IDEAS home Printed from https://ideas.repec.org/a/kap/rqfnac/v55y2020i1d10.1007_s11156-019-00842-3.html
   My bibliography  Save this article

Price limit changes, order decisions, and stock price movements: an empirical analysis of the Taiwan Stock Exchange

Author

Listed:
  • Donald Lien

    (University of Texas at San Antonio)

  • Pi-Hsia Hung

    (National Chi Nan University)

  • Chiu-Ting Pan

    (National Chi Nan University)

Abstract

This study examines the relationships among price limit changes, order submission decisions, and stock returns in the Taiwan Stock Exchange. Specifically, we first investigate whether price limit changes affect overall investors’ order aggressiveness and trade size. We then analyze the relationships across trader types. Finally, we analyze the effects on future stock returns. Our analysis yields the following findings. (1) Stock traders’ order submission decisions are quite different in the post- versus pre-event periods, as they place orders at more aggressive prices but with smaller sizes after the price limit changes. (2) Buy and sell orders demonstrate asymmetric effects with sell orders responding to a policy change in a more diversified way than do buy orders. (3) The sensitivities of order submission decisions to a policy change are significantly different across trader classes. Foreign investors are conservative while investment trusts drastically change their post-event order submission behaviors. (4) Professional institutions’ trade size is a better predictor of future stock returns than order aggressiveness.

