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Flying under the radar: The real effects of anonymous trading

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  • Attig, Najah
  • El Ghoul, Sadok

Abstract

Using unique data on TSX Attributed Trading and a new proxy of Tobin's Q that accounts for intangible capital (Peters and Taylor, 2017), we investigate the impact of anonymous trading (AT) on managers' ability to use feedback conveyed by stock prices to improve investment efficiency. We show that AT reduces investment efficiency and that both anonymous buyer-initiated and seller-initiated trades have comparable effects. The negative effect of AT on managerial learning from stock prices is significant only for tangible investments and when disagreement among anonymous traders is high. Taken together, our new evidence indicates that AT distorts investment sensitivity to Tobin's Q, plausibly because anonymity attracts additional (uninformed) liquidity trading, which negatively impacts the effectiveness of asset prices in aggregating private information and in revealing fundamentals.

Suggested Citation

  • Attig, Najah & El Ghoul, Sadok, 2021. "Flying under the radar: The real effects of anonymous trading," Journal of Corporate Finance, Elsevier, vol. 71(C).
    • Handle: RePEc:eee:corfin:v:71:y:2021:i:c:s0929119921002145
    DOI: 10.1016/j.jcorpfin.2021.102092
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    as
    1. Hubbard, R Glenn & Kashyap, Anil K, 1992. "Internal Net Worth and the Investment Process: An Application to U.S. Agriculture," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 506-534, June.
    2. N. Bloom, 2016. "Fluctuations in uncertainty," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 4.
    3. Thierry Foucault & Laurent Frésard, 2012. "Cross-Listing, Investment Sensitivity to Stock Price, and the Learning Hypothesis," The Review of Financial Studies, Society for Financial Studies, vol. 25(11), pages 3305-3350.
    4. Edmans, Alex & Jayaraman, Sudarshan & Schneemeier, Jan, 2017. "The source of information in prices and investment-price sensitivity," Journal of Financial Economics, Elsevier, vol. 126(1), pages 74-96.
    5. Evan W. Anderson & Eric Ghysels & Jennifer L. Juergens, 2005. "Do Heterogeneous Beliefs Matter for Asset Pricing?," The Review of Financial Studies, Society for Financial Studies, vol. 18(3), pages 875-924.
    6. Malcolm Baker & Jeremy C. Stein & Jeffrey Wurgler, 2003. "When Does the Market Matter? Stock Prices and the Investment of Equity-Dependent Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 969-1005.
    7. Foucault, Thierry & Gehrig, Thomas, 2008. "Stock price informativeness, cross-listings, and investment decisions," Journal of Financial Economics, Elsevier, vol. 88(1), pages 146-168, April.
    8. Erickson, Timothy & Jiang, Colin Huan & Whited, Toni M., 2014. "Minimum distance estimation of the errors-in-variables model using linear cumulant equations," Journal of Econometrics, Elsevier, vol. 183(2), pages 211-221.
    9. Timothy Erickson & Toni M. Whited, 2000. "Measurement Error and the Relationship between Investment and q," Journal of Political Economy, University of Chicago Press, vol. 108(5), pages 1027-1057, October.
    10. Nick Bloom, 2007. "Uncertainty and the Dynamics of R&D," American Economic Review, American Economic Association, vol. 97(2), pages 250-255, May.
    11. Robert Bloomfield & Maureen O'Hara & Gideon Saar, 2009. "How Noise Trading Affects Markets: An Experimental Analysis," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2275-2302, June.
    12. Biddle, Gary C. & Hilary, Gilles & Verdi, Rodrigo S., 2009. "How does financial reporting quality relate to investment efficiency?," Journal of Accounting and Economics, Elsevier, vol. 48(2-3), pages 112-131, December.
    13. Bhandari, Avishek & Javakhadze, David, 2017. "Corporate social responsibility and capital allocation efficiency," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 354-377.
    14. Chordia, Tarun & Subrahmanyam, Avanidhar & Anshuman, V. Ravi, 2001. "Trading activity and expected stock returns," Journal of Financial Economics, Elsevier, vol. 59(1), pages 3-32, January.
