IDEAS home Printed from https://ideas.repec.org/a/ebl/ecbull/eb-19-00450.html
   My bibliography  Save this article

Have Stock Prices become more Uniformly Distributed?

Author

Listed:
  • Ahmed Baig

    (Lahore University of Management Science)

  • Nasim Sabah

    (Framingham State University)

  • Drew Winters

    (Texas Tech University)

Abstract

We find that: (1) prices cluster on 0¢ and 5¢, (2) prices cluster at the close and intraday, (3) intraday prices cluster more than closing prices with the difference increasing through time, and (4) price clustering declines with time. Our results suggest several paths for future research.

Suggested Citation

  • Ahmed Baig & Nasim Sabah & Drew Winters, 2019. "Have Stock Prices become more Uniformly Distributed?," Economics Bulletin, AccessEcon, vol. 39(2), pages 1242-1250.
    • Handle: RePEc:ebl:ecbull:eb-19-00450
    as

    Download full text from publisher

    File URL: http://www.accessecon.com/Pubs/EB/2019/Volume39/EB-19-V39-I2-P118.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bai, Jennie & Philippon, Thomas & Savov, Alexi, 2016. "Have financial markets become more informative?," Journal of Financial Economics, Elsevier, vol. 122(3), pages 625-654.
    2. Christie, William G & Harris, Jeffrey H & Schultz, Paul H, 1994. "Why Did NASDAQ Market Makers Stop Avoiding Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1841-1860, December.
    3. Christie, William G & Schultz, Paul H, 1994. "Why Do NASDAQ Market Makers Avoid Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1813-1840, December.
    4. Blau, Benjamin M. & Griffith, Todd G., 2016. "Price clustering and the stability of stock prices," Journal of Business Research, Elsevier, vol. 69(10), pages 3933-3942.
    5. Anat R. Admati, Paul Pfleiderer, 1988. "A Theory of Intraday Patterns: Volume and Price Variability," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 3-40.
    6. Harris, Lawrence, 1991. "Stock Price Clustering and Discreteness," The Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 389-415.
    7. Terrence Hendershott & Charles M. Jones & Albert J. Menkveld, 2011. "Does Algorithmic Trading Improve Liquidity?," Journal of Finance, American Finance Association, vol. 66(1), pages 1-33, February.
    8. Michael Goldstein & Ryan L. Davis & Bonnie F. Van Ness & Robert A. Van Ness, 2014. "Clustering of Trade Prices by High-Frequency and Non–High-Frequency Trading Firms," The Financial Review, Eastern Finance Association, vol. 49(2), pages 421-433, May.
    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. Donglian Ma & Hisashi Tanizaki, 2022. "Intraday patterns of price clustering in Bitcoin," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-25, December.
    2. Mishra, Ajay Kumar & Tripathy, Trilochan, 2018. "Price and trade size clustering: Evidence from the national stock exchange of India," The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 63-72.
    3. Vladim'ir Hol'y & Petra Tomanov'a, 2021. "Modeling Price Clustering in High-Frequency Prices," Papers 2102.12112, arXiv.org, revised Mar 2021.
    4. John Board & Charles Sutcliffe & Stephen Wells, 2002. "Transparency and Fragmentation," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-4039-0707-3.
    5. Lallouache, Mehdi & Abergel, Frédéric, 2014. "Tick size reduction and price clustering in a FX order book," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 416(C), pages 488-498.
    6. Bill M. Cai & Charlie X. Cai & Kevin Keasey, 2007. "Influence of cultural factors on price clustering and price resistance in China's stock markets," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 47(4), pages 623-641, December.
    7. Robert Litzenberger & Jeff Castura & Richard Gorelick, 2012. "The Impacts of Automation and High Frequency Trading on Market Quality," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 59-98, October.
    8. Ahn, Hee-Joon & Cai, Jun & Cheung, Yan Leung, 2005. "Price clustering on the limit-order book: Evidence from the Stock Exchange of Hong Kong," Journal of Financial Markets, Elsevier, vol. 8(4), pages 421-451, November.
    9. ap Gwilym, Owain & Clare, Andrew & Thomas, Stephen, 1998. "Price clustering and bid-ask spreads in international bond futures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 8(3-4), pages 377-391, December.
    10. Bharati, Rakesh & Crain, Susan J. & Kaminski, Vincent, 2012. "Clustering in crude oil prices and the target pricing zone hypothesis," Energy Economics, Elsevier, vol. 34(4), pages 1115-1123.
    11. Biais, Bruno & Bisière, Christophe & Spatt, Chester, 2003. "Imperfect Competition in Financial Markets: ISLAND versus NASDAQ," IDEI Working Papers 220, Institut d'Économie Industrielle (IDEI), Toulouse, revised Dec 2006.
    12. Das, Sougata & Kadapakkam, Palani-Rajan, 2020. "Machine over Mind? Stock price clustering in the era of algorithmic trading," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    13. LaPlante, Michele & Muscarella, Chris J., 1997. "Do institutions receive comparable execution in the NYSE and Nasdaq markets? A transaction study of block trades," Journal of Financial Economics, Elsevier, vol. 45(1), pages 97-134, July.
    14. Griffiths, Mark D. & Smith, Brian F. & Turnbull, D. Alasdair S. & White, Robert W., 1998. "The Role of Tick Size in Upstairs Trading and Downstairs Trading," Journal of Financial Intermediation, Elsevier, vol. 7(4), pages 393-417, October.
    15. Kandel, Eugene & Marx, Leslie M., 1997. "Nasdaq market structure and spread patterns," Journal of Financial Economics, Elsevier, vol. 45(1), pages 61-89, July.
    16. Godek, Paul E., 1996. "Why Nasdaq market makers avoid odd-eighth quotes," Journal of Financial Economics, Elsevier, vol. 41(3), pages 465-474, July.
    17. Porter, David C. & Weaver, Daniel G., 1998. "Post-trade transparency on Nasdaq's national market system," Journal of Financial Economics, Elsevier, vol. 50(2), pages 231-252, November.
    18. Bacidore, Jeffrey M., 2001. "Decimalization, adverse selection, and market maker rents," Journal of Banking & Finance, Elsevier, vol. 25(5), pages 829-855, May.
    19. Garvey, Ryan & Wu, Fei, 2014. "Clustering of intraday order-sizes by uninformed versus informed traders," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 222-235.
    20. Brown, Philip & Chua, Angeline & Mitchell, Jason, 2002. "The influence of cultural factors on price clustering: Evidence from Asia-Pacific stock markets," Pacific-Basin Finance Journal, Elsevier, vol. 10(3), pages 307-332, June.

    More about this item

    Keywords

    price clustering; intra-day clustering; round prices; time;
    All these keywords.

    JEL classification:

    • G1 - Financial Economics - - General 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:ebl:ecbull:eb-19-00450. 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: John P. Conley (email available below). General contact details of provider: .

    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.