Suggested Citation

  • 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.
  • Handle: RePEc:kap:rqfnac:v:55:y:2020:i:1:d:10.1007_s11156-019-00842-3
    DOI: 10.1007/s11156-019-00842-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11156-019-00842-3
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11156-019-00842-3?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. Griffiths, Mark D. & Smith, Brian F. & Turnbull, D. Alasdair S. & White, Robert W., 2000. "The costs and determinants of order aggressiveness," Journal of Financial Economics, Elsevier, vol. 56(1), pages 65-88, April.
    3. Lien, Donald & Hung, Pi-Hsia & Zhu, Jia-De & Chen, Yi-Hsuan, 2019. "Price limit changes and market quality in the Taiwan Stock Exchange," Pacific-Basin Finance Journal, Elsevier, vol. 55(C), pages 239-258.
    4. 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).
    5. Chakravarty, Sugato, 2001. "Stealth-trading: Which traders' trades move stock prices?," Journal of Financial Economics, Elsevier, vol. 61(2), pages 289-307, August.
    6. Barclay, Michael J. & Warner, Jerold B., 1993. "Stealth trading and volatility : Which trades move prices?," Journal of Financial Economics, Elsevier, vol. 34(3), pages 281-305, December.
    7. 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.
    8. 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.
    9. Deb, Saikat Sovan & Kalev, Petko S. & Marisetty, Vijaya B., 2013. "Flexible price limits: The case of Tokyo Stock Exchange," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 24(C), pages 66-84.
    10. Xiaotao Zhang & Jing Ping & Tao Zhu & Yuelei Li & Xiong Xiong, 2016. "Are Price Limits Effective? An Examination of an Artificial Stock Market," PLOS ONE, Public Library of Science, vol. 11(8), pages 1-21, August.
    11. Westerhoff, Frank, 2003. "Speculative markets and the effectiveness of price limits," Journal of Economic Dynamics and Control, Elsevier, vol. 28(3), pages 493-508, December.
    12. Thierry Foucault & Johan Hombert & Ioanid Roşu, 2016. "News Trading and Speed," Journal of Finance, American Finance Association, vol. 71(1), pages 335-382, February.
    13. Yeh, Chia-Hsuan & Yang, Chun-Yi, 2010. "Examining the effectiveness of price limits in an artificial stock market," Journal of Economic Dynamics and Control, Elsevier, vol. 34(10), pages 2089-2108, October.
    14. Easley, David & O'Hara, Maureen, 1987. "Price, trade size, and information in securities markets," Journal of Financial Economics, Elsevier, vol. 19(1), pages 69-90, September.
    15. Levy, Tamir & Yagil, Joseph, 2005. "Observed versus theoretical prices under price limit regimes," Journal of Economics and Business, Elsevier, vol. 57(3), pages 208-237.
    16. Lin, Chihuang H. & Shiu, Cheng-Yi, 2003. "Foreign ownership in the Taiwan stock market--an empirical analysis," Journal of Multinational Financial Management, Elsevier, vol. 13(1), pages 19-41, February.
    17. Jeff Chung & Li Gan, 2005. "Estimating the effect of price limits on limit-hitting days," Econometrics Journal, Royal Economic Society, vol. 8(1), pages 79-96, March.
    18. Gunther Wuyts, 2012. "The impact of aggressive orders in an order-driven market: a simulation approach," The European Journal of Finance, Taylor & Francis Journals, vol. 18(10), pages 1015-1038, November.
    19. Chaoshin Chiao & Zi-May Wang & Hsiu-Ling Lai, 2009. "Order submission behaviors and opening price behaviors: evidence from an emerging market," Review of Quantitative Finance and Accounting, Springer, vol. 33(3), pages 253-278, October.
    20. Kim, Kenneth A., 2001. "Price limits and stock market volatility," Economics Letters, Elsevier, vol. 71(1), pages 131-136, April.
    21. Aktham I. Maghyereh & Haitham A. Al Zoubi & Haitham Nobanee, 2007. "Price Limit and Volatility in Taiwan Stock Exchange: Some Additional Evidence from the Extreme Value Approach," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 10(01), pages 51-61.
    22. Brennan, Michael J & Subrahmanyam, Avanidhar, 1998. "The Determinants of Average Trade Size," The Journal of Business, University of Chicago Press, vol. 71(1), pages 1-25, January.
    23. 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.
    24. Bloomfield, Robert & O'Hara, Maureen & Saar, Gideon, 2005. "The "make or take" decision in an electronic market: Evidence on the evolution of liquidity," Journal of Financial Economics, Elsevier, vol. 75(1), pages 165-199, January.
    25. Huang, Yen-Sheng & Fu, Tze-Wei & Ke, Mei-Chu, 2001. "Daily price limits and stock price behavior: evidence from the Taiwan stock exchange," International Review of Economics & Finance, Elsevier, vol. 10(3), pages 263-288, July.
    26. 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.
    27. 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.
    28. Soeren Hvidkjaer, 2008. "Small Trades and the Cross-Section of Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1123-1151, May.
    29. Ming-Chang Wang & Yu-Jia Ding & Pei-Han Hsin, 2018. "Order Aggressiveness and the Heating and Cooling-off Effects of Price Limits: Evidence from Taiwan Stock Exchange," Journal of Economics and Management, College of Business, Feng Chia University, Taiwan, vol. 14(2), pages 191-216, August.
    30. Hung, Pi-Hsia & Lien, Donald, 2019. "Trading aggressiveness, order execution quality, and stock price movements: Evidence from the Taiwan stock exchange," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 60(C), pages 231-251.
    31. Kim, Yong H. & Yang, J. Jimmy, 2008. "The effect of price limits on intraday volatility and information asymmetry," Pacific-Basin Finance Journal, Elsevier, vol. 16(5), pages 522-538, November.
