IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v61y2023i1d10.1007_s11156-023-01150-7.html
   My bibliography  Save this article

Whose trades contribute more to price discovery? Evidence from the Taiwan stock exchange

Author

Listed:
  • Donald Lien

    (University of Texas at San Antonio)

  • Pi-Hsia Hung

    (National Chi Nan University)

Abstract

This research explores whose trades contribute to price discovery in the Taiwan Stock Exchange. We estimate the information share (IS) on a stock-trader-direction basis. Our empirical results present several new findings as follows. Institutional investors exhibit higher IS per order and contribute to price discovery more significantly than do individuals, no matter what measures or which trade directions. While overall price aggressiveness negatively impacts IS, price aggressiveness by professional investors (i.e., foreign investors and domestic investment trusts) has a positive influence on IS. Although the impact of trade size on IS is on average significantly positive, the marginal effects for professional investors are smaller than for individuals. Institutional investors’ herding behavior significantly deteriorates IS. Moreover, trading in less liquid stocks contributes more to IS than trading under other stock characteristics. Foreign investors contribute to price discovery of cross-listed firms more significantly than domestic investors do. Lastly, substantive conclusions remain valid for various robustness checks.

Suggested Citation

  • Donald Lien & Pi-Hsia Hung, 2023. "Whose trades contribute more to price discovery? Evidence from the Taiwan stock exchange," Review of Quantitative Finance and Accounting, Springer, vol. 61(1), pages 213-263, July.
  • Handle: RePEc:kap:rqfnac:v:61:y:2023:i:1:d:10.1007_s11156-023-01150-7
    DOI: 10.1007/s11156-023-01150-7
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11156-023-01150-7
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11156-023-01150-7?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. Wei-Yu Kuo & Tse-Chun Lin & Jing Zhao, 2015. "Cognitive Limitation and Investment Performance: Evidence from Limit Order Clustering," Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 838-875.
    2. Gradojevic, Nikola & Erdemlioglu, Deniz & Gençay, Ramazan, 2017. "Informativeness of trade size in foreign exchange markets," Economics Letters, Elsevier, vol. 150(C), pages 27-33.
    3. Putniņš, Tālis J., 2013. "What do price discovery metrics really measure?," Journal of Empirical Finance, Elsevier, vol. 23(C), pages 68-83.
    4. Aitken, Michael & Almeida, Niall & deB. Harris, Frederick H. & McInish, Thomas H., 2007. "Liquidity supply in electronic markets," Journal of Financial Markets, Elsevier, vol. 10(2), pages 144-168, May.
    5. Cai, Fang & Han, Song & Li, Dan & Li, Yi, 2019. "Institutional herding and its price impact: Evidence from the corporate bond market," Journal of Financial Economics, Elsevier, vol. 131(1), pages 139-167.
    6. Thierry Foucault & Ohad Kadan & Eugene Kandel, 2005. "Limit Order Book as a Market for Liquidity," Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1171-1217.
    7. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    8. Agarwal, Vikas & Gay, Gerald D. & Ling, Leng, 2014. "Window dressing in mutual funds," CFR Working Papers 11-07 [rev.3], University of Cologne, Centre for Financial Research (CFR).
    9. Hasbrouck, Joel, 1995. "One Security, Many Markets: Determining the Contributions to Price Discovery," Journal of Finance, American Finance Association, vol. 50(4), pages 1175-1199, September.
    10. Chakravarty, Sugato, 2001. "Stealth-trading: Which traders' trades move stock prices?," Journal of Financial Economics, Elsevier, vol. 61(2), pages 289-307, August.
    11. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W., 1992. "The impact of institutional trading on stock prices," Journal of Financial Economics, Elsevier, vol. 32(1), pages 23-43, August.
    12. Lehmann, Bruce N., 2002. "Some desiderata for the measurement of price discovery across markets," Journal of Financial Markets, Elsevier, vol. 5(3), pages 259-276, July.
    13. Hung, Pi-Hsia, 2016. "Investor sentiment, order submission, and investment performance on the Taiwan Stock Exchange," Pacific-Basin Finance Journal, Elsevier, vol. 39(C), pages 124-140.
    14. Roger D. Huang & Cheng‐Yi Shiu, 2009. "Local Effects of Foreign Ownership in an Emerging Financial Market: Evidence from Qualified Foreign Institutional Investors in Taiwan," Financial Management, Financial Management Association International, vol. 38(3), pages 567-602, September.
    15. Kremer, Stephanie & Nautz, Dieter, 2013. "Causes and consequences of short-term institutional herding," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1676-1686.
