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Naïve Style-Level Feedback Trading in Passive Funds

Published online by Cambridge University Press:  08 April 2021

Markus S. Broman*
Affiliation:
Syracuse University Whitman School of Management

Abstract

Passive exchange-traded funds (ETFs) are ideally suited to style-level feedback trading because of their high liquidity, ease of short selling, and pure play on investment styles. I find strong evidence of short-term style-momentum trading in ETFs. Institutional investors that use ETFs do not act as arbitrageurs by trading against style momentum. Institutions, especially less sophisticated ones, are themselves style-momentum traders. Moreover, recent style-level demand predicts style-level return reversals. These findings suggest that uninformed positive feedback trading by less sophisticated market participants can destabilize financial markets in the short run.

Type
Research Article
Copyright
© The Author(s), 2021. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

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Footnotes

I am grateful to Anna Agapova, Kee-Hong Bae, Jennifer Conrad (the editor), Shaun Davies (the referee), Jon Fulkerson, Viktoriya Lantushenko, Marc Lipson, Alexey Malakhov, David Pedersen, Sara Shirley, Pauline Shum, Viktoriya Staneva, Yisong Tian, Tim Trombley, Abhishek Varma, David Weinbaum, Gulnara Zaynutdinova, Gaiyan Zhang, Yijia Zhao, and Blerina Bela Zykaj and seminar participants at the University of Arkansas, the University of Missouri–St. Louis, the University of New Hampshire, the University of Massachusetts–Boston, Illinois State University, Rutgers University–Camden, Syracuse University, West Virginia University, the 2018 European Finance Association Conference, the 2018 Eastern Finance Association Conference, and the 2017 Financial Management Association Conference for many helpful comments and suggestions. A previous version of this article was distributed with the title “Positive Style-Level Feedback Trading and Noise Trader Demand.” All errors are my own.

