IDEAS home Printed from https://ideas.repec.org/p/tin/wpaper/20120141.html
   My bibliography  Save this paper

Sunshine Trading: Flashes of Trading Intent at the NASDAQ

Author

Listed:
  • Johannes A. Skjeltorp

    (Norges Bank)

  • Elvira Sojli

    (Erasmus University Rotterdam, Duisenberg school of finance)

  • Wing Wah Tham

    (Erasmus University Rotterdam)

Abstract

Forthcoming in the 'Journal of Financial and Quantitative Analysis'. We use the introduction and the subsequent removal of the flash order facility (an actionable indication of interest, IOI) from the NASDAQ as a natural experiment to investigatethe impact of voluntary disclosure of trading intent on market quality. We find that flashorders significantly improve liquidity in the NASDAQ. In addition, overall market qualityimproves substantially when the flash functionality is introduced and deteriorates when it isremoved. One explanation for our findings is that flash orders are placed by less informedtraders and fulfill their role as an advertisement of uninformed liquidity needs. They successfully attract responses from liquidity providers immediately after the announcement isplaced, thus lowering the risk-bearing cost for the overall market. Our study is important inunderstanding the impact of voluntary disclosure, in guiding future market design choices,and in the current debate on dark pools and IOIs.

Suggested Citation

  • Johannes A. Skjeltorp & Elvira Sojli & Wing Wah Tham, 2012. "Sunshine Trading: Flashes of Trading Intent at the NASDAQ," Tinbergen Institute Discussion Papers 12-141/IV/DSF47, Tinbergen Institute.
    • Handle: RePEc:tin:wpaper:20120141
    as