    32. Ranaldo, Angelo, 2004. "Order aggressiveness in limit order book markets," Journal of Financial Markets, Elsevier, vol. 7(1), pages 53-74, January.
    33. Kim, Kenneth A. & Limpaphayom, Piman, 2000. "Characteristics of stocks that frequently hit price limits: Empirical evidence from Taiwan and Thailand," Journal of Financial Markets, Elsevier, vol. 3(3), pages 315-332, August.
    34. Anand, Amber & Chakravarty, Sugato & Martell, Terrence, 2005. "Empirical evidence on the evolution of liquidity: Choice of market versus limit orders by informed and uninformed traders," Journal of Financial Markets, Elsevier, vol. 8(3), pages 288-308, August.
    35. Bialkowski, Jedrzej & Otten, Roger, 2011. "Emerging market mutual fund performance: Evidence for Poland," The North American Journal of Economics and Finance, Elsevier, vol. 22(2), pages 118-130, August.
    36. John K. Wald & H. T. Horrigan, 2005. "Optimal Limit Order Choice," The Journal of Business, University of Chicago Press, vol. 78(2), pages 597-620, 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. Anchor Y. Lin & Peggy E. Swanson, 2003. "The Behavior and Performance of Foreign Investors in Emerging Equity Markets: Evidence from Taiwan," International Review of Finance, International Review of Finance Ltd., vol. 4(3‐4), pages 189-210, September.
    39. Murat Binay, 2005. "Performance Attribution of US Institutional Investors," Financial Management, Financial Management Association, vol. 34(2), Summer.
    40. Alexander, Gordon J. & Peterson, Mark A., 2007. "An analysis of trade-size clustering and its relation to stealth trading," Journal of Financial Economics, Elsevier, vol. 84(2), pages 435-471, May.
    41. Chou, Pin-Huang & Chou, Robin K. & Ko, Kuan-Cheng & Chao, Chun-Yi, 2013. "What affects the cool-off duration under price limits?," Pacific-Basin Finance Journal, Elsevier, vol. 24(C), pages 256-278.
    42. Kim, Kenneth & Rhee, S Ghon, 1997. "Price Limit Performance: Evidence from the Tokyo Stock Exchange," Journal of Finance, American Finance Association, vol. 52(2), pages 885-899, June.
    43. 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.
    44. Charles Cao & Oliver Hansch & Xiaoxin Wang, 2008. "Order Placement Strategies In A Pure Limit Order Book Market," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 31(2), pages 113-140, June.
    45. Wonse Kim & Sungjae Jun, 2019. "Effects of a price limit change on market stability at the intraday horizon in the Korean stock market," Applied Economics Letters, Taylor & Francis Journals, vol. 26(7), pages 582-586, April.
    46. Lee, Jie-Haun & Chou, Robin K., 2004. "The intraday stock return characteristics surrounding price limit hits," Journal of Multinational Financial Management, Elsevier, vol. 14(4-5), pages 485-501.
    47. 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.
    48. Chan, Soon Huat & Kim, Kenneth A. & Rhee, S. Ghon, 2005. "Price limit performance: evidence from transactions data and the limit order book," Journal of Empirical Finance, Elsevier, vol. 12(2), pages 269-290, March.
    49. Ellul, Andrew & Holden, Craig W. & Jain, Pankaj & Jennings, Robert, 2007. "Order dynamics: Recent evidence from the NYSE," Journal of Empirical Finance, Elsevier, vol. 14(5), pages 636-661, December.
    50. Amemiya, Takeshi, 1977. "The Maximum Likelihood and the Nonlinear Three-Stage Least Squares Estimator in the General Nonlinear Simultaneous Equation Model," Econometrica, Econometric Society, vol. 45(4), pages 955-968, May.
    51. Benjamin M. Blau & Bonnie F. Van Ness & Robert A. Van Ness, 2009. "Intraday Stealth Trading: Which Trades Move Prices During Periods Of High Volume?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 32(1), pages 1-21, March.
    52. 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.
    53. Kenneth A. Kim & Haixiao Liu & J. Jimmy Yang, 2013. "Reconsidering Price Limit Effectiveness," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 36(4), pages 493-518, December.
    54. Veronesi, Pietro, 1999. "Stock Market Overreaction to Bad News in Good Times: A Rational Expectations Equilibrium Model," Review of Financial Studies, Society for Financial Studies, vol. 12(5), pages 975-1007.
    55. 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.
    56. Jia He, 2004. "Quarterly Trading Patterns of Financial Institutions," The Journal of Business, University of Chicago Press, vol. 77(3), pages 493-510, July.
    57. 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.
    58. Veld-Merkoulova, Yulia V., 2003. "Price limits in futures markets: effects on the price discovery process and volatility," International Review of Financial Analysis, Elsevier, vol. 12(3), pages 311-328.
    59. Henke, Harald & Voronkova, Svitlana, 2005. "Price limits on a call auction market: Evidence from the Warsaw Stock Exchange," International Review of Economics & Finance, Elsevier, vol. 14(4), pages 439-453.
    60. Moulton, Pamela C., 2005. "You can't always get what you want: Trade-size clustering and quantity choice in liquidity," Journal of Financial Economics, Elsevier, vol. 78(1), pages 89-119, October.
    61. Ling, Leng & Arias, J.J., 2013. "Mutual fund flows and window-dressing," The Quarterly Review of Economics and Finance, Elsevier, vol. 53(4), pages 440-449.
    62. Yang-Cheng Lu & Hao Fang & Chien-Chung Nieh, 2012. "The price impact of foreign institutional herding on large-size stocks in the Taiwan stock market," Review of Quantitative Finance and Accounting, Springer, vol. 39(2), pages 189-208, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Anna Pomeranets & Daniel G. Weaver, 2024. "Forced consolidation," Review of Quantitative Finance and Accounting, Springer, vol. 62(2), pages 579-601, February.

