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Anonymous Trading in Equities

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  • TOM GRIMSTVEDT MELING

Abstract

In this paper, I explore a reform at the Oslo Stock Exchange to assess the causal effect of posttrade trader anonymity on stock liquidity and trading volume. Using a regression discontinuity approach, I find that anonymity leads to a reduction in bid‐ask spreads of 40% and an increase in trading volume of more than 50%. The increase in trading volume is accounted for largely by increased trading activity by institutional investors, while retail investors do not adjust their trading behavior in response to anonymity. The results suggest that posttrade anonymity positively affects standard measures of market quality.

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  • Tom Grimstvedt Meling, 2021. "Anonymous Trading in Equities," Journal of Finance, American Finance Association, vol. 76(2), pages 707-754, April.
  • Handle: RePEc:bla:jfinan:v:76:y:2021:i:2:p:707-754
    DOI: 10.1111/jofi.12988
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    1. Erich Battistin & Agar Brugiavini & Enrico Rettore & Guglielmo Weber, 2009. "The Retirement Consumption Puzzle: Evidence from a Regression Discontinuity Approach," American Economic Review, American Economic Association, vol. 99(5), pages 2209-2226, December.
    2. 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.
    3. Marco Pagano, 1989. "Trading Volume and Asset Liquidity," The Quarterly Journal of Economics, Oxford University Press, vol. 104(2), pages 255-274.
    4. Raffaello Bronzini & Eleonora Iachini, 2014. "Are Incentives for R&D Effective? Evidence from a Regression Discontinuity Approach," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 100-134, November.
    5. Pierre Collin-Dufresne & Vyacheslav Fos, 2015. "Do Prices Reveal the Presence of Informed Trading?," Journal of Finance, American Finance Association, vol. 70(4), pages 1555-1582, August.
    6. Kenneth R. Ahern & Amy K. Dittmar, 2012. "The Changing of the Boards: The Impact on Firm Valuation of Mandated Female Board Representation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 137-197.
    7. Admati, Anat R & Pfleiderer, Paul, 1991. "Sunshine Trading and Financial Market Equilibrium," Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 443-481.
    8. 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.
    9. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    10. Trond M. Døskeland & Hans K. Hvide, 2011. "Do Individual Investors Have Asymmetric Information Based on Work Experience?," Journal of Finance, American Finance Association, vol. 66(3), pages 1011-1041, June.
    11. Itzhak Ben‐David & Francesco Franzoni & Rabih Moussawi, 2018. "Do ETFs Increase Volatility?," Journal of Finance, American Finance Association, vol. 73(6), pages 2471-2535, December.
    12. Paul A. Gompers & Andrew Metrick, 2001. "Institutional Investors and Equity Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 229-259.
    13. Dennis, Patrick J. & Sandås, Patrik, 2020. "Does Trading Anonymously Enhance Liquidity?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(7), pages 2372-2396, November.
    14. Seppi, Duane J, 1990. "Equilibrium Block Trading and Asymmetric Information," Journal of Finance, American Finance Association, vol. 45(1), pages 73-94, March.
    15. Juhani T. Linnainmaa & Gideon Saar, 2012. "Lack of Anonymity and the Inference from Order Flow," Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1414-1456.
    16. 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.
    17. Terrence Hendershott & Charles M. Jones, 2005. "Island Goes Dark: Transparency, Fragmentation, and Regulation," Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 743-793.
    18. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2010. "The Value of School Facility Investments: Evidence from a Dynamic Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 215-261.
    19. Lee, David S. & Card, David, 2008. "Regression discontinuity inference with specification error," Journal of Econometrics, Elsevier, vol. 142(2), pages 655-674, February.
    20. Foucault, Thierry & Pagano, Marco & Roell, Ailsa, 2013. "Market Liquidity: Theory, Evidence, and Policy," OUP Catalogue, Oxford University Press, number 9780199936243, Decembrie.