    Download full text from publisher

    File URL: https://papers.tinbergen.nl/12141.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    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. Kenneth A. Kavajecz, 1999. "A Specialist's Quoted Depth and the Limit Order Book," Journal of Finance, American Finance Association, vol. 54(2), pages 747-771, April.
    4. Madhavan, Ananth, 1995. "Consolidation, Fragmentation, and the Disclosure of Trading Information," The Review of Financial Studies, Society for Financial Studies, vol. 8(3), pages 579-603.
    5. Biais, Bruno, 1993. "Price Information and Equilibrium Liquidity in Fragmented and Centralized Markets," Journal of Finance, American Finance Association, vol. 48(1), pages 157-185, March.
    6. Jorion, Philippe & Schwartz, Eduardo, 1986. "Integration vs. Segmentation in the Canadian Stock Market," Journal of Finance, American Finance Association, vol. 41(3), pages 603-614, July.
    7. Sébastien Pouget & Marguerite Dia, 2011. "Sunshine Trading in an African Stock Market," Post-Print halshs-00738418, HAL.
    8. Moinas, Sophie, 2010. "Hidden Limit Orders and Liquidity in Order Driven Markets," IDEI Working Papers 600, Institut d'Économie Industrielle (IDEI), Toulouse.
    9. Madhavan, Ananth, 1996. "Security Prices and Market Transparency," Journal of Financial Intermediation, Elsevier, vol. 5(3), pages 255-283, July.
    10. Sabrina Buti & Barbara Rindi & Ingrid M. Werner, 2011. "Dark Pool Trading Strategies," Working Papers 421, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    11. Michael A. Goldstein & Edith S. Hotchkiss & Erik R. Sirri, 2007. "Transparency and Liquidity: A Controlled Experiment on Corporate Bonds," The Review of Financial Studies, Society for Financial Studies, vol. 20(2), pages 235-273.
    12. Thierry Foucault & Sophie Moinas & Erik Theissen, 2007. "Does Anonymity Matter in Electronic Limit Order Markets?," The Review of Financial Studies, Society for Financial Studies, vol. 20(5), pages 1707-1747, 2007 28.
    13. Buti, Sabrina & Rindi, Barbara & Werner, Ingrid M., 2010. "Dynamic Dark Pool Trading Strategies in Limit Order Markets," Working Paper Series 2010-6, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    14. Biais, Bruno & Glosten, Larry & Spatt, Chester, 2005. "Market microstructure: A survey of microfoundations, empirical results, and policy implications," Journal of Financial Markets, Elsevier, vol. 8(2), pages 217-264, May.
    15. 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.
    16. Hee‐Joon Ahn & Kee‐Hong Bae & Kalok Chan, 2001. "Limit Orders, Depth, and Volatility: Evidence from the Stock Exchange of Hong Kong," Journal of Finance, American Finance Association, vol. 56(2), pages 767-788, April.
    17. Hasbrouck, Joel & Saar, Gideon, 2009. "Technology and liquidity provision: The blurring of traditional definitions," Journal of Financial Markets, Elsevier, vol. 12(2), pages 143-172, May.
    18. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    19. Coller, M & Yohn, TL, 1997. "Management forecasts and information asymmetry: An examination of bid-ask spreads," Journal of Accounting Research, Wiley Blackwell, vol. 35(2), pages 181-191.
    20. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    21. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2000. "Commonality in liquidity," Journal of Financial Economics, Elsevier, vol. 56(1), pages 3-28, April.
    22. Terrence Hendershott & Charles M. Jones, 2005. "Island Goes Dark: Transparency, Fragmentation, and Regulation," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 743-793.
    23. Chakravarty Sugato & Holden Craig W., 1995. "An Integrated Model of Market and Limit Orders," Journal of Financial Intermediation, Elsevier, vol. 4(3), pages 213-241, July.
    24. Ranaldo, Angelo, 2004. "Order aggressiveness in limit order book markets," Journal of Financial Markets, Elsevier, vol. 7(1), pages 53-74, January.
    25. 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.
    26. Stephen R Foerster & G Andrew Karolyi, 1993. "International Listings of Stocks: The Case of Canada and the U.S," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 24(4), pages 763-784, December.
    27. Cheol S. Eun & Sanjiv Sabherwal, 2003. "Cross‐Border Listings and Price Discovery: Evidence from U.S.‐Listed Canadian Stocks," Journal of Finance, American Finance Association, vol. 58(2), pages 549-575, April.
    28. Goldstein, Michael A. & A. Kavajecz, Kenneth, 2000. "Eighths, sixteenths, and market depth: changes in tick size and liquidity provision on the NYSE," Journal of Financial Economics, Elsevier, vol. 56(1), pages 125-149, April.
    29. Bushman, Robert M. & Smith, Abbie J., 2001. "Financial accounting information and corporate governance," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 237-333, December.
    30. Harris, Lawrence & Hasbrouck, Joel, 1996. "Market vs. Limit Orders: The SuperDOT Evidence on Order Submission Strategy," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(2), pages 213-231, June.
    31. Amy K. Edwards & Lawrence E. Harris & Michael S. Piwowar, 2007. "Corporate Bond Market Transaction Costs and Transparency," Journal of Finance, American Finance Association, vol. 62(3), pages 1421-1451, June.
