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The Information in Industry-Neutral Self-Financed Trades

Published online by Cambridge University Press:  14 February 2023

Yashar H. Barardehi ,
Zhi Da  and
Mitch Warachka Open the ORCID record for Mitch Warachka [Opens in a new window]
Yashar H. Barardehi
Affiliation:
Chapman University Argyros School of Business and Economics, Securities and Exchange Commission barardehi@chapman.edu
Zhi Da
Affiliation:
University of Notre Dame Mendoza College of Business zda@nd.edu
Mitch Warachka*
Affiliation:
Chapman University Argyros School of Business and Economics
*
warachka@chapman.edu (corresponding author)
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Abstract

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We identify Industry-Neutral Self-Financed Informed Trading (INSFIT) as stock trades financed by offsetting, equivalent dollar-denominated stock trades in the same industry. Approximately 37% of short-term mutual fund trading profits can be attributed to these trade pairs. Consistent with informed trading, INSFIT precedes unusually high media coverage for the underlying stocks. The trades underlying INSFIT are also larger as the release of stock-level news becomes more imminent. Both relative valuation and the hedging of industry exposure motivate INSFIT’s industry neutrality. While INSFIT positively impacts fund performance, active fund managers who execute INSFIT more aggressively obtain smaller trading profits per execution.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 59 , Issue 2 , March 2024 , pp. 796 - 829
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2023. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

Footnotes

We are grateful for the comments received from an anonymous referee, Amber Anand, Dan Bernhardt, Peter Chung, Shaun Davies, Mike Dong, Slava Fos (discussant), Thierry Foucault (the editor), Jean Helwege, Vahid Irani, Yawen Jiao, Tim Johnson, Steve Karolyi, Thomas Ruchti, Andriy Shkilko (discussant), Mike Simutin (discussant), Elvira Sojli, Pingle Wang (discussant), as well as seminar and conference participants at the University of California – Riverside, Chapman University, the 2021 Midwest Finance Association meetings, the 2021 American Finance Association meetings, the 2020 Northern Finance Association meetings, the 2022 SAFE Market Microstructure conference, and 2022 Market Microstructure Online Seminar – Asia-Pacific. We are especially grateful to Baozhong Yang for sharing the link between ANcerno trades and Thomson Reuters portfolio holdings. A previous version of this article circulated under the title “The Information in Trade Financing.” Z.D. acknowledges financial support from the Beijing Outstanding Young Scientist Program (BJJWZYJH01201910034034) and the 111 Project (B20094). The Securities and Exchange Commission disclaims responsibility for any private publication or statement of any SEC employee or Commissioner. This article expresses the authors’ views and does not necessarily reflect those of the Commission, the Commissioners, or other members of the staff. Any errors are our own.

