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The impact of order flow on event study returns: New evidence from zero-leverage firms

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  • Zhang, Sijia
  • Gregoriou, Andros

Abstract

We empirically examine the initial loan announcement period of 96 zero-leverage firms listed on the FTSE 350 index. Our research demonstrates that there is a clear tendency that trades are executed at the ask price during the initial loan announcement period, which are regarded as favorable firm-level news. Similar results are observed for subsamples formed on the basis of trade size. Order flow disruption causes a bias in the calculation of returns around the company event announcement.

Suggested Citation

  • Zhang, Sijia & Gregoriou, Andros, 2021. "The impact of order flow on event study returns: New evidence from zero-leverage firms," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 627-634.
  • Handle: RePEc:eee:quaeco:v:80:y:2021:i:c:p:627-634
    DOI: 10.1016/j.qref.2021.04.014
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    1. Lummer, Scott L. & McConnell, John J., 1989. "Further evidence on the bank lending process and the capital-market response to bank loan agreements," Journal of Financial Economics, Elsevier, vol. 25(1), pages 99-122, November.
    2. Levi, Shai & Zhang, Xiao-Jun, 2015. "Asymmetric decrease in liquidity trading before earnings announcements and the announcement return premium," Journal of Financial Economics, Elsevier, vol. 118(2), pages 383-398.
    3. Dang, Viet Anh, 2013. "An empirical analysis of zero-leverage firms: New evidence from the UK," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 189-202.
    4. Brown, Philip & Walsh, David & Yuen, Andrea, 1997. "The interaction between order imbalance and stock price," Pacific-Basin Finance Journal, Elsevier, vol. 5(5), pages 539-557, December.
    5. Lo, Kevin & Coggins, Richard, 2006. "Effects of order flow imbalance on short-horizon contrarian strategies in the Australian equity market," Pacific-Basin Finance Journal, Elsevier, vol. 14(3), pages 291-310, June.
    6. 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.
    7. Lease, Ronald C & Masulis, Ronald W & Page, John R, 1991. "An Investigation of Market Microstructure Impacts on Event Study Returns," Journal of Finance, American Finance Association, vol. 46(4), pages 1523-1536, September.
    8. Bessler, Wolfgang & Drobetz, Wolfgang & Haller, Rebekka & Meier, Iwan, 2013. "The international zero-leverage phenomenon," Journal of Corporate Finance, Elsevier, vol. 23(C), pages 196-221.
    9. Andros Gregoriou, 2008. "The asymmetry of the price impact of block trades and the bid‐ask spread," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 35(2), pages 191-199, May.
    10. Zhang, Ting & Gu, Gao-Feng & Zhou, Wei-Xing, 2019. "Order imbalances and market efficiency: New evidence from the Chinese stock market," Emerging Markets Review, Elsevier, vol. 38(C), pages 458-467.
    11. Lee, Charles M. C., 1992. "Earnings news and small traders : An intraday analysis," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 265-302, August.
    12. Chan, Louis K. C. & Lakonishok, Josef, 1993. "Institutional trades and intraday stock price behavior," Journal of Financial Economics, Elsevier, vol. 33(2), pages 173-199, April.
    13. Strebulaev, Ilya A. & Yang, Baozhong, 2013. "The mystery of zero-leverage firms," Journal of Financial Economics, Elsevier, vol. 109(1), pages 1-23.
    14. Hasbrouck, Joel & Seppi, Duane J., 2001. "Common factors in prices, order flows, and liquidity," Journal of Financial Economics, Elsevier, vol. 59(3), pages 383-411, March.
    15. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    16. Sijia Zhang & Andros Gregoriou, 2019. "Initial bank loans, zero-leverage firms and stock market liquidity," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 46(5), pages 1028-1051, August.
    17. Blume, Marshall E & MacKinley, A Craig & Terker, Bruce, 1989. " Order Imbalances and Stock Price Movements on October 19 and 20, 1987," Journal of Finance, American Finance Association, vol. 44(4), pages 827-848, September.
    18. Chordia, Tarun & Subrahmanyam, Avanidhar, 2004. "Order imbalance and individual stock returns: Theory and evidence," Journal of Financial Economics, Elsevier, vol. 72(3), pages 485-518, June.
    19. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    20. Bissoondoyal-Bheenick, Emawtee & Brooks, Robert & Do, Hung Xuan, 2019. "Asymmetric relationship between order imbalance and realized volatility: Evidence from the Australian market," International Review of Economics & Finance, Elsevier, vol. 62(C), pages 309-320.
    21. Kim, Sukwon Thomas & Stoll, Hans R., 2014. "Are trading imbalances indicative of private information?," Journal of Financial Markets, Elsevier, vol. 20(C), pages 151-174.
    22. Sadok El Ghoul & Omrane Guedhami & Chuck Kwok & Xiaolan Zheng, 2018. "Zero-Leverage Puzzle: An International Comparison," Review of Finance, European Finance Association, vol. 22(3), pages 1063-1120.
    23. Alzahrani, Ahmed A. & Gregoriou, Andros & Hudson, Robert, 2013. "Price impact of block trades in the Saudi stock market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 322-341.
    24. Yufeng Han & David Lesmond, 2011. "Liquidity Biases and the Pricing of Cross-sectional Idiosyncratic Volatility," Review of Financial Studies, Society for Financial Studies, vol. 24(5), pages 1590-1629.
    25. Tarun Chordia & Jianfeng Hu & Avanidhar Subrahmanyam & Qing Tong, 2019. "Order Flow Volatility and Equity Costs of Capital," Management Science, INFORMS, vol. 65(4), pages 1520-1551, April.
    26. Kaul, Gautam & Nimalendran, M., 1990. "Price reversals *1: Bid-ask errors or market overreaction?," Journal of Financial Economics, Elsevier, vol. 28(1-2), pages 67-93.
    27. Zhang, Sijia & Gregoriou, Andros, 2019. "The price behavior around initial loan announcements: Evidence from zero-leverage firms in the UK," Research in International Business and Finance, Elsevier, vol. 50(C), pages 191-200.
    28. Gosnell, Thomas F. & Keown, Arthur J. & Pinkerton, John M., 1996. "The intraday speed of stock price adjustment to major dividend changes: Bid-ask bounce and order flow imbalances," Journal of Banking & Finance, Elsevier, vol. 20(2), pages 247-266, March.
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    More about this item

    Keywords

    Order flow ratio; Liquidity; Bid-ask spread; Bid-ask bounce;
    All these keywords.

    JEL classification:

    • 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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