    16. Benos, Evangelos & Sagade, Satchit, 2016. "Price discovery and the cross-section of high-frequency trading," Journal of Financial Markets, Elsevier, vol. 30(C), pages 54-77.
    17. Chen, Yu-Lun & Gau, Yin-Feng, 2010. "News announcements and price discovery in foreign exchange spot and futures markets," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1628-1636, July.
    18. Li, Hong & Shi, Yanlin, 2021. "A new unique information share measure with applications on cross-listed Chinese banks," Journal of Banking & Finance, Elsevier, vol. 128(C).
    19. Osler, Carol L. & Mende, Alexander & Menkhoff, Lukas, 2011. "Price discovery in currency markets," Journal of International Money and Finance, Elsevier, vol. 30(8), pages 1696-1718.
    20. Frijns, Bart & Gilbert, Aaron & Tourani-Rad, Alireza, 2015. "The determinants of price discovery: Evidence from US-Canadian cross-listed shares," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 457-468.
    21. Gonzalo, Jesus & Granger, Clive W J, 1995. "Estimation of Common Long-Memory Components in Cointegrated Systems," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 27-35, January.
    22. Jonathan Brogaard & Terrence Hendershott & Ryan Riordan, 2014. "High-Frequency Trading and Price Discovery," Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2267-2306.
    23. Jonathan Brogaard & Terrence Hendershott & Ryan Riordan, 2019. "Price Discovery without Trading: Evidence from Limit Orders," Journal of Finance, American Finance Association, vol. 74(4), pages 1621-1658, August.
    24. Pedro A. C. Saffi & Kari Sigurdsson, 2011. "Price Efficiency and Short Selling," Review of Financial Studies, Society for Financial Studies, vol. 24(3), pages 821-852.
    25. Choi, Nicole & Skiba, Hilla, 2015. "Institutional herding in international markets," Journal of Banking & Finance, Elsevier, vol. 55(C), pages 246-259.
    26. John R. Nofsinger & Richard W. Sias, 1999. "Herding and Feedback Trading by Institutional and Individual Investors," Journal of Finance, American Finance Association, vol. 54(6), pages 2263-2295, December.
    27. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    28. Lien, Donald & Hung, Pi-Hsia & Hung, I-Chun, 2019. "Order price clustering, size clustering, and stock price movements: Evidence from the Taiwan Stock Exchange," Journal of Empirical Finance, Elsevier, vol. 52(C), pages 149-177.
    29. Ferreira, Miguel A. & Matos, Pedro, 2008. "The colors of investors' money: The role of institutional investors around the world," Journal of Financial Economics, Elsevier, vol. 88(3), pages 499-533, June.
    30. Giambona, Erasmo & Golec, Joseph, 2010. "Strategic trading in the wrong direction by a large institutional insider," Journal of Empirical Finance, Elsevier, vol. 17(1), pages 1-22, January.
    31. Deng, Xin & Hung, Shengmin & Qiao, Zheng, 2018. "Mutual fund herding and stock price crashes," Journal of Banking & Finance, Elsevier, vol. 94(C), pages 166-184.
    32. Ioanid Rosu, 2009. "A Dynamic Model of the Limit Order Book," Review of Financial Studies, Society for Financial Studies, vol. 22(11), pages 4601-4641, November.
    33. Baruch, Shmuel & Panayides, Marios & Venkataraman, Kumar, 2017. "Informed trading and price discovery before corporate events," Journal of Financial Economics, Elsevier, vol. 125(3), pages 561-588.
    34. Kenneth A. Kim & John R. Nofsinger, 2005. "Institutional Herding, Business Groups, and Economic Regimes: Evidence from Japan," The Journal of Business, University of Chicago Press, vol. 78(1), pages 213-242, January.
    35. Wei-Kuang Chen & Ching-Ting Lin & Cheng-Yi Shiu, 2019. "Price discovery and price leadership of various investor types: evidence from Taiwan futures markets," Review of Quantitative Finance and Accounting, Springer, vol. 53(2), pages 601-631, August.
    36. Donald Lien & Keshab Shrestha, 2014. "Price Discovery in Interrelated Markets," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 34(3), pages 203-219, March.
    37. Matthew R. Morey & Edward S. O'Neal, 2006. "Window Dressing In Bond Mutual Funds," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 29(3), pages 325-347, September.
    38. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    39. Kalev, Petko S. & Nguyen, Anh H. & Oh, Natalie Y., 2008. "Foreign versus local investors: Who knows more? Who makes more?," Journal of Banking & Finance, Elsevier, vol. 32(11), pages 2376-2389, November.
    40. Robin K. Chou & Yun‐Yi Wang, 2009. "Strategic order splitting, order choice, and aggressiveness: Evidence from the Taiwan futures exchange," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(12), pages 1102-1129, December.