References

Abreu, D., and Brunnermeier, M. K.. “Bubbles and Crashes.” Econometrica, 71 (2003), 173204.CrossRefGoogle Scholar
Aggarwal, R., and Schofield, L.. “The Growth of Global ETFs and Regulatory Challenges.” Working Paper, available at https://ssrn.com/abstract=2001060 (2012).CrossRefGoogle Scholar
Akbas, F.; Armstrong, W. J.; Sorescu, S.; and Subrahmanyam, A.. “Smart Money, Dumb Money, and Capital Market Anomalies.” Journal of Financial Economics, 118 (2015), 355382.CrossRefGoogle Scholar
Albagli, E.Investment Horizons and Asset Prices under Asymmetric Information.” Journal of Economic Theory, 158 (2015), 787837.CrossRefGoogle Scholar
Amihud, Y.; Mendelson, H.; and Pedersen, L. H.. “Liquidity and Asset Prices.” Foundations and Trends in Finance , 1 (2005), 269364.CrossRefGoogle Scholar
Amromin, G., and Sharpe, S. A.. “Expectation of Risk and Return among Household Investors: Are Their Sharpe Ratios Countercyclical?” Working Paper, Federal Reserve Board (2013).Google Scholar
Antoniewicz, R., and Heinrichs, J.. The Role and Activities of Authorized Participants of Exchange-Traded Funds. Washington, DC: Investment Company Institute (2015).Google Scholar
Badrinath, S. G., and Wahal, S.. “Momentum Trading by Institutions.” Journal of Finance, 57 (2002), 24492478.CrossRefGoogle Scholar
Barber, B. M.; Huang, X.; and Odean, T.. “Which Factors Matter to Investors? Evidence from Mutual Fund Flows.” Working Paper, available at http://doi.org/10.2139/ssrn.2408231 (2016).CrossRefGoogle Scholar
Barberis, N.; Greenwood, R.; Jin, L.; and Shleifer, A.. “X-CAPM: An Extrapolative Capital Asset Pricing Model.” Journal of Financial Economics, 115 (2015), 124.CrossRefGoogle Scholar
Barberis, N., and Shleifer, A.. “Style Investing.” Journal of Financial Economics, 68 (2003), 161199.CrossRefGoogle Scholar
Ben-Rephael, A.; Kandel, S.; and Wohl, A.. “Measuring Investor Sentiment with Mutual Fund Flows.” Journal of Financial Economics, 104 (2012), 363382.CrossRefGoogle Scholar
Berk, J. B., and Green, R. C.. “Mutual Fund Flows and Performance in Rational Markets.” Journal of Political Economy, 112 (2004), 12691295.CrossRefGoogle Scholar
Blume, M. E., and Keim, D. B.. “The Changing Nature of Institutional Stock Investing.” Critical Finance Review, 6 (2014), 141.CrossRefGoogle Scholar
Broman, M. S.Liquidity, Style Investing and Excess Comovement of Exchange-Traded Fund Returns.” Journal of Financial Markets, 30 (2016), 2753.CrossRefGoogle Scholar
Broman, M. S., and Shum, P.. “Relative Liquidity, Fund Flows and Short-Term Demand: Evidence from Exchange-Traded Funds.” Financial Review, 53 (2018), 87115.CrossRefGoogle Scholar
Brown, D. C.; Davies, S.; and Ringgenberg, M.. “ETF Arbitrage, Non-Fundamental Demand, and Return Predictability.” Review of Finance, 25 (2021), 937972.CrossRefGoogle Scholar
Brown, J. R.; Liang, N.; and Weisbenner, S.. “Individual Account Investment Options and Portfolio Choice: Behavioral Lessons from 401(k) Plans.” Journal of Public Economics, 91 (2007), 19922013.CrossRefGoogle Scholar
Brunnermeier, M., and Nagel, S.. “Hedge Funds and the Technology Bubble.” Journal of Finance, 59 (2004), 20132040.CrossRefGoogle Scholar
Brunnermeier, M. K., and Pedersen, L. H.. “Market Liquidity and Funding Liquidity.” Review of Financial Studies, 22 (2009), 22012238.CrossRefGoogle Scholar
Calluzzo, P.; Moneta, F.; and Topaloglu, S.. “When Anomalies Are Publicized Broadly, Do Institutions Trade Accordingly?Management Science, 65 (2019), 45554574.CrossRefGoogle Scholar
Cella, C.; Ellul, A.; and Giannetti, M.. “Investors’ Horizons and the Amplification of Market Shocks.” Review of Financial Studies, 26 (2013), 16071648.CrossRefGoogle Scholar
Charupat, N., Miu, P.. “The Pricing and Performance of Leveraged Exchange-Traded Funds.” Journal of Banking and Finance, 35 (2011), 966977.CrossRefGoogle Scholar