    15. 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.
    16. Michael J. Barclay & Terrence Hendershott & D. Timothy McCormick, 2003. "Competition among Trading Venues: Information and Trading on Electronic Communications Networks," Journal of Finance, American Finance Association, vol. 58(6), pages 2637-2666, December.
    17. Foucault, Thierry & Fresard, Laurent, 2014. "Learning from peers' stock prices and corporate investment," Journal of Financial Economics, Elsevier, vol. 111(3), pages 554-577.
    18. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1996. "Cream-Skimming or Profit-Sharing? The Curious Role of Purchased Order Flow," Journal of Finance, American Finance Association, vol. 51(3), pages 811-833, July.
    19. Rajkovic, Tijana, 2020. "Lead independent directors and investment efficiency," Journal of Corporate Finance, Elsevier, vol. 64(C).
    20. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    21. Juhani T. Linnainmaa & Gideon Saar, 2012. "Lack of Anonymity and the Inference from Order Flow," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1414-1456.
    22. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    23. Madhavan, Ananth, 1996. "Security Prices and Market Transparency," Journal of Financial Intermediation, Elsevier, vol. 5(3), pages 255-283, July.
    24. Himmelberg, Charles P & Petersen, Bruce C, 1994. "R&D and Internal Finance: A Panel Study of Small Firms in High-Tech Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 38-51, February.
    25. Campbell, John Y. & Ramadorai, Tarun & Schwartz, Allie, 2009. "Caught on tape: Institutional trading, stock returns, and earnings announcements," Journal of Financial Economics, Elsevier, vol. 92(1), pages 66-91, April.
    26. O'Toole, Conor M. & Morgenroth, Edgar L.W. & Ha, Thuy T., 2016. "Investment efficiency, state-owned enterprises and privatisation: Evidence from Viet Nam in Transition," Journal of Corporate Finance, Elsevier, vol. 37(C), pages 93-108.
    27. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    28. repec:oup:rfinst:v:25:y::i:11:p:3305-3350 is not listed on IDEAS
    29. Jarrad Harford, 1999. "Corporate Cash Reserves and Acquisitions," Journal of Finance, American Finance Association, vol. 54(6), pages 1969-1997, December.
    30. Alex Boulatov & Thomas J. George, 2013. "Hidden and Displayed Liquidity in Securities Markets with Informed Liquidity Providers," The Review of Financial Studies, Society for Financial Studies, vol. 26(8), pages 2096-2137.
    31. Chen, Ruiyuan & El Ghoul, Sadok & Guedhami, Omrane & Wang, He, 2017. "Do state and foreign ownership affect investment efficiency? Evidence from privatizations," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 408-421.
    32. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    33. Drobetz, Wolfgang & El Ghoul, Sadok & Guedhami, Omrane & Janzen, Malte, 2018. "Policy uncertainty, investment, and the cost of capital," Journal of Financial Stability, Elsevier, vol. 39(C), pages 28-45.
    34. 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.
    35. Kau, James B. & Linck, James S. & Rubin, Paul H., 2008. "Do managers listen to the market?," Journal of Corporate Finance, Elsevier, vol. 14(4), pages 347-362, September.
    36. 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.
    37. Michael J. Barclay & Terrence Hendershott & D. Timothy McCormick, 2003. "Competition among Trading Venues: Information and Trading on Electronic Communications Networks," Journal of Finance, American Finance Association, vol. 58(6), pages 2637-2665, December.
    38. Qi Chen & Itay Goldstein & Wei Jiang, 2007. "Price Informativeness and Investment Sensitivity to Stock Price," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 619-650.
    39. Glosten, Lawrence R. & Milgrom, Paul R., 1985. "Bid, ask and transaction prices in a specialist market with heterogeneously informed traders," Journal of Financial Economics, Elsevier, vol. 14(1), pages 71-100, March.
    40. Olivier Dessaint & Thierry Foucault & Laurent Frésard & Adrien Matray, 2019. "Noisy Stock Prices and Corporate Investment," The Review of Financial Studies, Society for Financial Studies, vol. 32(7), pages 2625-2672.
