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Bayesian analysis of time-varying interactions between stock returns and foreign equity flows

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  • Boubekeur Baba

    (Anadolu University)

  • Güven Sevil

    (Anadolu University)

Abstract

This study discusses the trading behavior of foreign investors with respect to economic uncertainty in the South Korean stock market from a time-varying perspective. We employ a news-based measure of economic uncertainty along with the model of time-varying parameter vector autoregression with stochastic volatility. The empirical analysis reveals several new findings about foreign investors’ trading behaviors. First, we find evidence that positive feedback trading often appears during periods of high economic uncertainty, whereas negative feedback trading is exclusively observable during periods of low economic uncertainty. Second, the foreign investors’ feedback trading appears mostly to be well-timed and often leads the time-varying economic uncertainty except in periods of global crises. Third, lagged negative (positive) response of net flows to economic uncertainty is found to be coupled with lagged positive (negative) feedback trading. Fourth, the study documents an asymmetric response of foreign investors with regard to negative and positive shocks of economic uncertainty. Specifically, we find that they instantly turn to positive feedback trading after a negative contemporaneous response of net flows to shocks of economic uncertainty. In contrast, they move slowly toward negative feedback trading after a positive response of net flows to uncertainty shocks.

Suggested Citation

  • Boubekeur Baba & Güven Sevil, 2021. "Bayesian analysis of time-varying interactions between stock returns and foreign equity flows," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-25, December.
  • Handle: RePEc:spr:fininn:v:7:y:2021:i:1:d:10.1186_s40854-021-00267-9
    DOI: 10.1186/s40854-021-00267-9
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    as
    1. Numan Ülkü & Enzo Weber, 2014. "Identifying the Interaction between Foreign Investor Flows and Emerging Stock Market Returns," Review of Finance, European Finance Association, vol. 18(4), pages 1541-1581.
    2. Hasbrouck, Joel, 1991. "Measuring the Information Content of Stock Trades," Journal of Finance, American Finance Association, vol. 46(1), pages 179-207, March.
    3. Albuquerque, Rui & H. Bauer, Gregory & Schneider, Martin, 2009. "Global private information in international equity markets," Journal of Financial Economics, Elsevier, vol. 94(1), pages 18-46, October.
    4. Harald Hau & Hélène Rey, 2004. "Can Portfolio Rebalancing Explain the Dynamics of Equity Returns, Equity Flows, and Exchange Rates?," American Economic Review, American Economic Association, vol. 94(2), pages 126-133, May.
    5. Hyuk Choe & Bong-Chan Kho & René M. Stulz, 2005. "Do Domestic Investors Have an Edge? The Trading Experience of Foreign Investors in Korea," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 795-829.
    6. Geert Bekaert & Campbell R. Harvey, 2000. "Foreign Speculators and Emerging Equity Markets," Journal of Finance, American Finance Association, vol. 55(2), pages 565-613, April.
    7. Brennan, Michael J & Cao, H Henry, 1997. "International Portfolio Investment Flows," Journal of Finance, American Finance Association, vol. 52(5), pages 1851-1880, December.
    8. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    9. Brennan, Michael J. & Henry Cao, H. & Strong, Norman & Xu, Xinzhong, 2005. "The dynamics of international equity market expectations," Journal of Financial Economics, Elsevier, vol. 77(2), pages 257-288, August.
    10. Koop, Gary & Korobilis, Dimitris, 2010. "Bayesian Multivariate Time Series Methods for Empirical Macroeconomics," Foundations and Trends(R) in Econometrics, now publishers, vol. 3(4), pages 267-358, July.
    11. Kim, E Han & Singal, Vijay, 2000. "Erratum [Stock Market Openings: Experience of Emerging Economies]," The Journal of Business, University of Chicago Press, vol. 73(4), October.
    12. Hong, Gwangheon & Lee, Bong Soo, 2011. "The trading behavior and price impact of foreign, institutional, individual investors and government: Evidence from Korean equity market," Japan and the World Economy, Elsevier, vol. 23(4), pages 273-287.
    13. Bekaert, Geert & Harvey, Campbell R., 1997. "Emerging equity market volatility," Journal of Financial Economics, Elsevier, vol. 43(1), pages 29-77, January.
