Skip to main content
Log in

High-frequency trading: a literature review

  • Published:
Financial Markets and Portfolio Management Aims and scope Submit manuscript

Abstract

The relatively recent phenomenon of high-frequency trading has had a profound impact on the micro-structure of financial markets. Several authors hailed it as a provider of liquidity and a mechanism for controlling volatility, two highly welcome features, especially beneficial to retail traders, whereas other authors view the situation generated by algorithmic trading as damaging for both small and institutional traders, and the orderly functioning of the markets. This paper analyzes the impact of high-frequency trading in respect of the main parameters affecting market quality: volatility, transaction costs, liquidity, price discovery, penalization of slower traders, and impact on sudden financial crises, the notorious flash crashes. As often happens within the financial community, different views stand to each other and no conclusive agreement on the value of most parameters has been reached as yet. A section on the apparently falling profits of high-frequency traders, as denounced in recent times, completes the review.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Abrol, S., Chesir, B., Mehta, N.: High frequency trading and US stock market microstructure: a study of interactions between complexities, risks and strategies residing in U.S. equity market microstructure. Financ. Mark. Inst. Instrum. 25(2), 107–165 (2016)

    Article  Google Scholar 

  • AFM: The Netherlands Authority for the Financial Markets. A Case Analysis of Critiques on High-Frequency Trading, June (2016)

  • Aitken, M., de Harris, F.H.B., McInish, T., Aspris, A., Foley, S.: High frequency trading—assessing the impact on market efficiency and integrity. Foresight Driver Review DR28. UK Government Office for Science (2012)

  • Aït-Sahalia, Y., Saglam, M.: High-Frequency Traders: Taking Advantage of Speed. National Bureau of Economic Research. Working Paper 19531, Cambridge, MA (2013)

  • Aldridge, I.: High-frequency runs and flash-crash predictability. J. Portf. Manag. 40(3), 113–123 (2014). https://doi.org/10.3905/jpm.2014.40.3.113

    Article  Google Scholar 

  • Aldridge, I., Krawciw, S.: Aggressive high-frequency trading in equities. Huffington Post Business (2015). www.huffingtonpost.com/irene-aldridge/aggressive-highfrequency-_1_b_6698982.html?. Accessed 05 Feb 2016

  • Anagnostidis, P., Fontaine, P.: Liquidity provision, commonality and high frequency trading. EUROFIDAI Working Paper (2018)

  • Arnoldi, J.: Computer algorithms, market manipulation and the institutionalization of high frequency trading. Theory Cult. Soc. 33(1), 29–52 (2016). https://doi.org/10.1177/0263276414566642

    Article  Google Scholar 

  • Barker, W., Pomeranets, A.: The growth of high-frequency trading: implications for financial stability. Reports, Bank of Canada, Financial System Review, pp. 47–52 (2011). https://www.bankofcanada.ca/wp-content/uploads/2011/12/fsr-0611-barker.pdf

  • Baron, M., Brogaard, J., Kirilenko, A.: The Trading Profits of High Frequency Traders. Princeton University, Princeton (2012)

    Book  Google Scholar 

  • Baron, M., Brogaard, J., Hagströmer, B., Kirilenko, A.: Risk and Return in High-Frequency Trading. Working Paper, November (2017)

  • Benos, E., Sagade, S.: Price discovery and the cross-section of high-frequency trading. J. Financ. Mark. 30, 54–77 (2016). https://doi.org/10.1016/j.finmar.2016.03.004

    Article  Google Scholar 

  • Biais, B., Foucault, T., Moinas, S.: Equilibrium fast trading. J. Financ. Econ. 116(2), 292–313 (2014). https://doi.org/10.1016/j.jfineco.2015.03.004

    Article  Google Scholar 

  • Blocher, J., Cooper, R., Seddon, J., Van Vliet, B.: Phantom liquidity and high-frequency quoting. J. Trading 11(3), 6–15 (2016). https://doi.org/10.3905/jot.2016.11.3.006

    Article  Google Scholar 

  • Bollen, N., Whaley, R.: Futures market volatility: what has changed? J. Futures Mark. 35(5), 426–454 (2015). https://doi.org/10.1002/fut.21666

