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Trading in Fragmented Markets

Published online by Cambridge University Press:  05 June 2020

Markus Baldauf Open the ORCID record for Markus Baldauf [Opens in a new window]  and
Joshua Mollner
Markus Baldauf*
Affiliation:
Baldauf, baldauf@mail.ubc.ca, University of British Columbia Sauder School of Business
Joshua Mollner
Affiliation:
Mollner, joshua.mollner@kellogg.northwestern.edu, Northwestern University Kellogg School of Management
*
Baldauf (corresponding author), baldauf@mail.ubc.ca
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Abstract

We study fragmentation of equity trading using a model of imperfect competition among exchanges. In the model, increased competition drives down trading fees. However, additional arbitrage opportunities arise in fragmented markets, intensifying adverse selection. Due to these opposing forces, the effects of fragmentation are context dependent. To empirically investigate the ambiguity in a single context, we estimate key parameters of the model with order-level data for an Australian security. According to the estimates, the benefits of increased competition are outweighed by the costs of multi-venue arbitrage. Compared with the prevailing duopoly, we predict the counterfactual monopoly spread to be 23% lower.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 56 , Issue 1 , February 2021 , pp. 93 - 121
Copyright
© Michael G. Foster School of Business, University of Washington 2019

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Footnotes

We are indebted to our advisors Timothy Bresnahan, Gabriel Carroll, Jonathan Levin, Paul Milgrom, and Monika Piazzesi. We also thank James Angel, Lanier Benkard, Philip Bond, Jean-Edouard Colliard (discussant), Carole Comerton-Forde, Alan Crawford, Darrell Duffie, Liran Einav, Thierry Foucault, Lorenzo Garlappi, Lawrence Glosten (discussant), Duncan Gilchrist, Terrence Hendershott, Christiaan Hogendorn, Yingxiang Li, Katya Malinova (discussant), Albert Menkveld, Peter Reiss, Alvin Roth, Georgios Skoulakis, Laura Tuttle, Brian Weller, Mao Ye, and seminar participants, as well as various industry experts, for valuable comments. This work used the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant OCI-1053575. Baldauf acknowledges financial support from the Stanford Institute for Economic Policy Research Kohlhagen Fellowship Fund and the Social Sciences and Humanities Research Council (SSHRC) grant 430-2018-00100. Mollner acknowledges financial support from the Stanford Institute for Economic Policy Research Kapnick Fellowship Program.