    32. Ekkehart Boehmer & Eric K. Kelley, 2009. "Institutional Investors and the Informational Efficiency of Prices," The Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3563-3594, September.
    33. Bessembinder, Hendrik & Maxwell, William & Venkataraman, Kumar, 2006. "Market transparency, liquidity externalities, and institutional trading costs in corporate bonds," Journal of Financial Economics, Elsevier, vol. 82(2), pages 251-288, November.
    34. Biais, Bruno & Hillion, Pierre & Spatt, Chester, 1995. "An Empirical Analysis of the Limit Order Book and the Order Flow in the Paris Bourse," Journal of Finance, American Finance Association, vol. 50(5), pages 1655-1689, December.
    35. repec:bla:jfinan:v:58:y:2003:i:2:p:549-576 is not listed on IDEAS
    36. Bessembinder, Hendrik & Venkataraman, Kumar, 2004. "Does an electronic stock exchange need an upstairs market?," Journal of Financial Economics, Elsevier, vol. 73(1), pages 3-36, July.
    37. Bae, Kee-Hong & Jang, Hasung & Park, Kyung Suh, 2003. "Traders' choice between limit and market orders: evidence from NYSE stocks," Journal of Financial Markets, Elsevier, vol. 6(4), pages 517-538, August.
    38. Michael A. Goldstein & Paul Irvine & Eugene Kandel & Zvi Wiener, 2009. "Brokerage Commissions and Institutional Trading Patterns," The Review of Financial Studies, Society for Financial Studies, vol. 22(12), pages 5175-5212, December.
    39. Michael J. Barclay, 2003. "Price Discovery and Trading After Hours," The Review of Financial Studies, Society for Financial Studies, vol. 16(4), pages 1041-1073.
    40. Anand, Amber & Weaver, Daniel G., 2004. "Can order exposure be mandated?," Journal of Financial Markets, Elsevier, vol. 7(4), pages 405-426, October.
    41. Schoeneborn, Torsten & Schied, Alexander, 2007. "Liquidation in the Face of Adversity: Stealth Vs. Sunshine Trading, Predatory Trading Vs. Liquidity Provision," MPRA Paper 5548, University Library of Munich, Germany.
    42. Flood, Mark D, et al, 1999. "Quote Disclosure and Price Discovery in Multiple-Dealer Financial Markets," The Review of Financial Studies, Society for Financial Studies, vol. 12(1), pages 37-59.
    43. Fama, Eugene F & Jensen, Michael C, 1983. "Separation of Ownership and Control," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 301-325, June.
    44. 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.
    45. Admati, Anat R & Pfleiderer, Paul, 1991. "Sunshine Trading and Financial Market Equilibrium," The Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 443-481.
    46. Madhavan, Ananth & Porter, David & Weaver, Daniel, 2005. "Should securities markets be transparent?," Journal of Financial Markets, Elsevier, vol. 8(3), pages 265-287, August.
    47. Handa, Puneet & Schwartz, Robert A, 1996. "Limit Order Trading," Journal of Finance, American Finance Association, vol. 51(5), pages 1835-1861, December.
    48. Ekkehart Boehmer & Gideon Saar & Lei Yu, 2005. "Lifting the Veil: An Analysis of Pre‐trade Transparency at the NYSE," Journal of Finance, American Finance Association, vol. 60(2), pages 783-815, April.
    49. 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.
    50. Bloomfield, Robert & O'Hara, Maureen, 1999. "Market Transparency: Who Wins and Who Loses?," The Review of Financial Studies, Society for Financial Studies, vol. 12(1), pages 5-35.
    51. Joel Hasbrouck, 2009. "Trading Costs and Returns for U.S. Equities: Estimating Effective Costs from Daily Data," Journal of Finance, American Finance Association, vol. 64(3), pages 1445-1477, June.
    52. Bessembinder, Hendrik & Panayides, Marios & Venkataraman, Kumar, 2009. "Hidden liquidity: An analysis of order exposure strategies in electronic stock markets," Journal of Financial Economics, Elsevier, vol. 94(3), pages 361-383, December.
    53. Pagano, Marco & Roell, Ailsa, 1996. "Transparency and Liquidity: A Comparison of Auction and Dealer Markets with Informed Trading," Journal of Finance, American Finance Association, vol. 51(2), pages 579-611, June.
    54. Shmuel Baruch, 2005. "Who Benefits from an Open Limit-Order Book?," The Journal of Business, University of Chicago Press, vol. 78(4), pages 1267-1306, July.
    55. Goyenko, Ruslan Y. & Holden, Craig W. & Trzcinka, Charles A., 2009. "Do liquidity measures measure liquidity?," Journal of Financial Economics, Elsevier, vol. 92(2), pages 153-181, May.
    56. Khurana, Inder K. & Pereira, Raynolde & Martin, Xiumin, 2006. "Firm Growth and Disclosure: An Empirical Analysis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 41(2), pages 357-380, June.
    57. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    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. Hoffmann, Peter, 2013. "A dynamic limit order market with fast and slow traders," Working Paper Series 1526, European Central Bank.
    2. Johannes A. Skjeltorp & Elvira Sojli & Wing Wah Tham, 2012. "Identifying cross-sided liquidity externalities," Working Paper 2012/20, Norges Bank.
    3. Hoffmann, Peter, 2012. "A dynamic limit order market with fast and slow traders," MPRA Paper 39855, University Library of Munich, Germany.
    4. Hoffmann, Peter, 2012. "A dynamic limit order market with fast and slow traders," MPRA Paper 44621, University Library of Munich, Germany, revised Jan 2013.