    41. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    42. Philip Bond & Alex Edmans & Itay Goldstein, 2012. "The Real Effects of Financial Markets," Annual Review of Financial Economics, Annual Reviews, vol. 4(1), pages 339-360, October.
    43. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
    44. Alex Edmans & Itay Goldstein & Wei Jiang, 2012. "The Real Effects of Financial Markets: The Impact of Prices on Takeovers," Journal of Finance, American Finance Association, vol. 67(3), pages 933-971, June.
    45. Han, Bing & Tang, Ya & Yang, Liyan, 2016. "Public information and uninformed trading: Implications for market liquidity and price efficiency," Journal of Economic Theory, Elsevier, vol. 163(C), pages 604-643.
    46. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    47. Tor-Erik Bakke & Toni M. Whited, 2010. "Which Firms Follow the Market? An Analysis of Corporate Investment Decisions," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1941-1980.
    48. Yusif Simaan & Daniel G. Weaver & David K. Whitcomb, 2003. "Market Maker Quotation Behavior and Pretrade Transparency," Journal of Finance, American Finance Association, vol. 58(3), pages 1247-1268, June.
    49. Chemmanur, Thomas J. & Fulghieri, Paolo, 2006. "Competition and cooperation among exchanges: A theory of cross-listing and endogenous listing standards," Journal of Financial Economics, Elsevier, vol. 82(2), pages 455-489, November.
    50. Easley, David & Kiefer, Nicholas M & O'Hara, Maureen, 1997. "One Day in the Life of a Very Common Stock," The Review of Financial Studies, Society for Financial Studies, vol. 10(3), pages 805-835.
    51. Alex Frino & David Johnstone & Hui Zheng, 2010. "Anonymity, Stealth Trading, and the Information Content of Broker Identity," The Financial Review, Eastern Finance Association, vol. 45(3), pages 501-522, August.
    52. Jiang, Li & Kim, Jeong-Bon & Pang, Lei, 2011. "Control-ownership wedge and investment sensitivity to stock price," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2856-2867, November.
    53. Alex Edmans & Itay Goldstein & Wei Jiang, 2015. "Feedback Effects, Asymmetric Trading, and the Limits to Arbitrage," American Economic Review, American Economic Association, vol. 105(12), pages 3766-3797, December.
    54. Cumming, Douglas & Ji, Shan & Peter, Rejo & Tarsalewska, Monika, 2020. "Market manipulation and innovation," Journal of Banking & Finance, Elsevier, vol. 120(C).
    55. Comerton-Forde, Carole & Malinova, Katya & Park, Andreas, 2018. "Regulating dark trading: Order flow segmentation and market quality," Journal of Financial Economics, Elsevier, vol. 130(2), pages 347-366.
    56. Yusif Simaan & Daniel G. Weaver & David K. Whitcomb, 2003. "Market Maker Quotation Behavior and Pretrade Transparency," Journal of Finance, American Finance Association, vol. 58(3), pages 1247-1267, June.
    57. Hayashi, Fumio, 1982. "Tobin's Marginal q and Average q: A Neoclassical Interpretation," Econometrica, Econometric Society, vol. 50(1), pages 213-224, January.
    58. 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.
    59. Mary E. Barth & Ron Kasznik & Maureen F. McNichols, 2001. "Analyst Coverage and Intangible Assets," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 1-34, June.
    60. Irvine, P. J. A., 2000. "Do analysts generate trade for their firms? Evidence from the Toronto stock exchange," Journal of Accounting and Economics, Elsevier, vol. 30(2), pages 209-226, October.
    61. Rudy De Winne & Catherine D'hondt, 2007. "Hide-and-Seek in the Market: Placing and Detecting Hidden Orders," Review of Finance, European Finance Association, vol. 11(4), pages 663-692.
    62. Robert Bloomfield & Maureen O'Hara & Gideon Saar, 2015. "Hidden Liquidity: Some New Light on Dark Trading," Journal of Finance, American Finance Association, vol. 70(5), pages 2227-2274, October.
    63. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
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    More about this item

    Keywords

    Anonymous trading; Informative feedback; Tobin's Q; Investment efficiency;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies

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