References

Aït-Sahalia, Y., and Sağlam, M.. “High Frequency Market Making: Implications for Liquidity.” Working Paper, available at http://ssrn.com/abstract=2908438 (2017a).Google Scholar
Aït-Sahalia, Y., and Sağlam, M.. “High Frequency Market Making: Optimal Quoting.” Working Paper, available at http://ssrn.com/abstract=2331613 (2017b).Google Scholar
Aitken, M.; Chen, H.; and Foley, S.. “The Impact of Fragmentation, Exchange Fees and Liquidity Provision on Market Quality.” Journal of Empirical Finance, 41 (2017), 140–160.Google Scholar
Amihud, Y.; Lauterbach, B.; and Mendelson, H.. “The Value of Trading Consolidation: Evidence from the Exercise of Warrants.” Journal of Financial and Quantitative Analysis, 38 (2003), 829–846.Google Scholar
Anand, A.; Samadi, M.; Sokobin, J.; and Venkataraman, K.. “Institutional Order Handling and Broker-Affiliated Trading Venues.” Working Paper, available at https://www.finra.org/sites/default/files/OCE_WP_jan2019.pdf (2019).Google Scholar
Angel, J. J.; Harris, L. E.; and Spatt, C. S.. “Equity Trading in the 21st Century: An Update.” Quarterly Journal of Finance, 5 (2015), 1–39.Google Scholar
Arnold, T.; Hersch, P.; Mulherin, J. H.; and Netter, J.. “Merging Markets.” Journal of Finance, 54 (1999), 1083–1107.Google Scholar
ASX Group. “Past Editions of Australian Cash Market Reports.” Available at http://www.asx.com.au/services/trading-services/past-editions-australian-cash-market-reports.htm (2014).Google Scholar
ASX Group. “ASX Trade: Markets Participant and Trading Schedule of Fees.” Available at https://www.asxonline.com/content/dam/asxonline/public/documents/schedule-of-fees/asx-trade-markets-participant-and-trading-schedule-of-fees-v01122016.pdf (2016).Google Scholar
Australian Securities and Investments Commission. “Report 331: Dark Liquidity and High-Frequency Trading.” Available at http://download.asic.gov.au/media/1344182/rep331-published-18-March-2013.pdf(2013).Google Scholar
Barclay, M. J.; Litzenberger, R. H.; and Warner, J. B.. “Private Information, Trading Volume, and Stock-Return Variances.” Review of Financial Studies, 3 (1990), 233–253.Google Scholar
Battalio, R. H.“Third Market Broker-Dealers: Cost Competitors or Cream Skimmers?” Journal of Finance, 52 (1997), 341–352.Google Scholar
Battalio, R. H.; Corwin, S. A.; and Jennings, R.. “Can Brokers Have It All? On the Relation between Make-Take Fees and Limit Order Execution Quality.” Journal of Finance, 71 (2016), 2193–2238.Google Scholar
Battalio, R. H.; Hatch, B. C.; and Sağlam, M.. “The Cost of Routing Orders to High Frequency Traders.” Working Paper, available at http://ssrn.com/abstract=3281324 (2018).Google Scholar
Bennett, P., and Wei, L.. “Market Structure, Fragmentation, and Market Quality.” Journal of Financial Markets, 9 (2006), 49–78.Google Scholar
Bernales, A.; Riarte, I.; Sagade, S.; Valenzuela, M.; and Westheide, C.. “A Tale of One Exchange and Two Order Books: Effects of Fragmentation in the Absence of Competition.” Working Paper, available at http://ssrn.com/abstract=3276548 (2018).Google Scholar
Bernhardt, D., and Hughson, E.. “Splitting Orders.” Review of Financial Studies, 10 (1997), 69–101.Google Scholar
Bessembinder, H., and Kaufman, H. M.. “A Cross-Exchange Comparison of Execution Costs and Information Flow for NYSE-Listed Stocks.” Journal of Financial Economics, 46 (1997), 293–319.Google Scholar
Biais, B.; Martimort, D.; and Rochet, J.-C.. “Competing Mechanisms in a Common Value Environment.” Econometrica, 68 (2000), 799–837.Google Scholar
Boehmer, B., and Boehmer, E.. “Trading Your Neighbor’s ETFs: Competition or Fragmentation?” Journal of Banking and Finance, 27 (2003), 1667–1703.Google Scholar
Boneva, L.; Linton, O.; and Vogt, M.. “The Effect of Fragmentation in Trading on Market Quality in the UK Equity Market.” Journal of Applied Econometrics, 31 (2016), 192–213.Google Scholar
