1932

Abstract

High-frequency trading (HFT) has grown substantially in recent years due to fast-paced technological developments and their rapid uptake, particularly in equity markets. This review investigates how HFT could evolve and, by developing a robust understanding of its effects, identifies potential risks and opportunities that HFT could present in terms of financial stability and other market outcomes such as volatility, liquidity, price efficiency, and price discovery. Despite commonly held negative perceptions, the available evidence indicates that HFT and algorithmic trading may have several beneficial effects on markets. However, these types of trading may cause instabilities in financial markets in specific circumstances. Carefully chosen regulatory measures are needed to address concerns in the shorter term. However, further work is needed to inform policies in the longer term, particularly in view of likely uncertainties and lack of data. This work will be vital in supporting evidence-based regulation in this controversial and rapidly evolving field.

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2018-08-02
2024-04-20
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Literature Cited

  1. Aitken M, Harris FHd, McInish T, Aspris A, Foley S 2012. High frequency trading—assessing the impact on market efficiency and integrity Rep Foresight, Gov. Off. Sci London:
  2. Aït-Sahalia Y, Saglam M 2013. High frequency traders: taking advantage of speed NBER Work. Pap 19531
  3. Aït-Sahalia Y, Yu J 2009. High frequency market microstructure noise estimates and liquidity measures. Ann. Appl. Stat. 3:1422–57
    [Google Scholar]
  4. Allen F, Gorton G 1992. Stock price manipulation, market microstructure and asymmetric information. Eur. Econ. Rev. 36:624–30
    [Google Scholar]
  5. Amihud Y, Mendelsohn H, Lauterbach B 1997. Market microstructures and securities values: evidence from the Tel Aviv Stock Exchange. J. Financ. Econ. 45:3365–90
    [Google Scholar]
  6. Andersen TG, Bondarenko O 2014. VPIN and the Flash Crash. J. Financ. Mark. 17:1–46
    [Google Scholar]
  7. Angel JJ, Harris LE, Chester SS 2015. Equity trading in the 21st century: an update. Q. J. Finance 5:11–39
    [Google Scholar]
  8. Aquilina M, Diaz-Rainey I, Ibikunle G, Sun Y 2017. Aggregate market quality implications of dark trading Occas. Pap. 29 Financ. Conduct Auth London:
  9. Arak M, Cook RE 1997. Do daily price limits act as magnets: the case of treasury bond futures. J. Financ. Serv. Res. 12:5–20
    [Google Scholar]
  10. Bank Int. Settl. 2017. The sterling “flash event” on 7 October 2016 Rep., Bank Int. Settl., Basel, Switz. https://www.bis.org/publ/mktc09.htm
  11. Baron M, Brogaard J, Kirilenko A 2014. Risk and return in high frequency trading Work. Pap Princeton Univ Princeton, NJ:
  12. Benos E, Sagade S 2012. High-frequency trading behaviour and its impact on market quality: evidence from the UK equity market Work. Pap. 469 Bank Engl London:
  13. Bertrand M, Duflo E, Mullainathan S 2004. How much should we trust differences-in-differences estimates. Q. J. Econ. 119:1249–75
    [Google Scholar]
  14. Bessembinder H 2003. Trade execution costs and market quality after decimalization. J. Financ. Quant. Anal. 38:747–77
    [Google Scholar]
  15. Biais B, Woolley P 2011. High frequency trading Rep Eur. Inst. Financ. Reg Paris:
  16. Biais B, Foucault T, Moinas S 2015. Equilibrium fast trading. J. Financ. Econ. 116:2292–313
    [Google Scholar]
  17. Boehmer E, Fong KYL, Wu J 2012. Algorithmic trading and changes in firms' equity capital Res. Pap Financ. Res. Netw Brisbane, Aust.:
  18. Brogaard J 2010. High frequency trading and its impact on market quality Work. Pap Financ. Serv. Auth London:
  19. Brogaard J, Garriott C 2017. High-frequency trading competition Work. Pap. 2014-19 Bank Can Ottawa:
  20. Brogaard J, Hendershott T, Hunt S, Ysusi C 2012. High-frequency trading and the execution costs of institutional investors. Financ. Rev. 49:2345–69
    [Google Scholar]
  21. Brogaard J, Hendershott T, Riordan R 2014. High frequency trading and price discovery. Rev. Financ. Stud. 27:2267–306
    [Google Scholar]
  22. Brugler JA, Linton OB 2017. The cross-sectional spillovers of single stock circuit breakers Work. Pap Cambridge Univ., Cambridge, UK/Inst. New Econ. Think New York:
  23. Budish E, Cramton P, Shim J 2015. The high-frequency trading arms race: frequent batch auctions as a market design response. Q. J. Econ. 130:41547–621
    [Google Scholar]
