, 2017. "Dangerous infectious diseases: Bad news for Main Street, good news for Wall Street?," Journal of Financial Markets, Elsevier, vol. 35(C), pages 84-103.
    53. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
    54. repec:pri:cepsud:237a%20shin is not listed on IDEAS
    55. Diego García, 2013. "Sentiment during Recessions," Journal of Finance, American Finance Association, vol. 68(3), pages 1267-1300, June.
    56. repec:bla:ecpoli:v:26:y:2011:i:66:p:285-342 is not listed on IDEAS
    57. Glauco De Vita & Khine S. Kyaw, 2008. "Determinants of capital flows to developing countries: a structural VAR analysis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 35(4), pages 304-322, September.
    58. Forbes, Kristin & Fratzscher, Marcel & Kostka, Thomas & Straub, Roland, 2016. "Bubble thy neighbour: Portfolio effects and externalities from capital controls," Journal of International Economics, Elsevier, vol. 99(C), pages 85-104.
    59. Froot, Kenneth A. & O'Connell, Paul G. J. & Seasholes, Mark S., 2001. "The portfolio flows of international investors," Journal of Financial Economics, Elsevier, vol. 59(2), pages 151-193, February.
    60. Afees A. Salisu & Lateef O. Akanni, 2020. "Constructing a Global Fear Index for the COVID-19 Pandemic," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2310-2331, August.
    61. Hélène Rey, 2016. "International Channels of Transmission of Monetary Policy and the Mundellian Trilemma," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(1), pages 6-35, May.
    62. Zaremba, Adam & Kizys, Renatas & Aharon, David Y. & Demir, Ender, 2020. "Infected Markets: Novel Coronavirus, Government Interventions, and Stock Return Volatility around the Globe," Finance Research Letters, Elsevier, vol. 35(C).
    63. Frazzini, Andrea & Lamont, Owen A., 2008. "Dumb money: Mutual fund flows and the cross-section of stock returns," Journal of Financial Economics, Elsevier, vol. 88(2), pages 299-322, May.
    64. Kavous Ardalan, 2019. "Equity Home Bias: A Review Essay," Journal of Economic Surveys, Wiley Blackwell, vol. 33(3), pages 949-967, July.
    65. Forbes, Kristin J. & Warnock, Francis E., 2012. "Capital flow waves: Surges, stops, flight, and retrenchment," Journal of International Economics, Elsevier, vol. 88(2), pages 235-251.
    66. Gian-Maria Milesi-Ferretti & Cédric Tille, 2011. "The great retrenchment: international capital flows during the global financial crisis [‘The great trade collapse: what caused it and what does it mean?’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(66), pages 289-346.
    67. Maurice Obstfeld & Jonathan D. Ostry & Mahvash S. Qureshi, 2019. "A Tie That Binds: Revisiting the Trilemma in Emerging Market Economies," The Review of Economics and Statistics, MIT Press, vol. 101(2), pages 279-293, May.
    68. D. Filiz Unsal, 2013. "Capital Flows and Financial Stability: Monetary Policy and Macroprudential Responses," International Journal of Central Banking, International Journal of Central Banking, vol. 9(1), pages 233-285, March.
    69. Ahmed, Shaghil & Zlate, Andrei, 2014. "Capital flows to emerging market economies: A brave new world?," Journal of International Money and Finance, Elsevier, vol. 48(PB), pages 221-248.
    70. Afees A. Salisu & Lateef O. Akanni, 2020. "Constructing a Global Fear Index for the COVID-19 Pandemic," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2310-2331, August.
    71. Szczygielski, Jan Jakub & Charteris, Ailie & Bwanya, Princess Rutendo & Brzeszczyński, Janusz, 2022. "The impact and role of COVID-19 uncertainty: A global industry analysis," International Review of Financial Analysis, Elsevier, vol. 80(C).
    72. Delis, Manthos D. & Savva, Christos S. & Theodossiou, Panayiotis, 2021. "The impact of the coronavirus crisis on the market price of risk," Journal of Financial Stability, Elsevier, vol. 53(C).
    73. Igan, Deniz & Mirzaei, Ali & Moore, Tomoe, 2023. "Does macroprudential policy alleviate the adverse impact of COVID-19 on the resilience of banks?," Journal of Banking & Finance, Elsevier, vol. 147(C).
    74. Valentina Bruno & Hyun Song Shin, 2013. "Capital Flows, Cross-Border Banking and Global Liquidity," NBER Working Papers 19038, National Bureau of Economic Research, Inc.
    75. Lau Lilleholt & Ingo Zettler & Cornelia Betsch & Robert Böhm, 2023. "Development and validation of the pandemic fatigue scale," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    76. Broner, Fernando & Didier, Tatiana & Erce, Aitor & Schmukler, Sergio L., 2013. "Gross capital flows: Dynamics and crises," Journal of Monetary Economics, Elsevier, vol. 60(1), pages 113-133.