Chevalier, J., and Ellison, G.. “Risk Taking by Mutual Funds as a Response to Incentives.” Journal of Political Economy, 105 (1997), 11671200.CrossRefGoogle Scholar
Choi, N., and Sias, R. W.. “Institutional Industry Herding.” Journal of Financial Economics, 94 (2009), 469491.CrossRefGoogle Scholar
Cong, L. W., and Xu, D. X.. “Rise of Factor Investing: Asset Prices, Informational Efficiency, and Security Design.” Working Paper, available at https://ssrn.com/abstract=2800590 (2019).Google Scholar
Coval, J., and Stafford, E.. “Asset Fire Sales (and Purchases) in Equity Markets.” Journal of Financial Economics, 86 (2007), 479512.CrossRefGoogle Scholar
Cremers, K. M., and Petajisto, A.. “How Active Is Your Fund Manager? A New Measure That Predicts Performance.” Review of Financial Studies, 22 (2009), 33293365.CrossRefGoogle Scholar
Cremers, M., and Pareek, A.. “Short-Term Trading and Stock Return Anomalies: Momentum, Reversal, and Share Issuance.” Review of Finance, 19 (2015), 16491701.CrossRefGoogle Scholar
Cremers, M., and Pareek, A.. “Patient Capital Outperformance: The Investment Skill of High Active Share Managers Who Trade Infrequently.” Journal of Financial Economics, 122 (2016), 288306.CrossRefGoogle Scholar
Daniel, K.; Mota, L.; Rottke, S.; and Santos, T.. “The Cross-Section of Risk and Returns.” Review of Financial Studies, 33 (2020), 19271979.CrossRefGoogle Scholar
Dannhauser, C. D., and Pontiff, J.. “FLOW.” Working Paper, available at https://ssrn.com/abstract=3428702 (2019).CrossRefGoogle Scholar
Dasgupta, A.; Prat, A.; and Verardo, M.. “Institutional Trade Persistence and Long-Term Equity Returns.” Journal of Finance, 66 (2011), 635653.CrossRefGoogle Scholar
De Long, J. B.; Shleifer, A.; Summers, L. H.; and Waldmann, R. J.. “Positive Feedback Investment Strategies and Destabilizing Rational Speculation.” Journal of Finance, 45 (1990), 379395.CrossRefGoogle Scholar
Del Guercio, D., and Tkac, P. A.. “The Determinants of the Flow of Funds of Managed Portfolios: Mutual Funds versus Pension Funds.” Journal of Financial and Quantitative Analysis, 37 (2002), 523557.CrossRefGoogle Scholar
Doshi, H.; Elkamhi, R.; and Simutin, M.. “Managerial Activeness and Mutual Fund Performance.” Review of Asset Pricing Studies, 5 (2015), 156184.CrossRefGoogle Scholar
Driscoll, J. C., and Kraay, A. C.. “Consistent Covariance Matrix Estimation with Spatially Dependent Panel Data.” Review of Economics and Statistics, 80 (1998), 549560.CrossRefGoogle Scholar
Easley, D.; Michayluk, D.; O’Hara, M.; and Putniņš, T. J.. “The Active World of Passive Investing.” Working Paper, available at https://ssrn.com/abstract=3220842 (2020).Google Scholar
Edelen, R. M.; Ince, O. S.; and Kadlec, G. B.. “Institutional Investors and Stock Return Anomalies.” Journal of Financial Economics, 119 (2016), 472488.CrossRefGoogle Scholar
Evans, R. B.; Moussawi, R.; Pagano, M. S.; and Sedunov, J.. “ETF Short Interest and Failures-to-Deliver: Naked Short-Selling or Operational Shorting?” Working Paper, available at https://ssrn.com/abstract=2961954 (2019).Google Scholar
Frazzini, A., and Lamont, O. A.. “Dumb Money: Mutual Fund Flows and the Cross-Section of Stock Returns.” Journal of Financial Economics, 88 (2008), 299322.CrossRefGoogle Scholar
Frijns, B.; Gilbert, A. B.; and Zwinkels, R. C.. “On the Style-Based Feedback Trading of Mutual Fund Managers.” Journal of Financial and Quantitative Analysis, 51 (2013), 771800.CrossRefGoogle Scholar
Gaspar, J. M.; Massa, M.; and Matos, P.. “Shareholder Investment Horizons and the Market for Corporate Control.” Journal of Financial Economics, 76 (2005), 135165.CrossRefGoogle Scholar
Goetzmann, W. N., and Massa, M.. “Daily Momentum and Contrarian Behavior of Index Fund Investors.” Journal of Financial and Quantitative Analysis, 37 (2002), 375389.CrossRefGoogle Scholar
Greenwood, R., and Shleifer, A.. “Expectations of Returns and Expected Returns.” Review of Financial Studies, 27 (2014), 714746.CrossRefGoogle Scholar