  24. Caivano V 2015. The impact of high-frequency trading on volatility. Evidence from the Italian market. Work. Pap. 80 Comm. Naz. Soc. Borsa Rome:
  25. Cartea A, Penalva J 2012. Where is the value in high frequency trading. Q. J. Finance 02:1250014
    [Google Scholar]
  26. Castura J, Litzenberger R, Gorelick R, Dwivedi Y 2010. Market efficiency and microstructure evolution in US equity markets: a high frequency perspective Work. Pap Secur. Exch. Comm Washington, DC:
  27. Chaboud A, Chiquoine B, Hjalmarsson E, Vega C 2014. Rise of the machines: algorithmic trading in the foreign exchange market. J. Finance 69:52045–84
    [Google Scholar]
  28. Chordia T, Roll R, Subrahmanyam A 2011. Recent trends in trading activity and market quality. J. Financ. Econ. 101:2243–63
    [Google Scholar]
  29. Clarke P 2017. Want a job in high frequency trading? Here are the pay and job prospects at 14 key firms. eFinancial Careers Nov. 3. https://news.efinancialcareers.com/uk-en/199934/want-job-high-frequency-trading-pay-career-prospects-15-key-firms/
  30. Commod. Futures Trading Comm., Secur. Exch. Comm. 2010. Findings regarding the market events of May 6, 2010 Rep Commod. Futures Trading Comm./Secur. Exch. Comm Washington, DC:
  31. Copeland T, Galai D 1983. Information effects on the bid-ask spread. J. Finance 38:51457–69
    [Google Scholar]
  32. Cumming DJ, Zhan F, Aitken MJ 2012. High frequency trading and end-of-day manipulation Work. Pap. 210992C Soc. Sci. Res. Netw Rochester, NY:
  33. Danielsson J, Shin HS 2003. Endogenous Risk, Modern Risk Management: A History London: Risk Books
  34. Degryse H, de Jong F, van Kervel V 2015. The impact of dark trading and visible fragmentation on market quality. Rev. Finance 19:41587–622
    [Google Scholar]
  35. Easley D, Lopez de Prado M, O'Hara M 2011. The microstructure of the Flash Crash: flow toxicity, liquidity crashes and the probability of informed trading. J. Portf. Manag. 37:118–28
    [Google Scholar]
  36. Elder J 2010. Quote stuffing is one more reason not to invest in stocks. Wall Street Journal Sept. 8, A18
  37. Foresight. 2012. The future of computer trading in financial markets Proj. Rep Gov. Off. Sci London:
  38. Foucault T, Kozhan R, Tham WW 2016.b Toxic arbitrage. Rev. Financ. Stud. 30:1053–94
    [Google Scholar]
  39. Foucault T, Menkveld AJ 2008. Competition for order flow and smart order routing systems. J. Finance 63:119–58
    [Google Scholar]
  40. Friederich S, Payne R 2015. Order-to-trade ratios and market liquidity. J. Bank. Finance 50:214–23
    [Google Scholar]
  41. Glosten L 1994. Is the electronic order book inevitable. J. Finance 49:1127–61
    [Google Scholar]
  42. Glosten LR, Milgrom P 1985. Bid, ask and transactions prices in a specialist market with heterogeneously informed traders. J. Financ. Econ. 14:71–100
    [Google Scholar]
  43. Goyenko RY, Holden CW, Trzcinka CA 2009. Do liquidity measures measure liquidity. J. Financ. Econ. 92:2153–81
    [Google Scholar]
  44. Gresse C 2011. Effects of the competition between multiple trading platforms on market liquidity: evidence from the MiFID experience Rep., CENCOR, Mex. City
  45. Grossman S, Stiglitz J 1980. On the impossibility of informationally efficient markets. Am. Econ. Rev. 70:3393–408
    [Google Scholar]
  46. Haldane AG 2011. The race to zero Presented at Int. Econ. Assoc. World Congr., 16th, July 8 Beijing:
  47. Hasbrouck J 2018. High frequency quoting: short-term volatility in bids and offers. J. Financ. Quant. Anal. In press
  48. Hasbrouck J, Saar G 2013. Low-latency trading. J. Financ. Mark. 16:646–79
    [Google Scholar]
  49. Hendershott T 2012. High frequency trading and price efficiency Rep. DR12 Foresight, Gov. Off. Sci London:
  50. Hendershott T, Jones C, Menkveld A 2011. Does algorithmic trading improve liquidity. J. Finance 66:11–33
    [Google Scholar]
  51. Hendershott T, Riordan R 2013. Algorithmic trading and the market for liquidity. J. Financ. Quant. Anal. 48:41001–24
    [Google Scholar]
  52. Ho T, Stoll H 1981. Optimal dealer pricing under transactions and return uncertainty. J. Financ. Econ. 9:47–73
    [Google Scholar]
  53. Ho T, Stoll H 1983. The dynamics of dealer markets under competition. J. Finance 38:1053–74
    [Google Scholar]
  54. Hunsader E 2010. Analysis of the “Flash Crash,” Date of Event: 20100506, complete text Rep Nanex Corp Winnetka, IL:
  55. Jarrow RA, Protter P 2011. A dysfunctional role of high frequency trading in electronic markets Res. Pap. 08-2011 Johnson School, Cornell Univ Ithaca, NY:
  56. Jiang JG, Lo I, Valente G 2013. High-frequency trading around macroeconomic news announcements: evidence from the U.S. treasury market. Work. Pap Bank Can Ottawa:
  57. Jones CM 2002. A century of stock market liquidity and trading costs Work. Pap Columbia Univ New York:
  58. Jones CM 2013. What do we know about high-frequency trading? Res. Pap 13–11 Columbia Bus. School, Columbia Univ New York:
  59. Jovanovic B, Menkveld A 2011. Middlemen in limit-order markets Work. Pap. 1624329 Soc. Sci. Res. Netw Rochester, NY:
  60. Kearns M, Kulesza A, Nevmyvaka Y 2010. Empirical limitations of high frequency trading profitability. J. Trading 5:450–62
    [Google Scholar]
  61. Khandani A, Lo A 2007. What happened to the quants in August 2007. J. Invest. Manag. 5:5–54
    [Google Scholar]
  62. Kirilenko AA, Lamacie G 2015. Latency and asset prices Work. Pap. 2546567 Soc. Sci. Res. Netw Rochester, NY:
  63. Kirilenko AA, Samadi M, Kyle AS, Tuzun T 2017. The flash crash: the impact of high frequency trading on an electronic market. J. Finance 72:3967–98
    [Google Scholar]
  64. Krugman P 2009. Rewarding bad actors. New York Times Aug. 2. http://www.nytimes.com/2009/08/03/opinion/03krugman.html?_r=1
  65. Kyle AS, Obizhaeva AA 2016.a Large bets and stock market crashes Work. Pap. 2023776 Soc. Sci. Res. Netw Rochester, NY:
  66. Kyle AS, Obizhaeva AA 2016.b Market microstructure invariance: empirical hypotheses. Econometrica 84:41345–404
    [Google Scholar]
  67. Kyle AS, Viswanathan S 2008. How to define illegal price manipulation. Am. Econ. Rev. 98:274–79
    [Google Scholar]
  68. Lee EJ, Eom KS, Park KS 2013. Microstructure-based manipulation: strategic behavior and performance of spoofing traders. J. Financ. Mark. 16:227–52
    [Google Scholar]
  69. Lewis M 2015. Flash Boys: A Wall Street Revolt New York: W.W. Norton
  70. Linton OB, Wu J 2016. A coupled component GARCH model for intraday and overnight volatility Work. Pap. 2874631 Soc. Sci. Res. Netw Rochester, NY:
  71. Madhavan A 2011. Exchange-traded funds, market structure and the Flash Crash Work. Pap BlackRock New York:
  72. Mahmoodzadeh S, Tseng MC, Gencay R 2017. Spot arbitrage in FX market and algorithmic trading: Speed is not of the essence Work. Pap. 3039407 Soc. Sci. Res. Netw Rochester, NY:
  73. Malinova K, Park A 2011. Subsidizing liquidity: the impact of make/take fees on market quality Work. Pap Am. Finance Assoc Salt Lake City, UT:
  74. Markham JW 2014. Law Enforcement and the History of Financial Market Manipulation New York: M.E. Sharpe
  75. Menkveld AJ 2013. High frequency trading and the new-market makers. J. Financ. Mark. 16:712–40
    [Google Scholar]
  76. Menkveld AJ, Yueshen BZ 2017. The Flash Crash: a cautionary tale about highly fragmented markets Work. Pap. 2243520 Soc. Sci. Res. Netw Rochester, NY:
  77. Nanex. 2012. Knightmare on Wall Street: what really happened, or how to test your new market making software and lose a pile of money, fast Rep Nanex Winnetka, IL: http://www.nanex.net/aqck2/3522.html
  78. O'Hara M 2015. High frequency market microstructure. J. Financ. Econ. 116:257–70
    [Google Scholar]
  79. O'Hara M, Ye M 2011. Is market fragmentation harming market quality. J. Financ. Econ. 100:459–74
    [Google Scholar]
  80. Pagnotta E, Phillipon T 2015. Competing on speed Unpublished manuscript, New York Univ.
  81. Putniņš TJ 2012. Market manipulation: a survey. J. Econ. Surv. 26:952–67
    [Google Scholar]
  82. Secur. Exch. Comm. 2010. US Securities and Exchange Commission. Concept release on equity market structure News Release 34-61458, Feb. 1
  83. Shkilko A, Sokolov K 2016. Every cloud has a silver lining: fast trading, microwave connectivity and trading costs Work. Pap. 2848562 Soc. Sci. Res. Netw Rochester, NY:
  84. Storkenmaier A, Wagener M 2011. Do we need a European National Market System? Work. Pap., Work. Pap. 1760778 Soc. Sci. Res. Netw Rochester, NY:
  85. Subrahmanyam A 1994. Circuit breakers and market volatility: a theoretical perspective. J. Finance 49:237–54
    [Google Scholar]
  86. TABB Group. 2012. US equities market 2012: mid-year review Rep TABB Group New York:
  87. Tobek O, Linton O, Noss J, Crowley-Reidy L, Pedace L 2017. The October 2016 sterling flash episode: when liquidity disappeared from one of the world's most liquid markets Work. Pap Bank Engl London:
  88. Zhang F 2010. High-frequency trading, stock volatility, and price discovery Work. Pap. 1691679 Soc. Sci. Res. Pap Rochester, NY:
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