    Article  Google Scholar 

  • Brogaard, J.: High Frequency Trading and Its Impact on Market Quality. Northwestern University, Evanston (2010)

    Google Scholar 

  • Brogaard, J.: High frequency trading, information, and profits. Foresight Driver Review DR10. UK Government Office for Science (2011)

  • Brogaard, J., Hendershott, T., Hunt, S., Latza, T., Pedace, L., Ysusi, C.: High-frequency trading and the execution costs of institutional investors. Financ. Rev. 49(2), 345–369 (2014a). https://doi.org/10.1111/fire.12039

    Article  Google Scholar 

  • Brogaard, J., Hendershott, T., Riordan, R.: High frequency trading and price discovery. Rev. Financ. Stud. 27(8), 2267–2306 (2014b). https://doi.org/10.1093/rfs/hhu032

    Article  Google Scholar 

  • Brogaard, L., Carrion, A., Moyaert, T., Riordan, R., Shkilko, A., Sokolov, K.: High Frequency Trading and Extreme Price Movements. Working Paper, February (2017)

  • Bundesbank: Significance and impact of high-frequency trading in the German capital market. Deutsche Bundesbank Monthly. Report October 2016, pp. 37–60 (2016)

  • Caivano, V.: The impact of high-frequency trading on volatility—evidence from the Italian market. Working Paper. CONSOB No. 80, March (2015)

  • Chaboud, A., Chiquoine, B., Hjalmarsson, E., Vega, C.: Rise of the machines: algorithmic trading in the foreign exchange market. J. Finance 69(5), 2045–2084 (2014). https://doi.org/10.1111/jofi.12186

    Article  Google Scholar 

  • Chaparro, F.: Here’s how high-frequency trading has changed the stock market. Credit Suisse, March (2017a)

  • Chaparro, F.: The fastest traders on wall street are in trouble. Business Insider (2017b). http://www.businessinsider.com. August 2017. Accessed 13 June 2018

  • Cliff, D.: Regulatory scrutiny of algorithmic trading systems: an assessment of the feasibility and potential economic impact. Foresight Driver Review EIA16. UK Government Office for Science (2011)

  • Conrad, J., Wahal, S., Xiang, J.: High-frequency quoting, trading, and the efficiency of prices. J. Financ. Econ. 116, 271–291 (2015). https://doi.org/10.1016/j.jfineco.2015.02.008

    Article  Google Scholar 

  • Cvitanić, J., Kirilenko, A.: High Frequency Traders and Asset Prices. California Institute of Technology, Pasadena (2010)

    Book  Google Scholar 

  • De Luca, M., Szostek, C., Cartlidge, J., Cliff, D.: Studies of interactions between human traders and algorithmic trading systems. Foresight Driver Review DR13. UK Government Office for Science (2011)

  • Ding, S., Hanna, J., Hendershott, T.: How slow is the NBBO? A comparison with direct exchange feeds. Financ. Rev. 49, 313–332 (2014)

    Article  Google Scholar 

  • Easley, D., Lopez de Prado, M., O’Hara, M.: The microstructure of the ‘flash crash’: flow toxicity, liquidity crashes, and the probability of informed trading. J. Portf. Manag. 37(2), 118–128 (2011). https://doi.org/10.3905/jpm.2011.37.2.118

    Article  Google Scholar 

  • Farmer, J.D., Skouras, S.: Minimum resting times and transaction-to-order ratios: review of Amendment 2.3.f and Question 20. Foresight Driver Review EIA2. UK Government Office for Science (2012)

  • Farmer, J.D., Skouras, S.: An ecological perspective on the future of computer trading. Quant. Finance 13(3), 325–346 (2013). https://doi.org/10.1080/14697688.2012.757636

    Article  Google Scholar 

  • Foresight: The Future of Computer Trading in Financial Markets, Final Project Report. UK Government Office for Science, London (2012)

    Google Scholar 

  • Foucault, T.: Pricing Liquidity in Electronic Markets. Foresight Driver Review DR18. UK Government Office for Science (2012)