Huang, S.; O’Hara, M.; and Zhong, Z.. “Innovation and Informed Trading: Evidence from Industry ETFs.” Working Paper, available at https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3126970 (2020).Google Scholar
Investment Company Institute. ICI: 2018 Investment Company Fact Book: A Review of Trends and Activities in the Investment Company Industry, 58th ed. Available at https://www.ici.org/pdf/2018_factbook.pdf (2018).Google Scholar
Jegadeesh, N., and Titman, S.. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance, 48 (1993), 6591.CrossRefGoogle Scholar
Jin, L. J., and Sui, P.. “Asset Pricing with Return Extrapolation.” Working Paper, available at https://ssrn.com/abstract=3045658 (2019).Google Scholar
Joenväärä, J., and Salehi, H.. “Institutional Investors’ ETF Usage and Stock Selection Ability.” Working Paper, available at https://ssrn.com/abstract=2817687 (2018).Google Scholar
Khan, M.; Kogan, L.; and Serafeim, G.. “Mutual Fund Trading Pressure: Firm-Level Stock Price Impact and Timing of SEOs.” Journal of Finance 67 (2012), 13711395.CrossRefGoogle Scholar
Kuchler, T., and Zafar, B.. “Personal Experiences and Expectations about Aggregate Outcomes.” Journal of Finance, 74 (2019), 24912542.CrossRefGoogle Scholar
Levy, A., and Lieberman, O.. “Active Flows and Passive Returns.” Review of Finance, 20 (2016), 373401.CrossRefGoogle Scholar
Liu, J., and Longstaff, F. A.. “Losing Money on Arbitrage: Optimal Dynamic Portfolio Choice in Markets with Arbitrage Opportunities.” Review of Financial Studies, 17 (2004), 611641.CrossRefGoogle Scholar
Lou, D.A Flow-Based Explanation for Return Predictability.” Review of Financial Studies, 25 (2012), 34573489.CrossRefGoogle Scholar
Mitchell, O. S.; Mottola, G. R.; Utkus, S. P.; and Yamaguchi, T.. “The Inattentive Participant: Portfolio Trading Behavior in 401(k) Plans.” Michigan Retirement Research Center Research Paper No. WP 115 (2006).Google Scholar
Novy-Marx, R., and Velikov, M.. “A Taxonomy of Anomalies and Their Trading Costs.” Review of Financial Studies, 29 (2016), 104147.CrossRefGoogle Scholar
Pinsker, B.ETFs Are Hot Everywhere but Workplace Retirement Plans.” Reuters, August 15, 2017. Available at https://www.reuters.com/article/us-money-etf-401k/etfs-are-hot-everywhere-but-workplace-retirement-plans-idUSKCN1AV1J1 (2017).Google Scholar
Sherrill, D. E.; Shirley, S. E.; and Stark, J. R.. “Actively Managed Mutual Funds Holding Passive Investments: What Do ETF Positions Tell Us about Mutual Fund Ability?Journal of Banking and Finance, 76 (2017), 4864.CrossRefGoogle Scholar
Shleifer, A., and Vishny, R. W.. “The Limits of Arbitrage.” Journal of Finance, 52 (1997), 3555.CrossRefGoogle Scholar
Sias, R.Institutional Herding.” Review of Financial Studies, 17 (2004), 165206.CrossRefGoogle Scholar
Sias, R.; Starks, L.; and Titman, S.. “The Price Impact of Institutional Trading.” Available at: https://ssrn.com/abstract=283779 (2001).CrossRefGoogle Scholar
Sias, R.; Turtle, H. J.; and Zykaj, B.. “Hedge Fund Crowds and Mispricing.” Management Science, 62 (2015), 764784.CrossRefGoogle Scholar
Sirri, E. R., and Tufano, P.. “Costly Search and Mutual Fund Flows.” Journal of Finance, 53 (1998), 15891622.CrossRefGoogle Scholar
Spiegel, M., and Zhang, H.. “Mutual Fund Risk and Market Share-Adjusted Fund Flows.” Journal of Financial Economics, 108 (2013), 506528.CrossRefGoogle Scholar
Staer, A.Fund Flows and Underlying Returns: The Case of ETFs.” International Journal of Business, 22 (2017).Google Scholar
Stein, J. C.Presidential Address: Sophisticated Investors and Market Efficiency.” Journal of Finance, 64 (2009), 15171548.CrossRefGoogle Scholar
Vissing-Jorgensen, A.Perspectives on Behavioral Finance: Does ‘Irrationality’ Disappear with Wealth? Evidence from Expectations and Actions.” NBER Macroeconomics Annual, 18 (2003), 139194.CrossRefGoogle Scholar
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