    21. Yen-Cheng Chang & Harrison Hong & Inessa Liskovich, 2015. "Regression Discontinuity and the Price Effects of Stock Market Indexing," Review of Financial Studies, Society for Financial Studies, vol. 28(1), pages 212-246.
    22. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    23. Comerton-Forde, Carole & Putniņš, TÄ lis J. & Tang, Kar Mei, 2011. "Why Do Traders Choose to Trade Anonymously?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(4), pages 1025-1049, August.
    24. Randi Næs & Johannes A. Skjeltorp & Bernt Arne Ødegaard, 2011. "Stock Market Liquidity and the Business Cycle," Journal of Finance, American Finance Association, vol. 66(1), pages 139-176, February.
    25. Erik Theissen, 2003. "Trader Anonymity, Price Formation and Liquidity," Review of Finance, European Finance Association, vol. 7(1), pages 1-26.
    26. 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.
    27. Jonathan Brogaard & Björn Hagströmer & Lars Nordén & Ryan Riordan, 2015. "Trading Fast and Slow: Colocation and Liquidity," Review of Financial Studies, Society for Financial Studies, vol. 28(12), pages 3407-3443.
    28. Comerton-Forde, Carole & Tang, Kar Mei, 2009. "Anonymity, liquidity and fragmentation," Journal of Financial Markets, Elsevier, vol. 12(3), pages 337-367, August.
    29. Werner, Ingrid M. & Wen, Yuanji & Rindi, Barbara & Buti, Sabrina, 2019. "Tick Size, Trading Strategies and Market Quality," Working Paper Series 2019-03, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    30. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    31. Jegadeesh, Narasimhan & Subrahmanyam, Avanidhar, 1993. "Liquidity Effects of the Introduction of the S&P 500 Index Futures Contract on the Underlying Stocks," The Journal of Business, University of Chicago Press, vol. 66(2), pages 171-187, April.
    32. Jean†Edouard Colliard & Peter Hoffmann, 2017. "Financial Transaction Taxes, Market Composition, and Liquidity," Journal of Finance, American Finance Association, vol. 72(6), pages 2685-2716, December.
    33. Huddart, Steven & Hughes, John S & Levine, Carolyn B, 2001. "Public Disclosure and Dissimulation of Insider Trades," Econometrica, Econometric Society, vol. 69(3), pages 665-681, May.
    34. Michael Goldstein & Albert J. Menkveld, 2014. "High-Frequency Traders and Market Structure," The Financial Review, Eastern Finance Association, vol. 49(2), pages 333-344, May.
    35. Barbara Rindi, 2008. "Informed Traders as Liquidity Providers: Anonymity, Liquidity and Price Formation," Review of Finance, European Finance Association, vol. 12(3), pages 497-532.
    36. Katya Malinova & Andreas Park, 2015. "Subsidizing Liquidity: The Impact of Make/Take Fees on Market Quality," Journal of Finance, American Finance Association, vol. 70(2), pages 509-536, April.
    37. Ross, Stephen A, 1989. " Information and Volatility: The No-Arbitrage Martingale Approach to Timing and Resolution Irrelevancy," Journal of Finance, American Finance Association, vol. 44(1), pages 1-17, March.
    38. Pierre Collin-Dufresne & Vyacheslav Fos, 2013. "Do Prices Reveal the Presence of Informed Trading?," Swiss Finance Institute Research Paper Series 13-69, Swiss Finance Institute, revised Sep 2015.
    39. 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.
    40. O'Hara, Maureen & Ye, Mao, 2011. "Is market fragmentation harming market quality?," Journal of Financial Economics, Elsevier, vol. 100(3), pages 459-474, June.
    41. Brad M. Barber & Terrance Odean, 2008. "All That Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors," Review of Financial Studies, Society for Financial Studies, vol. 21(2), pages 785-818, April.
    42. David Hirshleifer & Sonya Seongyeon Lim & Siew Hong Teoh, 2009. "Driven to Distraction: Extraneous Events and Underreaction to Earnings News," Journal of Finance, American Finance Association, vol. 64(5), pages 2289-2325, October.
    43. Friederich, Sylvain & Payne, Richard, 2014. "Trading anonymity and order anticipation," Journal of Financial Markets, Elsevier, vol. 21(C), pages 1-24.
    44. 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.
    45. Bessembinder, Hendrik, 2003. "Trade Execution Costs and Market Quality after Decimalization," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 38(4), pages 747-777, December.
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