Abstract
Securities trading underwent a major transformation within the last decade. This transformation was mainly driven by the regulatory induced fragmentation and by the increase of high-frequency trading (HFT). On the basis of the electronic market hypothesis, which poses that coordination costs decline when markets become automated, and the efficient market hypothesis in its semi-strong form, we study the effect of HFT on market efficiency in the European fragmented market landscape. In doing so, we further incorporate the realm of financialization, which criticizes the increase in transaction speed. By conducting a long-term analysis of CAC 40 securities, we find that HFT increases market efficiency by leveling midpoints between Euronext Paris and Bats Chi-X Europe. On the basis of a cross-country event study, we analyze the effect of the German HFT Act. We observe that the midpoint dispersion of blue chip securities between the two leading venues Deutsche Boerse and Bats Chi-X Europe increased. We conclude that HFT increases market efficiency in the European market landscape by transmitting information between distant markets.
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References
Aalbers, M. B. (2015). Corporate Financialization. In N. Castree (Ed.), The International Encyclopedia of Geography: People, the Earth, Environment, and Technology. Oxford: Wiley.
Amihud, Y. (2002). Illiquidity and Stock Returns: Cross-Section and Time-Series Effects. Journal of Financial Markets, 5(1), 31–56.
Bakos, J. Y. (1991). A Strategic Analysis of Electronic Marketplaces. MIS Quarterly, 15(3), 295–310.
Baltagi, B. H., and Wu, P. X. (1999). Unequally Spaced Panel Data Regressions with AR(1) Disturbances. Econometric Theory, 15, 814–823.
Beccetti, L., Ferrari, M., and Trenta, U. (2014). The Impact of the French Tobin Tax. Journal of Financial Stability, 15, 127–148.
Brogaard, J., Hendershott, T., and Riordan, R. (2014). High-Frequency Trading and Price Discovery. The Review of Financial Studies, 27(8), 2267–2306.
Busch, D. (2016). MiFID II: Regulating High Frequency Trading, Other Forms of Algorithmic Trading and Direct Electronic Market Access. Law and Financial Market Review, 10(2), 72–82.
Carrion, A. (2013). Very Fast Money: High-Frequency Trading on the NASDAQ. Journal of Financial Markets, 16(4), 680–711.
Chan, K. C., Fong, W.-M., Kho, B.-C., and Stulz, M. R. (1996). Information, Trading and Stock Returns: Lessons from Dually-Listed Securities. Journal of Banking & Finance, 20(7), 1161–1187.
Chen, H., Chen, H., and Valerio, N. (2003). The Effects of Trading Halts on Price Discovery for NYSE Stocks. Applied Economics, 35(1), 91–97.
Chlistalla, M. (2011). High Frequency Trading—Better Than its Reputation. [WWW Document] http://www.dbresearch.de/PROD/DBR_INTERNET_EN-PROD/PROD0000000000269468.PDF.
Chlistalla, M., and Lutat, M. (2011). Competition in Securities Markets: The Impact on Liquidity. Financial Markets and Portfolio Management, 25(2), 149–172.
Daniel, E., and Klimis, G. M. (1999). The Impact of Electronic Commerce on Market Structure: An Evaluation of the Electronic Market Hypothesis. European Management Journal, 17(3), 318–325.
Degryse, H., de Jong, F., and van Kervel, V. (2015a). The Impact of Dark Trading and Visible Fragmentation on Market Quality. Review of Finance, 19(4), 1587–1622.
Degryse, H., Tombeur, G., and Wuyts, G. (2015). Two Shades of Opacity: Hidden Orders Versus Dark Trading. Working Paper.
Ende, B., Gomber, P., Lutat, M., and Weber, M. C. (2010). A Methodology to Assess the Benefits of Smart Order Routing. IFIP Advances in Information and Communication Technology, 341, 81–92.