  • Foucault, T., Menkveld, A.J.: Competition for order ow and smart order routing systems. J. Finance 63, 119–158 (2008)

    Article  Google Scholar 

  • Foucault, T., Kadan, O., Kandel, E.: Liquidity cycles and make/take fees in electronic markets. J. Finance 68(1), 299–341 (2013). https://doi.org/10.1111/j.1540-6261.2012.01801.x

    Article  Google Scholar 

  • Friederich, S., Payne, R.: Computer Based Trading, Liquidity and Trading Costs. Foresight Driver Review DR5. UK Government Office for Science (2011)

  • Friederich, S., Payne, R.: Computer-Based Trading and Market Abuse. Foresight Driver Review DR20. UK Government Office for Science (2012)

  • Golub, A., Keane, J., Poon, S.: High Frequency Trading and Mini Flash Crashes. University of Manchester, Manchester (2012). Available at SSRN: ssrn.com/abstract=2182097. https://doi.org/10.2139/ssrn.2182097. Accessed 28 April 2014

  • Gomber, P., Arndt, B., Lutat, M., Uhle, T.: High-Frequency Trading. Goethe Universität, Frankfurt am Main (2011)

    Google Scholar 

  • Groth, S.: Does Algorithmic Trading Increase Volatility? Empirical Evidence from the Fully-Electronic Trading Platform Xetra Wirtschaftsinformatik Proceedings Paper 112. Goethe Universität, Frankfurt am Main (2011)

    Google Scholar 

  • Gsell, M.: Assessing the Impact of Algorithmic Trading on Markets: A Simulation Approach. Goethe Universität, Frankfurt am Main (2008)

    Google Scholar 

  • Gurkaynak, R.: Econometric Tests of Asset Price Bubbles: Taking Stock. Board of Governors of the Federal Reserve System. Washington, January (2005)

  • Hagströmer, B., Nordén, L.: The diversity of high frequency traders. J. Financ. Mark. 16(4), 741–770 (2013)

    Article  Google Scholar 

  • Haldane, A.: The Race to Zero. Speech held at the International Economic Association Sixteenth World Congress. Bank of England, Beijing (2011)

    Google Scholar 

  • Harris, L.: What to do about high-frequency trading. Financ. Anal. J. 69(2), 6–9 (2013). https://doi.org/10.2469/faj.v69.n2.6

    Article  Google Scholar 

  • Hasbrouck, J., Saar, G.: Technology and liquidity provision: the blurring of traditional definitions. J. Financ. Mark. 12(2), 143–172 (2009). https://doi.org/10.1016/j.finmar.2008.06.002

    Article  Google Scholar 

  • Hasbrouck, J., Saar, G.: Low-latency trading. J. Financ. Mark. 16(4), 646–679 (2013)

    Article  Google Scholar 

  • Hendershott, T.: High Frequency Trading and Price Efficiency. Foresight Driver Review DR12. UK Government Office for Science (2011)

  • Hendershott, T., Mouton, P.C.: Automation, speed, and stock market quality: the NYSE’s hybrid. J. Financ. Mark. 14(4), 568–604 (2011). https://doi.org/10.1016/j.finmar.2011.02.003

    Article  Google Scholar 

  • Hirschey, N.: Do High-Frequency Traders Anticipate Buying and Selling Pressure? Working Paper. London Business School, February (2018)

  • Hoffmann, P.: A dynamic limit order market with fast and slow traders. J. Financ. Econ. 113(1), 156–169 (2014). https://doi.org/10.1016/j.jfineco.2014.04.002

    Article  Google Scholar 

  • Jain, P., Jain, P., McInish, T.: Does high-frequency trading increase systemic risk? Working Paper (2016)

  • Jarrow, R., Protter, P.: A dysfunctional role of high frequency trading in electronic markets. Int. J. Theor. Appl. Finance 15, 3 (2012). https://doi.org/10.1142/s021902491250022

    Article  Google Scholar 

  • Johnson, N., Zhao, G.: Brave New World: Quantifying the New Instabilities and Risks Arising in Subsecond Algorithmic Trading. Foresight Driver Review DR27. UK Government Office for Science (2012)