Branch, B., and Freed, W.. “Bid–Asked Spreads on the AMEX and the Big Board.” Journal of Finance, 32 (1977), 159–163.Google Scholar
Budish, E.; Cramton, P.; and Shim, J.. “The High-Frequency Trading Arms Race: Frequent Batch Auctions as a Market Design Response.” Quarterly Journal of Economics, 130 (2015), 1547–1621.Google Scholar
Budish, E.; Lee, R.; and Shim, J.. “A Theory of Stock Exchange Competition and Innovation: Will the Market Fix the Market?” Working Paper, available at http://ssrn.com/abstract=3391461 (2019).Google Scholar
CBOE Global Markets, Inc. “Historical Market Volume Data.” Available at http://markets.cboe.com/us/equities/market_statistics/historical_market_volume/(2018).Google Scholar
Cespa, G., and Vives, X.. “Exchange Competition, Entry, and Welfare.” Working Paper, available at http://ssrn.com/abstract=3316784 (2019).Google Scholar
Chao, Y.; Yao, C.; and Ye, M.. “Why Discrete Price Fragments U.S. Stock Exchanges and Disperses Their Fee Structures.” Review of Financial Studies, 32 (2019), 1068–1101.Google Scholar
Chi-X Australia. “Market Operations Notice (Reference Number: 0019/11).” Available at https://www.chi-x.com.au/wp-content/uploads/history/Market%20Operations%20Notice%200019-11.pdf (2011).Google Scholar
Chi-X Australia. “Market Operations Notice (Reference Number: 0002/14).” Available at http://www.chi-x.com.au/wp-content/uploads/history/Market%20Operations%20Notice%200002-14.pdf (2014a).Google Scholar
Chi-X Australia. “Technical Notice Regarding Trading Halt on 16th June 2014 (Reference Number: 0012/14).” Available at https://www.chi-x.com.au/wp-content/uploads/history/Chi-X%20Technical%20Notice%200012-14.pdf (2014b).Google Scholar
Chlistalla, M., and Lutat, M.. “Competition in Securities Markets: The Impact on Liquidity.” Financial Markets and Portfolio Management, 25 (2011), 149–172.Google Scholar
Chowdhry, B., and Nanda, V.. “Multimarket Trading and Market Liquidity.” Review of Financial Studies, 4 (1991), 483–511.Google Scholar
Cohen, K. J., and Conroy, R. M.. “An Empirical Study of the Effect of Rule 19c-3.” Journal of Law and Economics, 33 (1990), 277–305.Google Scholar
Colliard, J.-E., and Foucault, T.. “Trading Fees and Efficiency in Limit Order Markets.” Review of Financial Studies, 25 (2012), 3389–3421.Google Scholar
Copeland, T. E., and Galai, D.. “Information Effects on the Bid–Ask Spread.” Journal of Finance, 38 (1983), 1457–1469.Google Scholar
De Fontnouvelle, P.; Fishe, R. P. H.; and Harris, J. H.. “The Behavior of Bid–Ask Spreads and Volume in Options Markets during the Competition for Listings in 1999.” Journal of Finance, 58 (2003), 2437–2464.Google Scholar
Degryse, H.; de Jong, F.; and van Kervel, V.. “The Impact of Dark Trading and Visible Fragmentation on Market Quality.” Review of Finance, 19 (2015), 1587–1622.Google Scholar
Dennert, J.“Price Competition between Market Makers.” Review of Economic Studies, 60 (1993), 735–751.Google Scholar
Fink, J.; Fink, K. E.; and Weston, J. P.. “Competition on the NASDAQ and the Growth of Electronic Communication Networks.” Journal of Banking and Finance, 30 (2006), 2537–2559.Google Scholar
Foucault, T.“Order Flow Composition and Trading Costs in a Dynamic Limit Order Market.” Journal of Financial Markets, 2 (1999), 99–134.Google Scholar
Foucault, T., and Menkveld, A. J.. “Competition for Order Flow and Smart Order Routing Systems.” Journal of Finance, 63 (2008), 119–158.Google Scholar
French, K. R., and Roll, R.. “Stock Return Variances: The Arrival of Information and the Reaction of Traders.” Journal of Financial Economics, 17 (1986), 5–26.Google Scholar
Gajewski, J.-F., and Gresse, C.. “Centralised Order Books versus Hybrid Order Books: A Paired Comparison of Trading Costs on NSC (Euronext Paris) and SETS (London Stock Exchange).” Journal of Banking and Finance, 31 (2007), 2906–2924.Google Scholar
Glosten, L. R.“Is the Electronic Open Limit Order Book Inevitable?” Journal of Finance, 49 (1994), 1127–1161.Google Scholar