European Commision. (2016). Taxation of the Financial Sector. [WWW Document]. https://ec.europa.eu/taxation_customs/taxation-financial-sector_en
European Commission. (2004). Directive 2004/39/EC of the European Parliament and of the Council. [WWWDocument] http://eurlex.europa.eu/LexUriServ/LexUriServ.do?uri=OJ:L:2004:145:0001:0044:EN:PDF
European Commission. (2014). Directive on Markets in Financial Instruments (MiFID 2). [WWW Document] http://eur-lex.europa.eu/legalcontent/EN/TXT/PDF/?uri=CELEX:32014L0065&from=EN
European Securities and Markets Authority. (2014). Economic Report—High-Frequency-Trading Activity in EU Equity Markets. Retrieved September 30, 2014, [WWW Document] https://www.esma.europa.eu/sites/default/files/library/2015/11/esma20141_-_hft_activity_in_eu_equity_markets.pdf
European Securities and Markets Authority (2016a). Order Duplication and Liquidity Measurement in EU Equity Markets. [WWW Document] https://www.esma.europa.eu/ sites/default/files/library/2016-907_economic_report_on_duplicated_orders.pdf
European Securities and Markets Authority. (2016b). ESMA MiFID Database. [WWW Document] https://www.esma.europa.eu/databases-library/registers-and-data
European Securities and Markets Authority. (2016c). MiFID (II) and MiFIR. [WWW Document] https://www.esma.europa.eu/policy-rules/mifid-ii-and-mifir.
Fama, E. F. (1970). Efficient Capital Markets: A Review of Theory and Empirical Work. The Journal of Finance, 25(2), 383–417.
Fama, E. F. (1991). Efficient Capital Markets: II. The Journal of Finance, 46(5), 1575–1617.
Fama, E. F., and MacBeth, J. D. (1973). Risk, Return, and Equilibrium: Empirical Tests. The Journal of Political Economy, 81(3), 607–636.
Fidessa. (2016). Fidessa Fragmentation Index. [WWW Document] http://fragmentation.fidessa.com/.
Foucault, T., and Menkveld, A. J. (2008). Competition for Order Flow and Smart Order Routing Systems. The Journal of Finance, 63(1), 119–158.
Friederich, S., and Payne, R. (2015). Order-to-trade Ratios and Market Liquidity. Journal of Banking & Finance, 50, 214–223.
German High Frequency Trading Act. (2013). Gesetz zur Vermeidung von Gefahren und Missbräuchen im Hochfrequenzhandel in der Fassung der Bekanntmachung vom 14.5.2014. [WWW Document] http://bvai.de/fileadmin/PDFs/DE/Reg._Rahmenbedingungen_Stellungnahmen/Hochfrequenzhandelsgesetz/HFT-Gesetz-final.pdf
Gerig, A. (2012). High-Frequency Trading Synchronizes Prices in Financial Markets. Working Paper.
Gomber, P., and Gsell, M. (2006). Catching Up with Technology—The Impact of Regulatory Changes on ECNs/MTFs and the Trading Venue Landscape in Europe. Competition and Regulation in Network Industries, 1(4), 535–557.
Gomber, P., Haferkorn, M., Lutat, M., and Zimmermann, K. (2013). The Effect of Single-Stock Circuit Breakers on the Quality of Fragmented Markets. Lecture Notes in Business Information Processing, 135, 71–87.
Gomber, P., Haferkorn, M., and Zimmermann, K. (2016). Securities Transaction Tax and Market Quality—The Case of France. European Financial Management, 22(2), 313–337.
Gosnell, T. F., Keown, A. J., and Pinkerton, J. M. (1996). The Intraday Speed of Stock Price Adjustment to Major Dividend Changes: Bid-ask Bounce and Order Flow Imbalances. Journal of Banking & Finance, 20(2), 247–266.
Groenewold, N., and Kang, K. C. (1993). The Semi-strong Efficiency of the Australian Share Market. Economic Record, 69(4), 405–410.