    77. 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.
    78. Das, Mitali & Ordal, Hailey, 2022. "Macroeconomic stability or financial stability: How are capital controls used? Insights from a new database," Journal of Financial Stability, Elsevier, vol. 63(C).
    79. Peter Tillman, 2013. "Capital Inflow Shocks and House Prices: Aggregate and Regional Evidence from Korea," Working Papers 2013-2, Economic Research Institute, Bank of Korea.
    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. Choi, Sangyup & Ciminelli, Gabriele & Furceri, Davide, 2023. "Is domestic uncertainty a local pull factor driving foreign capital inflows? New cross-country evidence," Journal of International Money and Finance, Elsevier, vol. 130(C).
    2. Carlos Alba & Gabriel Cuadra & Juan R. Hernandez & Raul Ibarra, 2024. "Capital flows to emerging economies and global risk aversion during the COVID‐19 pandemic," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(3), pages 2804-2836, July.
    3. Li, Xiao & Xie, Wenjing & Dong, Wenjuan & Zhou, Runyi, 2025. "Media hostility and international portfolio allocation: Evidence from global funds," Research in International Business and Finance, Elsevier, vol. 75(C).
    4. Nathan Converse & Eduardo Levy-Yeyati & Tomas Williams, 2023. "How ETFs Amplify the Global Financial Cycle in Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 36(9), pages 3423-3462.
    5. Zhang, Yang & Zheng, Huanhuan, 2025. "Spillover effects of global fund flows," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 104(C).
    6. Eugenio Cerutti & Stijn Claessens & Andrew K. Rose, 2019. "How Important is the Global Financial Cycle? Evidence from Capital Flows," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 67(1), pages 24-60, March.
    7. Koepke, Robin, 2015. "What Drives Capital Flows to Emerging Markets? A Survey of the Empirical Literature," MPRA Paper 62770, University Library of Munich, Germany.
    8. Anusha Chari & Karlye Dilts Stedman & Christian T. Lundblad, 2020. "Capital Flows in Risky Times: Risk-On / Risk-Off and Emerging Market Tail Risk," Research Working Paper RWP 20-08, Federal Reserve Bank of Kansas City.
    9. Cerutti, Eugenio & Claessens, Stijn & Puy, Damien, 2019. "Push factors and capital flows to emerging markets: why knowing your lender matters more than fundamentals," Journal of International Economics, Elsevier, vol. 119(C), pages 133-149.
    10. Dong, Xiao & Yu, Mingzhe, 2024. "Time-varying effects of macro shocks on cross-border capital flows in China's bond market," International Review of Economics & Finance, Elsevier, vol. 96(PC).
    11. Villamizar-Villegas, Mauricio & Arango-Lozano, Lucía & Castelblanco, Geraldine & Fajardo-Baquero, Nicolás & Ruiz-Sanchez, Maria A., 2024. "The Effects of Monetary Policy on Capital Flows: An Emerging Market Survey," Emerging Markets Review, Elsevier, vol. 62(C).
    12. Bush, Georgia & Cañón, Carlos, 2025. "Capital flows: The role of investment fund portfolio managers," Journal of International Economics, Elsevier, vol. 154(C).
    13. Martha López-Piñeros & Norberto Rodríguez-Niño & Miguel Sarmiento, 2022. "Monetary Policy and Portfolio Flows in an Emerging Market Economy," Borradores de Economia 1200, Banco de la Republica de Colombia.
    14. Choi, Sangyup & Havel, Jiri, 2025. "Geopolitical risk and U.S. foreign portfolio investment: A tale of advanced and emerging markets," Journal of International Money and Finance, Elsevier, vol. 151(C).
    15. Lu, Dong & Liu, Jialin & Zhou, Hang, 2022. "Global financial conditions, capital flows and the exchange rate regime in emerging market economies," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 77(C).
    16. Fraiberger, Samuel P. & Lee, Do & Puy, Damien & Ranciere, Romain, 2021. "Media sentiment and international asset prices," Journal of International Economics, Elsevier, vol. 133(C).
    17. Choi, Sangyup & Furceri, Davide, 2019. "Uncertainty and cross-border banking flows," Journal of International Money and Finance, Elsevier, vol. 93(C), pages 260-274.
    18. Bank for International Settlements, 2021. "Changing patterns of capital flows," CGFS Papers, Bank for International Settlements, number 66.
    19. Nataliia Osina, 2026. "The Main Determinants of Global Portfolio Flows Dynamics," Journal of Industry, Competition and Trade, Springer, vol. 26(1), pages 1-21, December.
    20. Nataliia Osina, 2021. "Global governance and gross capital flows dynamics," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(3), pages 463-493, August.

    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:eee:finsta:v:81:y:2025:i:c:s1572308925001081. 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/jfstabil .

    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.