    41. Gerhard Bry & Charlotte Boschan, 1971. "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs," NBER Books, National Bureau of Economic Research, Inc, number bry_71-1, March.
    42. Itzhak Venezia & Amrut Nashikkar & Zur Shapira, 2011. "Firm specific and macro herding by professional and amateur investors and their effects on market volatility," Discussion Paper Series dp586, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    43. Ioanid Rosu, 2009. "A Dynamic Model of the Limit Order Book," Post-Print hal-00515873, HAL.
    44. Venezia, Itzhak & Nashikkar, Amrut & Shapira, Zur, 2011. "Firm specific and macro herding by professional and amateur investors and their effects on market volatility," Journal of Banking & Finance, Elsevier, vol. 35(7), pages 1599-1609, July.
    45. Hsieh, Shu-Fan, 2013. "Individual and institutional herding and the impact on stock returns: Evidence from Taiwan stock market," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 175-188.
    46. Lee, Yi-Tsung & Liu, Yu-Jane & Roll, Richard & Subrahmanyam, Avanidhar, 2004. "Order Imbalances and Market Efficiency: Evidence from the Taiwan Stock Exchange," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 327-341, June.
    47. 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.
    48. Donald Lien & Keshab Shrestha, 2009. "A new information share measure," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 29(4), pages 377-395, April.
    49. Agudelo, Diego A. & Byder, James & Yepes-Henao, Paula, 2019. "Performance and informed trading. Comparing foreigners, institutions and individuals in an emerging stock market," Journal of International Money and Finance, Elsevier, vol. 90(C), pages 187-203.
    50. Boone, Audra L. & White, Joshua T., 2015. "The effect of institutional ownership on firm transparency and information production," Journal of Financial Economics, Elsevier, vol. 117(3), pages 508-533.
    51. Abudy, Menachem Meni, 2020. "Retail investors’ trading and stock market liquidity," The North American Journal of Economics and Finance, Elsevier, vol. 54(C).
    52. Chaboud, Alain & Hjalmarsson, Erik & Zikes, Filip, 2021. "The evolution of price discovery in an electronic market," Journal of Banking & Finance, Elsevier, vol. 130(C).
    53. Ng, Lilian & Wang, Qinghai, 2004. "Institutional trading and the turn-of-the-year effect," Journal of Financial Economics, Elsevier, vol. 74(2), pages 343-366, November.
    54. Miao Luo & Tao Chen & Isabel Yan, 2014. "Price informativeness and institutional ownership: evidence from Japan," Review of Quantitative Finance and Accounting, Springer, vol. 42(4), pages 627-651, May.
    55. Piccotti, Louis R. & Schreiber, Ben Z., 2020. "Information shares in a two-tier FX market," Journal of Empirical Finance, Elsevier, vol. 58(C), pages 19-35.
    56. Ekkehart Boehmer & Juan (Julie) Wu, 2013. "Short Selling and the Price Discovery Process," Review of Financial Studies, Society for Financial Studies, vol. 26(2), pages 287-322.
    57. Björn Hagströmer & Albert J. Menkveld, 2019. "Information Revelation in Decentralized Markets," Journal of Finance, American Finance Association, vol. 74(6), pages 2751-2787, December.
    58. Vikas Agarwal & Gerald D. Gay & Leng Ling, 2014. "Window Dressing in Mutual Funds," Review of Financial Studies, Society for Financial Studies, vol. 27(11), pages 3133-3170.
    59. Shive, Sophie, 2012. "Local investors, price discovery, and market efficiency," Journal of Financial Economics, Elsevier, vol. 104(1), pages 145-161.
    60. Lee, Charles M C & Ready, Mark J, 1991. "Inferring Trade Direction from Intraday Data," Journal of Finance, American Finance Association, vol. 46(2), pages 733-746, June.
    61. Hung, Pi-Hsia & Lien, Donald & Kuo, Ming-Sin, 2020. "Window dressing in equity mutual funds," The Quarterly Review of Economics and Finance, Elsevier, vol. 78(C), pages 338-354.
    62. Brad M. Barber & Yi-Tsung Lee & Yu-Jane Liu & Terrance Odean, 2009. "Just How Much Do Individual Investors Lose by Trading?," Review of Financial Studies, Society for Financial Studies, vol. 22(2), pages 609-632, February.
    63. Ghadhab, Imen & M’rad, Mouna, 2018. "Does US cross-listing come with incremental benefit for already UK cross-listed firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 69(C), pages 188-204.
    64. Adrian R. Pagan & Kirill A. Sossounov, 2003. "A simple framework for analysing bull and bear markets," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 23-46.
    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. Lien, Donald & Hung, Pi-Hsia & Lin, Zong-Wei, 2020. "Whose trades move stock prices? Evidence from the Taiwan Stock Exchange," International Review of Economics & Finance, Elsevier, vol. 66(C), pages 25-50.