    14. Simon van Norden & Huntley Schaller & ), 1995. "Regime Switching in Stock Market Returns," Econometrics 9502002, University Library of Munich, Germany.
    15. Keim, Donald B & Madhaven, Ananth, 1996. "The Upstairs Market for Large-Block Transactions: Analysis and Measurement of Price Effects," The Review of Financial Studies, Society for Financial Studies, vol. 9(1), pages 1-36.
    16. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    17. Bekaert, G. & Harvey, C. R. & Lumsdaine, R. L., 2002. "The dynamics of emerging market equity flows," Journal of International Money and Finance, Elsevier, vol. 21(3), pages 295-350, June.
    18. Tesar, Linda L. & Werner, Ingrid M., 1995. "Home bias and high turnover," Journal of International Money and Finance, Elsevier, vol. 14(4), pages 467-492, August.
    19. Bohn, Henning & Tesar, Linda L, 1996. "U.S. Equity Investment in Foreign Markets: Portfolio Rebalancing or Return Chasing?," American Economic Review, American Economic Association, vol. 86(2), pages 77-81, May.
    20. Dahlquist, Magnus & Robertsson, Goran, 2004. "A note on foreigners' trading and price effects across firms," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 615-632, March.
    21. Sims, Christopher A. & Zha, Tao, 2006. "Does Monetary Policy Generate Recessions?," Macroeconomic Dynamics, Cambridge University Press, vol. 10(2), pages 231-272, April.
    22. Elizabeth Berko & John Clark, 1997. "Foreign investment fluctuations and emerging market stock returns: the case of Mexico," Staff Reports 24, Federal Reserve Bank of New York.
    23. Maria Sole Pagliari & Swarnali Ahmed Hannan, 2017. "The Volatility of Capital Flows in Emerging Markets: Measures and Determinants," Departmental Working Papers 201710, Rutgers University, Department of Economics.
    24. Balli, Faruk & Uddin, Gazi Salah & Mudassar, Hasan & Yoon, Seong-Min, 2017. "Cross-country determinants of economic policy uncertainty spillovers," Economics Letters, Elsevier, vol. 156(C), pages 179-183.
    25. Karolyi, G. Andrew, 2002. "Did the Asian financial crisis scare foreign investors out of Japan?," Pacific-Basin Finance Journal, Elsevier, vol. 10(4), pages 411-442, September.
    26. Nakajima, Jouchi & Kasuya, Munehisa & Watanabe, Toshiaki, 2011. "Bayesian analysis of time-varying parameter vector autoregressive model for the Japanese economy and monetary policy," Journal of the Japanese and International Economies, Elsevier, vol. 25(3), pages 225-245, September.
    27. Jeon, Jin Q & Moffett, Clay M., 2010. "Herding by foreign investors and emerging market equity returns: Evidence from Korea," International Review of Economics & Finance, Elsevier, vol. 19(4), pages 698-710, October.
    28. Arouri, Mohamed & Estay, Christophe & Rault, Christophe & Roubaud, David, 2016. "Economic policy uncertainty and stock markets: Long-run evidence from the US," Finance Research Letters, Elsevier, vol. 18(C), pages 136-141.
    29. Giorgio E. Primiceri, 2005. "Time Varying Structural Vector Autoregressions and Monetary Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(3), pages 821-852.
    30. Kim, E Han & Singal, Vijay, 2000. "Stock Market Openings: Experience of Emerging Economies," The Journal of Business, University of Chicago Press, vol. 73(1), pages 25-66, January.
    31. Wen, Fenghua & Xu, Longhao & Ouyang, Guangda & Kou, Gang, 2019. "Retail investor attention and stock price crash risk: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 65(C).
    32. Nguyen Phuc Canh & Nguyen Thanh Binh & Su Dinh Thanh & Christophe Schinckus, 2020. "Determinants of foreign direct investment inflows: The role of economic policy uncertainty," International Economics, CEPII research center, issue 161, pages 159-172.
    33. Liu, Li & Zhang, Tao, 2015. "Economic policy uncertainty and stock market volatility," Finance Research Letters, Elsevier, vol. 15(C), pages 99-105.
    34. Grinblatt, Mark & Keloharju, Matti, 2000. "The investment behavior and performance of various investor types: a study of Finland's unique data set," Journal of Financial Economics, Elsevier, vol. 55(1), pages 43-67, January.
    35. Kenneth A. Froot & Tarun Ramadorai, 2008. "Institutional Portfolio Flows and International Investments," The Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 937-971, April.
    36. Lai, Hung-Cheng & Wang, Kuan-Min, 2014. "Relationship between the trading behavior of three institutional investors and Taiwan Stock Index futures returns," Economic Modelling, Elsevier, vol. 41(C), pages 156-165.