  • Johnson, N., Zhao, G., Hunsader, E., Meng, J., Ravinder, A., Carran, S., Tivnan, B.: Abrupt rise of new machine ecology beyond human response time. Sci. Rep. 3, 2627 (2013). https://doi.org/10.1038/srep02627

    Article  Google Scholar 

  • Jovanovic, B., Menkveld, A.: Middlemen in Limit-Order Markets (2016). Available at SSRN: ssrn.com/abstract=1624329. https://doi.org/10.2139/ssrn.1624329. Accessed 18 Dec 2014

  • Kelejian, H.H., Mukerji, P.: Does high frequency algorithmic trading matter for non-AT investors? Res. Int. Bus. Finance 37, 78–92 (2016). https://doi.org/10.1016/j.ribaf.2015.10.014

    Article  Google Scholar 

  • Kaya, O.: High frequency trading: reaching the limits. Autom. Trader Mag. 41, 23–27 (2016)

    Google Scholar 

  • Kirchner, S.: High frequency trading: facts and fiction. Policy 31(4), 8–20 (2016)

    Google Scholar 

  • Kirilenko, A., Lo, A.: Moore’s law versus Murphy’s Law: algorithmic trading and its discontents. J. Econ. Perspect. 27(2), 51–72 (2013). https://doi.org/10.1257/jep.27.2.51

    Article  Google Scholar 

  • Kirilenko, A., Kyle, A., Samadi, M., Tuzun, T.: The flash crash: the impact of high frequency trading on an electronic market. J. Finance 72(3), 967–998 (2017)

    Article  Google Scholar 

  • Kovac, P.: Flash Boys: Not So Fast. Directissima Press, Cambridge (2014)

    Google Scholar 

  • Leal, S., Napoletano, M., Roventini, A., Fagiolo, G.: Rock Around the Clock: An Agent-Based Model of Low- and High-Frequency Trading. Working Paper, February (2014)

  • Leland, H.: Leverage, Forced Asset Sales and Market Stability: Lessons from Past Market Crises and the Flash Crash’. Foresight Driver Review DR9. UK Government Office for Science (2011)

  • Lewis, M.: Flash Boys. W. W. Norton & Company Inc., New York (2014)

    Google Scholar 

  • Linton, O., Mahmoodzadeh, S.: Implications of High-Frequency Trading for Security Markets. Working Paper, January (2018)

  • Linton, O., O’Hara, M.: The Impact of Computer Trading on Liquidity, Price Efficiency/Discovery and Transaction Costs. Foresight Driver Review WP2. UK Government Office for Science (2012)

  • MacKenzie, D.: High-Frequency Trading and the Shaping of Markets. Working Paper. School of Social and Political Science. University of Edinburgh, June (2014)

  • Manahov, V., Hudson, R.: The implications of high frequency trading on market efficiency and price discovery. Appl. Econ. Lett. 21(16), 1148–1151 (2014). https://doi.org/10.1080/13504851.2014.914135

    Article  Google Scholar 

  • Massa, A., Chilton, C.: They’re The World’s Fastest Traders. Why Aren’t They Thriving? Bloomberg (2017). https://www.bloomberg.com/news/articles/2017-07-13/they-re-the-world-s-fastest-traders-why-aren-t-they-thriving. Accessed 04 June 2018

  • Menkveld, A.: High frequency trading and the new-market makers. J. Financ. Mark. 16(4), 712–740 (2013)

    Article  Google Scholar 

  • Menkveld, A.J.: The economics of high-frequency trading: taking stock. Annu. Rev. Financ. Econ. 8, 1–24 (2016)

    Article  Google Scholar 

  • Menkveld, A., Zoican, M.: Need for Speed? Exchange Latency and Liquidity Tinbergen Institute Discussion Paper 14-097/IV/DSF78 (2013). Available at SSRN: ssrn.com/abstract=2442690. https://doi.org/10.2139/ssrn.2442690. Accessed 7 May 2016