    2. Donald Lien & Pi-Hsia Hung & Chiu-Ting Pan, 2020. "Price limit changes, order decisions, and stock price movements: an empirical analysis of the Taiwan Stock Exchange," Review of Quantitative Finance and Accounting, Springer, vol. 55(1), pages 239-268, July.
    3. Puput Tri Komalasari & Marwan Asri & Bernardinus M. Purwanto & Bowo Setiyono, 2022. "Herding behaviour in the capital market: What do we know and what is next?," Management Review Quarterly, Springer, vol. 72(3), pages 745-787, September.
    4. Chen, Wei-Peng & Chung, Huimin & Lien, Donald, 2016. "Price discovery in the S&P 500 index derivatives markets," International Review of Economics & Finance, Elsevier, vol. 45(C), pages 438-452.
    5. Lien, Donald, 2022. "Comparisons of Alternative Information Share Measures," Finance Research Letters, Elsevier, vol. 50(C).
    6. Li, Wei-Xuan & Chen, Clara Chia-Sheng & Nguyen, James, 2022. "Which market dominates the price discovery in currency futures? The case of the Chicago Mercantile Exchange and the Intercontinental Exchange," Global Finance Journal, Elsevier, vol. 52(C).
    7. Lien, Donald & Hung, Pi-Hsia & Lo, Hsiang-Yu, 2022. "Order Choices: An Intraday Analysis of the Taiwan Stock Exchange," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    8. Wei-Kuang Chen & Ching-Ting Lin & Cheng-Yi Shiu, 2019. "Price discovery and price leadership of various investor types: evidence from Taiwan futures markets," Review of Quantitative Finance and Accounting, Springer, vol. 53(2), pages 601-631, August.
    9. Sarveshwar Kumar Inani, 2017. "Price discovery in Indian stock index futures market: new evidence based on intraday data," International Journal of Indian Culture and Business Management, Inderscience Enterprises Ltd, vol. 14(1), pages 23-43.
    10. Piccotti, Louis R. & Schreiber, Ben Z., 2020. "Information shares in a two-tier FX market," Journal of Empirical Finance, Elsevier, vol. 58(C), pages 19-35.
    11. S S S Kumar, 2022. "Institutional Herding: Causality and Persistence," IIM Kozhikode Society & Management Review, , vol. 11(2), pages 183-194, July.
    12. Liu, Tengdong & Zheng, Dazhi & Zheng, Suyan & Lu, Yang, 2023. "Herding in Chinese stock markets: Evidence from the dual-investor-group," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    13. Fricke, Christoph & Menkhoff, Lukas, 2011. "Does the "Bund" dominate price discovery in Euro bond futures? Examining information shares," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1057-1072, May.
    14. Lien, Donald & Hung, Pi-Hsia & Chen, Hung-Ju, 2021. "Who knows more and makes more? A perspective of order submission decisions across investor types," The Quarterly Review of Economics and Finance, Elsevier, vol. 79(C), pages 381-398.
    15. Zheng, Zhigang & Tang, Ke & Liu, Yaodong & Guo, Jie Michael, 2021. "Gender and herding," Journal of Empirical Finance, Elsevier, vol. 64(C), pages 379-400.
    16. Piccotti, Louis R. & Schreiber, Ben Z., 2015. "Information shares of two parallel currency options markets: Trading costs versus transparency/tradability," Journal of Empirical Finance, Elsevier, vol. 32(C), pages 210-229.
    17. Zema, Sebastiano Michele, 2022. "Directed acyclic graph based information shares for price discovery," Journal of Economic Dynamics and Control, Elsevier, vol. 139(C).
    18. Corbet, Shaen & Hou, Yang & Hu, Yang & Oxley, Les, 2020. "The influence of the COVID-19 pandemic on asset-price discovery: Testing the case of Chinese informational asymmetry," International Review of Financial Analysis, Elsevier, vol. 72(C).
    19. Collings, David & Corbet, Shaen & Hou, Yang (Greg) & Hu, Yang & Larkin, Charles & Oxley, Les, 2022. "The effects of negative reputational contagion on international airlines: The case of the Boeing 737-MAX disasters," International Review of Financial Analysis, Elsevier, vol. 80(C).
    20. Christoph Schmidhammer & Sebastian Lobe & Klaus Röder, 2016. "The day the index rose 11 %: a clinical study on price discovery reversal," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 79-106, January.

    More about this item

    Keywords

    Information share; Informed trading; Investor types; Market microstructure; Order decisions;
    All these keywords.

    JEL classification:

    • D02 - Microeconomics - - General - - - Institutions: Design, Formation, Operations, and Impact
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in 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:kap:rqfnac:v:61:y:2023:i:1:d:10.1007_s11156-023-01150-7. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://springer.com .

    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.