    37. Jae Sim & Egon Zakrajsek & Simon Gilchrist, 2010. "Uncertainty, Financial Frictions, and Investment Dynamics," 2010 Meeting Papers 1285, Society for Economic Dynamics.
    38. John M. Griffin & Federico Nardari & René M. Stulz, 2004. "Are Daily Cross-Border Equity Flows Pushed or Pulled?," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 641-657, August.
    39. Chayawadee Chai-anant, 2003. "Friends or Foes? Foreign Investors in the Thai Stock Market During 1994-1998," Working Papers 2003-08, Monetary Policy Group, Bank of Thailand.
    40. Porras, Eva & Ülkü, Numan, 2015. "Foreigners’ trading and stock returns in Spain," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 111-126.
    41. Jouchi Nakajima, 2011. "Time-Varying Parameter VAR Model with Stochastic Volatility: An Overview of Methodology and Empirical Applications," Monetary and Economic Studies, Institute for Monetary and Economic Studies, Bank of Japan, vol. 29, pages 107-142, November.
    42. Liew, Ping-Xin & Lim, Kian-Ping & Goh, Kim-Leng, 2018. "Foreign equity flows: Boon or bane to the liquidity of Malaysian stock market?," The North American Journal of Economics and Finance, Elsevier, vol. 45(C), pages 161-181.
    43. Chayawadee Chai-Anant & Corinna Ho, 2008. "Understanding Asian equity flows, market returns and exchange rates," BIS Working Papers 245, Bank for International Settlements.
    44. 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.
    45. Arouri, Mohamed & Estay, Christophe & Rault, Christophe & Roubaud, David, 2016. "Economic policy uncertainty and stock markets: Long-run evidence from the US," Finance Research Letters, Elsevier, vol. 18(C), pages 136-141.
    46. Chan, Louis K C & Lakonishok, Josef, 1995. "The Behavior of Stock Prices around Institutional Trades," Journal of Finance, American Finance Association, vol. 50(4), pages 1147-1174, September.
    47. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Filis, George, 2013. "Dynamic co-movements of stock market returns, implied volatility and policy uncertainty," Economics Letters, Elsevier, vol. 120(1), pages 87-92.
    48. Pietra Rivoli & Eugene Salorio, 1996. "Foreign Direct Investment and Investment under Uncertainty," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 27(2), pages 335-357, June.
    49. Manish Kumar, 2010. "A Time-Varying Parameter Vector Autoregression Model for Forecasting Emerging Market Exchange Rates," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 3(2), pages 21-39, December.
    50. J. Durbin, 2002. "A simple and efficient simulation smoother for state space time series analysis," Biometrika, Biometrika Trust, vol. 89(3), pages 603-616, August.
    51. Toshiaki Watanabe, 2004. "A multi-move sampler for estimating non-Gaussian time series models: Comments on Shephard & Pitt (1997)," Biometrika, Biometrika Trust, vol. 91(1), pages 246-248, March.
    52. Choe, Hyuk & Kho, Bong-Chan & Stulz, Rene M., 1999. "Do foreign investors destabilize stock markets? The Korean experience in 1997," Journal of Financial Economics, Elsevier, vol. 54(2), pages 227-264, October.
    53. Ülkü, Numan & Karpova, Yekaterina, 2014. "Do international equity investors rebalance to manage currency exposure? A study of Greece foreign investor flows data," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 150-169.
    54. Sangyup Choi & Davide Furceri & Chansik Yoon, 2021. "Policy uncertainty and foreign direct investment," Review of International Economics, Wiley Blackwell, vol. 29(2), pages 195-227, May.
    55. Richards, Anthony, 2005. "Big Fish in Small Ponds: The Trading Behavior and Price Impact of Foreign Investors in Asian Emerging Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(1), pages 1-27, March.
    56. Yoonmin Kim & Gab-Je Jo, 2019. "The Impact of Foreign Investors on the Stock Price of Korean Enterprises during the Global Financial Crisis," Sustainability, MDPI, vol. 11(6), pages 1-13, March.
    57. Huseyin Gulen & Mihai Ion, 2016. "Editor's Choice Policy Uncertainty and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 29(3), pages 523-564.
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    More about this item

    Keywords

    Stock returns; Net foreign equity flows; Time-varying parameter VAR; Feedback trading; Forecast ability; Economic policy uncertainty;
    All these keywords.

    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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