  • Meyer, G., Bullock, N., Rennison, J.: How High-Frequency Trading Hit a Speed Bump. The Big Read, New York (2018)

    Google Scholar 

  • Miller, R., Shorter, G.: High Frequency Trading: Overview of Recent Developments. Congressional Research Service. 7-5700, April (2016)

  • Myers, B., Gerig, A.: Simulating the synchronizing behavior of high-frequency trading in multiple markets. In: Bera, A., Ivliev, S., Lillo, F. (eds.) Financial Econometrics and Empirical Market Microstructure, pp. 207–213. Springer, Berlin (2014)

    Google Scholar 

  • Nanex: Nanex~15-Jul-2014~Perfect Pilfering. Nanex blog (2014). http://www.nanex.net/aqck2/4661.html. Accessed 13 June 2018

  • Sornette, D., von der Becke, S.: Crashes and High Frequency Trading. Swiss Finance Institute. Research Paper Series No. 11-63, Zürich (2011)

  • Stiglitz, J.: Tapping the brakes: are less active markets safer and better for the economy? In: 2014 Financial Markets Conference, 15 Apr 2014. Federal Reserve Bank of Atlanta, Atlanta (2014)

  • Taleb, N.: The Black Swan. Random House Inc., New York (2007)

    Google Scholar 

  • van Kervel, V.: Competition for order flow with fast and slow traders. Rev. Financ. Stud. 28(7), 2094–2127 (2015). https://doi.org/10.1093/rfs/hhv023

    Article  Google Scholar 

  • Verousis, T., Perotti, P., Sermpinis, G.: One size fits all? High frequency trading, tick size changes and the implications for exchanges: market quality and market structure considerations. Rev. Quant. Financ. Account. 50, 353–392 (2018). https://doi.org/10.1007/s11156-017-0632-2

    Article  Google Scholar 

  • Virgilio, G.: The impact of high-frequency trading on market volatility. J. Trading 11(2), 55–63 (2016). https://doi.org/10.3905/jot.2016.11.2.055

    Article  Google Scholar 

  • Vuorenmaa, T., Wang, L.: An Agent-Based Model of the Flash Crash of May 6, 2010, with Policy Implications (2014). Available at SSRN: ssrn.com/abstract=2336772. Accessed 21 April 2014

  • Weaver, D.: Minimum Obligations of Market Makers. Foresight Driver Review EIA8. UK Government Office for Science (2012)

  • Worstall, T.: Don’t Worry, Be Happy—High Frequency Trading is Over, Dead, It’s Done. Forbes (2017). 25 Mar 2017. https://www.forbes.com/sites/timworstall/2017/03/25/dont-worry-be-happy-high-frequency-trading-is-over-dead-its-done/#7d269492dcf8. Accessed 08 June 2018

  • Zervoudakis, F., Lawrence, D., Gontikas, G., Al, M.M.: Perspectives on High-Frequency Trading. University College London, London (2012)

    Google Scholar 

  • Zhang, F.: High-Frequency Trading, Stock Volatility, and Price Discovery (2010). Available at SSRN: ssrn.com/abstract=1691679. https://doi.org/10.2139/ssrn.1691679. Accessed 31 July 2014

  • Zhang, S.: Need for speed: Hard information processing in a high-frequency world. J. Futures Mark. 38, 3–21 (2017). https://doi.org/10.1002/fut.21861

    Article  Google Scholar 

  • Zingrand, J.P., Cliff, D., Hendershott, T.: Financial Stability and Computer Based Trading. Foresight Driver Review WP2. UK Government Office for Science (2012)

Download references

Acknowledgements

I wish to thank Prof. Markus Schmid, University of St. Gallen, Switzerland, editor of the Journal, and an anonymous referee, for their patience and their suggestions to help me improving the paper. All errors and omissions are obviously only mine.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Gianluca Piero Maria Virgilio.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Virgilio, G.P.M. High-frequency trading: a literature review. Financ Mark Portf Manag 33, 183–208 (2019). https://doi.org/10.1007/s11408-019-00331-6

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11408-019-00331-6

Keywords

JEL Classification

Navigation