Haferkorn, M., and Zimmermann, K. (2015). The German High Frequency Trading Act. In 18th Annual Conference of the Swiss Society for Financial Market Research (SGF 2015). Zurich, Switzerland.
Haferkorn, M., Zimmermann, K., and Siering, M. (2013). The Impact of IT-Based Trading on Securities Markets. In 11th International Conference on Wirtschaftsinformatik (WI2013). Leipzig, Germany.
Hagstroemer, B., and Norden, L. (2013). The Diversity of High-Frequency Traders. Journal of Financial Markets, 16(4), 741–770.
Hamburger, M. J., and Platt, E. N. (1975). The Expectations Hypothesis and the Efficiency of the Treasury Bill Market. The Review of Economics and Statistics, 57(2), 190–199.
Hameed, A., and Ahsraf, H. (2009). Stock Market Volatility and Weak-Form Efficiency: Evidence from an Emerging Market. International Journal of Business and Emerging Markets, 1(3), 249–263.
Harris, L. (2003). Trading and Exchanges: Market Microstructure for Practitioners. New York: Oxford University Press.
Hasbrouck, J., and Saar, G. (2013). Low-Latency Trading. Journal of Financial Markets, 16(4), 646–679.
He, P. W., Jarnecic, E., and Liu, Y. (2015). The Determinants of Alternative Trading Venue Market Share: Global Evidence from the Introduction of Chi-X. Journal of Financial Markets, 22(1), 27–49.
Hendershott, T., Jones, C. M., and Menkveld, A. (2011). Does Algorithmic Trading Improve Liquidity? The Journal of Finance, 66(1), 1–33.
Herfindahl, O. (1950). Concentration in the Steel Industry. New York, US: Columbia University.
Hess, C. M., and Kemerer, C. F. (1994). Computerized Loan Origination Systems: An Industry Case Study of the Electronic Markets Hypothesis. MIS Quarterly, 18(3), 251–275.
Huang, R. D., and Masulis, R. W. (2003). Trading Activity and Stock Price Volatility: Evidence from the London Stock Exchange. Journal of Empirical Finance, 10(3), 249–269.
Hudson, R., Dempsey, M., and Keasey, K. (1996). A Note on the Weak form Efficiency of Capital Markets: The Application of Simple Technical Trading Rules to UK Stock Prices-1935 to 1994. Journal of Banking & Finance, 20(6), 1121–1132.
Hvozdyk, L., and Rustanov, S. (2016). The Effect of Financial Transaction Tax on Market Liquidity and Volatility: An Italian Perspective. International Review of Financial Analysis, 45, 62–78.
Jain, P. C. (1988). Response of Hourly Stock Prices and Trading Volume to Economic News. The Journal of Business, 61(2), 219–231.
Jarnecic, E., and Snape, M. (2014). The Provision of Liquidity by High-Frequency Participants. Financial Re- view, 49(2), 371–394.
Khan, A. Q., and Ikram, S. (2010). Testing Semi-strong form of Efficient Market Hypothesis in Relation to the Impact of Foreign Institutional Investors’ (FII’s) Investments on Indian Capital Market. International Journal of Trade, Economics and Finance, 1(4), 373.
Kirilenko, A. A., Kyle, A. S., Samadi, M., and Tuzun, T. (2014). The Flash Crash: The Impact of High Frequency Trading on an Electronic Market. [WWW Document] http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1686004
Kolari, J. W., and Pynnönen, S. (2010). Event Study Testing with Cross-Sectional Correlation of Abnormal Returns. Review of Financial Studies, 23(11), 3996–4025.
Lagoarde-Segot, T. (2015). Diversifying Financial Research: Final Remarks. International Review of Financial Analysis, 41, 28–30.
Lagoarde-Segot, T. (2016). Financialization: Towards a New Research Agenda. International Review of Financial Analysis. doi:10.1016/j.irfa.2016.03.007.