    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. Bessembinder, Hendrik & Panayides, Marios & Venkataraman, Kumar, 2009. "Hidden liquidity: An analysis of order exposure strategies in electronic stock markets," Journal of Financial Economics, Elsevier, vol. 94(3), pages 361-383, December.
    2. Tseng, Yi-Heng & Chen, Shu-Heng, 2015. "Limit order book transparency and order aggressiveness at the closing call: Lessons from the TWSE 2012 new information disclosure mechanism," Pacific-Basin Finance Journal, Elsevier, vol. 35(PA), pages 241-272.
    3. Pham, Thu Phuong & Westerholm, P. Joakim, 2013. "A survey of research into broker identity and limit order book," Working Papers 17212, University of Tasmania, Tasmanian School of Business and Economics, revised 16 Oct 2013.
    4. Paulo Pereira da Silva & Carlos Vieira & Isabel Vieira, 2018. "Central clearing and CDS market quality," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 38(6), pages 731-753, June.
    5. Ariadna Dumitrescu, 2010. "Liquidity and Optimal Market Transparency," European Financial Management, European Financial Management Association, vol. 16(4), pages 599-623, September.
    6. Menkhoff, Lukas & Osler, Carol L. & Schmeling, Maik, 2010. "Limit-order submission strategies under asymmetric information," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2665-2677, November.
    7. 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, January-A.
    8. Roberto Pascual & David Veredas, 2010. "Does the Open Limit Order Book Matter in Explaining Informational Volatility?," Journal of Financial Econometrics, Oxford University Press, vol. 8(1), pages 57-87, Winter.
    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 4, July-Dece.
    10. Biais, Bruno & Glosten, Larry & Spatt, Chester, 2005. "Market microstructure: A survey of microfoundations, empirical results, and policy implications," Journal of Financial Markets, Elsevier, vol. 8(2), pages 217-264, May.
    11. Vayanos, Dimitri & Wang, Jiang, 2013. "Market Liquidity—Theory and Empirical Evidence ," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1289-1361, Elsevier.
    12. Liang Ding & Hao Zou & Vittorio Addona, 2012. "Semi‐transparency, dealership market, and foreign exchange market quality," Review of Financial Economics, John Wiley & Sons, vol. 21(1), pages 1-13, January.
    13. Wing Wah Tham & Elvira Sojli & Johannes A. Skjeltorp, 2018. "Cross-Sided Liquidity Externalities," Management Science, INFORMS, vol. 64(6), pages 2901-2929, June.
    14. Craig W. Holden & Stacey Jacobsen & Avanidhar Subrahmanyam, 2014. "The Empirical Analysis of Liquidity," Foundations and Trends(R) in Finance, now publishers, vol. 8(4), pages 263-365, December.
    15. Suchismita Mishra & Le Zhao, 2021. "Order Routing Decisions for a Fragmented Market: A Review," JRFM, MDPI, vol. 14(11), pages 1-32, November.
    16. He, Yinghua & Nielsson, Ulf & Guo, Hong & Yang, Jiong, 2014. "Subscribing to transparency," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 189-206.
    17. 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.
    18. Comerton-Forde, Carole & Tang, Kar Mei, 2009. "Anonymity, liquidity and fragmentation," Journal of Financial Markets, Elsevier, vol. 12(3), pages 337-367, August.
    19. PASCUAL, Roberto & VEREDAS, David, 2006. "Does the open limit order book matter in explaining long run volatility ?," LIDAM Discussion Papers CORE 2006110, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    20. G. Wuyts, 2007. "Stock Market Liquidity.Determinants and Implications," Review of Business and Economic Literature, KU Leuven, Faculty of Economics and Business (FEB), Review of Business and Economic Literature, vol. 0(2), pages 279-316.

    More about this item

    Keywords

    Actionable Indication of Interest (IOI); Flash orders; High-frequency Trading;
    All these keywords.

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:tin:wpaper:20120141. 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: Tinbergen Office +31 (0)10-4088900 (email available below). General contact details of provider: https://edirc.repec.org/data/tinbenl.html .

    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.