Glosten, L. R., and Milgrom, P. R.. “Bid, Ask and Transaction Prices in a Specialist Market with Heterogeneously Informed Traders.” Journal of Financial Economics, 14 (1985), 71–100.Google Scholar
Hamilton, J. L.“Marketplace Fragmentation, Competition, and the Efficiency of the Stock Exchange.” Journal of Finance, 34 (1979), 171–187.Google Scholar
Haslag, P. H., and Ringgenberg, M.. “The Demise of the NYSE and NASDAQ: Market Quality in the Age of Market Fragmentation.” Working Paper, available at http://ssrn.com/abstract=2591715 (2017).Google Scholar
He, P. W.; Jarnecic, E.; and Liu, Y.. “The Determinants of Alternative Trading Venue Market Share: Global Evidence from the Introduction of Chi-X.” Journal of Financial Markets, 22 (2015), 27–49.Google Scholar
Hendershott, T., and Jones, C. M.. “Island Goes Dark: Transparency, Fragmentation, and Regulation.” Review of Financial Studies, 18 (2005), 743–793.Google Scholar
van Kervel, V.“Competition for Order Flow with Fast and Slow Traders.” Review of Financial Studies, 28 (2015), 2094–2127.Google Scholar
Kyle, A. S.“Continuous Auctions and Insider Trading.” Econometrica, 53 (1985), 1315–1335.Google Scholar
Mayhew, S.“Competition, Market Structure, and Bid–Ask Spreads in Stock Option Markets.” Journal of Finance, 57 (2002), 931–958.Google Scholar
Mendelson, H.“Consolidation, Fragmentation, and Market Performance.” Journal of Financial and Quantitative Analysis, 22 (1987), 189–207.Google Scholar
Menkveld, A. J.“High Frequency Trading and the New Market Makers.” Journal of Financial Markets, 16 (2013), 712–740.Google Scholar
Neal, R.“Potential Competition and Actual Competition in Equity Options.” Journal of Finance, 42 (1987), 511–531.Google Scholar
Nguyen, V.; Van Ness, B. F.; and Van Ness, R. A.. “Short- and Long-Term Effects of Multimarket Trading.” Financial Review, 42 (2007), 349–372.Google Scholar
Nielsson, U.“Stock Exchange Merger and Liquidity: The Case of Euronext.” Journal of Financial Markets, 12 (2009), 229–267.Google Scholar
O’Hara, M., and Ye, M.. “Is Market Fragmentation Harming Market Quality?” Journal of Financial Economics, 100 (2011), 459–474.Google Scholar
Pagano, M.“Trading Volume and Asset Liquidity.” Quarterly Journal of Economics, 104 (1989), 255–274.Google Scholar
Pagnotta, E., and Philippon, T.. “Competing on Speed.” Econometrica, 86 (2018), 1067–1115.Google Scholar
Salop, S. C.“Monopolistic Competition with Outside Goods.” Bell Journal of Economics, 10 (1979), 141–156.Google Scholar
State Street Global Advisors. “SPDR S&P/ASX 200 Fund.” Available at http://spdrs.com.au/etf/fund/fund_detail_STW.html (2014).Google Scholar
Subrahmanyam, A.“A Theory of Trading in Stock Index Futures.” Review of Financial Studies, 4 (1991), 17–51.Google Scholar
Tse, Y., and Martinez, V.. “Price Discovery and Informational Efficiency of International iShares Funds.” Global Finance Journal, 18 (2007), 1–15.Google Scholar
U.S. Department of the Treasury. A Financial System That Creates Economic Opportunities: Capital Markets. Washington, DC: U.S. Department of the Treasury (2017).Google Scholar
U.S. Securities and Exchange Commission. “Regulation NMS: Final Rules and Amendments to Joint Industry Plans.” Federal Register, 70 (2005).Google Scholar
U.S. Securities and Exchange Commission. Equity Market Structure 2019: Looking Back and Moving Forward.” Available at https://www.sec.gov/news/speech/clayton-redfearn-equity-market-structure-2019 (2019).Google Scholar
The Wall Street Journal. “Ho-Hum, Just Another Day for Traders.” Available at https://www.wsj.com/articles/why-the-nyse-outage-may-not-matter-to-investors-1436374396 (2015).Google Scholar
Weston, J. P.“Electronic Communication Networks and Liquidity on the NASDAQ.” Journal of Financial Services Research, 22 (2002), 125–139.Google Scholar
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