    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. 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.
    3. 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).
    4. Imtiaz Mohammad Sifat & Azhar Mohamad, 2019. "Circuit breakers as market stability levers: A survey of research, praxis, and challenges," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(3), pages 1130-1169, July.
    5. 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.
    6. 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.
    7. Bing, Tao & Cui, Yian & Min, Ying & Xiong, Xiong, 2022. "Price limit changes and market quality: Evidence from China," Finance Research Letters, Elsevier, vol. 48(C).
    8. Hsieh, Wen-liang G. & He, Huei-Ru, 2014. "Informed trading, trading strategies and the information content of trading volume: Evidence from the Taiwan index options market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 31(C), pages 187-215.
    9. Murphy Jun Jie Lee, 2013. "The Microstructure of Trading Processes on the Singapore Exchange," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 2-2013.
    10. Murphy Jun Jie Lee, 2013. "The Microstructure of Trading Processes on the Singapore Exchange," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 4, July-Dece.
    11. Zhang, Xiaotao & Wang, Ziqiao & Hao, Jing & He, Feng, 2022. "Price limit and stock market quality: Evidence from a quasi-natural experiment in the Chinese stock market," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    12. Duong, Huu Nhan & Kalev, Petko S., 2013. "Anonymity and order submissions," Pacific-Basin Finance Journal, Elsevier, vol. 25(C), pages 101-118.
    13. 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.
    14. Hung, Pi-Hsia & Lien, Donald, 2019. "Trading aggressiveness, order execution quality, and stock price movements: Evidence from the Taiwan stock exchange," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 60(C), pages 231-251.
    15. Duong, Huu Nhan & Kalev, Petko S. & Krishnamurti, Chandrasekhar, 2009. "Order aggressiveness of institutional and individual investors," Pacific-Basin Finance Journal, Elsevier, vol. 17(5), pages 533-546, November.
    16. Alexis Stenfors & Masayuki Susai, 2021. "Stealth Trading in FX Markets," Working Papers in Economics & Finance 2021-02, University of Portsmouth, Portsmouth Business School, Economics and Finance Subject Group.
    17. Lin, Chaonan & Ko, Kuan-Cheng & Lin, Lin & Yang, Nien-Tzu, 2017. "Price limits and the value premium in the Taiwan stock market," Pacific-Basin Finance Journal, Elsevier, vol. 41(C), pages 26-45.
    18. Xinyue Dong & Honggang Li, 2019. "The Effect of Extremely Small Price Limits: Evidence from the Early Period of the Chinese Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 55(7), pages 1516-1530, May.
    19. Li, Huimin & Zheng, Dazhi & Chen, Jun, 2014. "Effectiveness, cause and impact of price limit—Evidence from China's cross-listed stocks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 217-241.
    20. Seza Danışoğlu & Z. Nuray Güner, 2018. "Do price limits help control stock price volatility?," Annals of Operations Research, Springer, vol. 260(1), pages 129-157, January.

    More about this item

    Keywords

    Market microstructure; Order aggressiveness; Trade size; Price variation; Trading strategy;
    All these keywords.

    JEL classification:

    • D03 - Microeconomics - - General - - - Behavioral Microeconomics: Underlying Principles
    • 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
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors

    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:55:y:2020:i:1:d:10.1007_s11156-019-00842-3. 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.