Lattermann, C., Loos, P., Gomolka, J., Burghof, H.-P., Breuer, A., Gomber, P., et al. (2012). High Frequency Trading—Costs and Benefits in Securities Trading and its Necessity of Regulations. Business & Information Systems Engineering, 4(2), 93–108.
Lease, R. W., Ronald, C., Masulis, and Page, J. R. (1991). An Investigation of Market Microstructure Impacts on Event Study Returns. The Journal of Finance, 46(4), 1523–1536.
Leuthold, R. M., and Hartmann, P. A. (1979). A Semi-strong form Evaluation of the Efficiency of the Hog Futures Market. American Journal of Agricultural Economics, 61(3), 482–489.
Lexology (2012). French Financial Transactions Tax. [WWW Document] http://www.lexology.com/library/detail.aspx?g=733ecb9c-cdc7-4c0e-b581-affd78f8c874.
Longstaff, F. A., and Wang, A. W. (2004). Electricity Forward Prices: A High-Frequency Empirical Analysis. The Journal of Finance, 59(4), 1877–1900.
Madhavan, A. (2000). Market Microstructure: A Survey. Journal of Financial Markets, 3(3), 205–258.
Malinova, K., Park, A., and Riordan, R. (2013). Do Retail Traders Suffer from High Frequency Traders? Working Paper
Malone, T. W., Yates, J., and Benjamin, R. I. (1987). Electronic Markets and Electronic Hierarchies. Communication of the ACM 30(6): 484–497. doi:10.1145/214762.214766
McInish, T. H., and Wood, R. A. (1992). An Analysis of Intraday Patterns in Bid/Ask Spreads for NYSE Stocks. The Journal of Finance, 47(2), 753–764.
Menkveld, A. J. (2013). High Frequency Trading and the New Market Makers. Journal of Financial Markets, 16(4), 712–740.
Menkveld, A. J., and Zoican, M. A. (2014). Need for Speed? Exchange Latency and Liquidity. Working Paper.
Meyer, S., Wagener, M., and Weinhardt, C. (2015). Politically Motivated Taxes in Financial Markets: The Case of the French Financial Transaction Tax. Journal of Financial Services Research, 47(2), 177–202.
Odgen, J. P. (1990). Turn-of-Month Evaluations of Liquid Profits and Stock Returns: A Common Explanation for the Monthly and January Effects. The Journal of Finance, 45(4), 1259–1272.
Riordan, R., and Storkenmaier, A. (2012). Latency, Liquidity and Price Discovery. Journal of Financial Mar- kets, 15(4), 416–437.
Schlag, C., and Stoll, H. (2005). Price Impacts of Options Volume. Journal of Financial Markets, 8(1), 69–87.
Security Exchanges Commission. (2005). Regulation NMS. [WWW Document] https://www.sec.gov/rules/final/34-51808.pdf.
Snow, J. (1855). On the Mode of Communication of Cholera. London, UK: John Churchill.
Storkenmaier, A., Wagener, M., and Weinhardt, C. (2012). Public Information in Fragmented Markets. Financial Markets and Portfolio Management, 26(2), 179–215.
STOXX (2015). EURO STOXX 50 ® Volatility (VSTOXX ® ). [WWW Document] https://www.stoxx.com/index-details?symbol=V2TX.
White, H. (1980). A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity. Econometrica, 48(4), 817–838.
Wooldridge, J. M. (2002). Econometric Analysis of Cross Section and Panel Data. London, England: The MIT Press Cambridge.
Wooldridge, J. M. (2009). Introductory Econometrics: A Modern Approach. San Diego, U.S.: South-Western College Publishing.
Zhang, F. (2010). High-Frequency Trading, Stock Volatility, and Price Discovery. Working Paper.
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Haferkorn, M. High-frequency trading and its role in fragmented markets. J Inf Technol 32, 283–296 (2017). https://doi.org/10.1057/s41265-016-0030-6
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DOI: https://doi.org/10.1057/s41265-016-0030-6