Algorithmic Trading and Market Quality: International Evidence

We study the effect of algorithmic trading (AT) intensity on equity market liquidity, short-term volatility, and informational efficiency between 2001 and 2011 in 42 equity markets around the world. On average, AT improves liquidity and informational efficiency but increases volatility. We can attribute the AT-related increase in volatility neither to more “good” volatility that would arise from faster price discovery nor to algorithmic traders’ inclination to enter the market when volatility is high. On the contrary, these volatility-seeking traders are associated with declines in market quality. Our results are surprisingly consistent across markets and thus across a wide range of AT practices. But results vary in the cross-section of stocks. In contrast to the average effect, greater AT intensity reduces liquidity and worsens the volatility increase in the smallest tercile of stocks. Finally, AT becomes less beneficial when market making is difficult.

[1]  Charles M. C. Lee,et al.  Inferring Trade Direction from Intraday Data , 1991 .

[2]  M. Arellano,et al.  Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations , 1991 .

[3]  Thierry Foucault,et al.  Order flow composition and trading costs in a dynamic limit order market 1 I am grateful to Bruno Bi , 1999 .

[4]  Hendrik Bessembinder,et al.  Issues in Assessing Trade Execution Costs , 2000 .

[5]  Avanidhar Subrahmanyam,et al.  Evidence on the Speed of Convergence to Market Efficiency , 2001 .

[6]  Y. Amihud,et al.  Illiquidity and Stock Returns II: Cross-Section and Time-Series Effects , 2018, The Review of Financial Studies.

[7]  A. Lo,et al.  What Happened to the Quants in August 2007? , 2007 .

[8]  Gideon Saar,et al.  Technology and Liquidity Provision: The Blurring of Traditional Definitions , 2007 .

[9]  Andrew W. Lo,et al.  What Happened to the Quants in August 2007?: Evidence from Factors and Transactions Data , 2008 .

[10]  A. Anand,et al.  Persistence in Trading Cost: An Analysis of Institutional Equity Trades , 2008 .

[11]  P. Brockman,et al.  Commonality in Liquidity: A Global Perspective , 2006, Journal of Financial and Quantitative Analysis.

[12]  Ryan Riordan,et al.  Algorithmic Trading and Information , 2009 .

[13]  Ekkehart Boehmer,et al.  Institutional Investors and the Informational Efficiency of Prices , 2005 .

[14]  Charles M. Jones,et al.  Does Algorithmic Trading Improve Liquidity? , 2010 .

[15]  Ilia D. Dichev,et al.  The Dark Side of Trading , 2011 .

[16]  P. Protter,et al.  A Dysfunctional Role of High Frequency Trading in Electronic Markets , 2011 .

[17]  A. Menkveld High frequency trading and the new market makers , 2013 .

[18]  Á. Cartea,et al.  Where is the Value in High Frequency Trading? , 2011, SSRN Electronic Journal.

[19]  Thomas Philippon,et al.  Competing on Speed , 2011 .

[20]  A. Kyle,et al.  The Flash Crash: The Impact of High Frequency Trading on an Electronic Market , 2011 .

[21]  Thomas H. Mcinish,et al.  Strategic Liquidity Supply in a Market with Fast and Slow Traders , 2012 .

[22]  P. Hoffmann A Dynamic Limit Order Market with Fast and Slow Traders , 2013, SSRN Electronic Journal.

[23]  Bruno Biais,et al.  High Frequency Trading , 2012 .

[24]  Investing for the Long Run , 2012 .

[25]  T. Hendershott,et al.  Algorithmic Trading and the Market for Liquidity , 2013, Journal of Financial and Quantitative Analysis.

[26]  Joel Hasbrouck,et al.  Low-latency trading $ , 2013 .

[27]  T. Hendershott,et al.  High Frequency Trading and Price Discovery , 2013, SSRN Electronic Journal.

[28]  A. Park,et al.  Do Retail Investors Suffer from High Frequency Traders? , 2013 .

[29]  Clara Vega,et al.  Rise of the Machines: Algorithmic Trading in the Foreign Exchange Market: Rise of the Machines , 2014 .

[30]  René M. Stulz,et al.  Do Firms Issue More Equity When Markets are More Liquid? , 2013 .

[31]  Sunil Wahal,et al.  High Frequency Quoting, Trading, and the Efficiency of Prices , 2014 .

[32]  A. Anand,et al.  Market Conditions, Fragility and the Economics of Market Making , 2015 .

[33]  Boyan Jovanovic,et al.  Middlemen in Limit Order Markets , 2016 .

[34]  C. Holden,et al.  What Are the Best Liquidity Proxies for Global Research? , 2017 .