References

Admati, A., and Pfleiderer, P.. “A Theory of Intraday Patterns: Volume and Price Variability.” Review of Financial Studies, 1 (1988), 3–40.CrossRefGoogle Scholar
Agarwal, V.; Tang, Y.; and Yang, B.. “Do Mutual Funds Have Market Timing Ability? New Evidence from Daily Trades.” Working Paper, Georgia State University (2014).Google Scholar
Ahern, K. “Do Proxies for Informed Trading Measure Informed Trading? Evidence from Illegal Insider Trades.” Review of Asset Pricing Studies, 10 (2020), 397–440.CrossRefGoogle Scholar
Akepanidtaworn, K.; Di Mascio, R.; Imas, A.; and Schmidt, L.. “Selling Fast and Buying Slow: Heuristics and Trading Performance of Institutional Investors.” Working Paper, NBER and the University of Chicago (2021).CrossRefGoogle Scholar
Alexander, G.; Cici, G.; and Gibson, S.. “Does Motivation Matter when Assessing Trade Performance? An Analysis of Mutual Funds.” Review of Financial Studies, 20 (2007), 125–150.CrossRefGoogle Scholar
Anand, A.; Irvine, P.; Puckett, A.; and Venkataraman, K.. “Performance of Institutional Trading Desks: An Analysis of Persistence in Trading Costs.” Review of Financial Studies, 25 (2012), 557–598.CrossRefGoogle Scholar
Antón, M.; Cohen, R.; and Polk, C.. “Best Ideas.” Working Paper, available at https://papers.ssrn.com/sol3/papers.cfm?abid=1364827 (2021).Google Scholar
Back, K.; Cao, C.; and Willard, G.. “Imperfect Competition among Informed Traders.” Journal of Finance, 55 (2002), 2117–2155.CrossRefGoogle Scholar
Baker, M.; Litov, L.; Wachter, J.; and Wurgler, J.. “Can Mutual Fund Managers Pick Stocks? Evidence from their Trades Prior to Earnings Announcements.” Journal of Financial and Quantitative Analysis, 45 (2010), 1111–1131.CrossRefGoogle Scholar
Barardehi, Y.; Bernhardt, D.; Ruchti, T.; and Weidenmier, M.. “The Night and Day of Amihud’s (2002) Liquidity Measure." Review of Asset Pricing Studies, 11 (2021), 269–308.CrossRefGoogle Scholar
Barber, B.; Huang, X.; and Odean, T.. “Which Factors Matter to Investors? Evidence from Mutual Fund Flows.” Review of Financial Studies, 29 (2016), 2600–2642.CrossRefGoogle Scholar
Barras, L.; Scaillet, O.; and Wermers, R.. “False Discoveries in Mutual Fund Performance: Measuring Luck in Estimated Alphas.” Journal of Finance, 65 (2010), 179–216.CrossRefGoogle Scholar
Ben-Rephael, A.; Da, Z.; Easton, P.; and Israelsen, R.. “Who Pays Attention to SEC Form 8-K?” Accounting Review, 97 (2022), 59–88.CrossRefGoogle Scholar
Bernhardt, D., and Taub, B.. “Cross-Asset Speculation in Stock Markets.” Journal of Finance, 63 (2008), 2385–2427.CrossRefGoogle Scholar
Bernile, G.; Hu, J.; and Tang, Y.. “Can Information Be Locked up? Informed Trading Ahead of Macro-News Announcements.” Journal of Financial Economics, 121 (2016), 496–520.CrossRefGoogle Scholar
Binsbergen, Jv; Han, J.; Ruan, H.; and Xing, R.. “A Horizon-Based Decomposition of Mutual Fund Value Added Using Transaction Data.” Working Paper, NBER and University of Pennsylvania (2021).Google Scholar
Bolandnazar, M.; Jackson, R.; Jiang, W.; and Mitts, J.. “Trading against the Random Expiration of Private Information: A Natural Experiment.” Journal of Finance, 75 (2020), 5–44.CrossRefGoogle Scholar
Boulatov, A.; Hendershott, T.; and Livdan, D.. “Informed Trading and Portfolio Returns.” Review of Economic Studies, 80 (2013), 35–72.CrossRefGoogle Scholar
Bushman, R.; Williams, C.; and Wittenberg-Moerman, R.. “The Informational Role of the Media in Private Lending.” Journal of Accounting Research, 55 (2017), 115–152.CrossRefGoogle Scholar
Busse, J.; Chordia, T.; Jiang, L.; and Tang, Y.. “Transaction Costs, Portfolio Characteristics, and Mutual Fund Performance.” Management Science, 67 (2021), 1227–1248.CrossRefGoogle Scholar
Busse, J.; Goyal, A.; and Wahal, S.. “Performance and Persistence in Institutional Investment Management.” Journal of Finance, 65 (2010), 765–790.CrossRefGoogle Scholar
Busse, J.; Green, T.; and Baks, K.. “Fund Managers Who Take Big Bets: Skilled or Overconfident.” Working Paper, Emory University (2006).CrossRefGoogle Scholar
Caldentey, R., and Stacchetti, E.. “Insider Trading with a Random Deadline.” Econometrica, 78 (2010), 245–283.Google Scholar
Cella, C.; Ellul, A.; and Giannetti, M.. “Investors’ Horizons and the Amplification of Market Shocks.” Review of Financial Studies, 26 (2013), 1607–1648.CrossRefGoogle Scholar
Chakrabarty, B.; Moulton, P.; and Trzcinka, C.. “The Performance of Short-Term Institutional Trades.” Journal of Financial and Quantitative Analysis, 52 (2017), 1403–1428.CrossRefGoogle Scholar
Chen, H.; Chen, S.; Chen, Z.; and Li, F.. “Empirical Investigation of an Equity Pairs Trading Strategy.” Management Science, 65 (2019), 370–389.CrossRefGoogle Scholar
Chen, H.; Desai, H.; and Krishnamurthy, S.. “A First Look at Mutual Funds that Use Short Sales.” Journal of Financial and Quantitative Analysis, 48 (2013), 761–787.CrossRefGoogle Scholar
Chen, H.; Jegadeesh, N.; and Wermers, R.. “The Value of Active Mutual Fund Management: An Examination of the Stockholdings and Trades of Fund Managers.” Journal of Financial and Quantitative Analysis, 35 (2000), 343–368.CrossRefGoogle Scholar
Choi, J.; Larsen, K.; and Seppi, D.. “Information and Trading Targets in a Dynamic Market Equilibrium.” Journal of Financial Economics, 132 (2019), 22–49.CrossRefGoogle Scholar
Christoffersen, S.; Keim, D.; Musto, D.; and Rzeznik, A.. “Passive-Aggressive Trading: The Supply and Demand of Liquidity by Mutual Funds.” Review of Finance, 26 (2022), 1145–1177.CrossRefGoogle Scholar
Christoffersen, S., and Sarkissian, S.. “City Size and Fund Performance.” Journal of Financial Economics, 92 (2009), 252–275.CrossRefGoogle Scholar
Cohen, L.; Frazzini, A.; and Malloy, C.. “The Small World of Investing: Board Connections and Mutual Fund Returns.” Journal of Political Economy, 116 (2008), 951–979.CrossRefGoogle Scholar
Cohen, R.; Gompers, P.; and Vuolteenaho, T.. “Who Underreacts to Cash-Flow News? Evidence from Trading Between Individuals and Institutions.” Journal of Financial Economics, 66 (2002), 409–462.CrossRefGoogle Scholar
Cohen, L.; Malloy, C.; and Pomorski, L.. “Decoding Inside Information.” Journal of Finance, 67 (2012), 1009–1043.CrossRefGoogle Scholar
Collin-Dufresne, P., and Fos, V.. “Do Prices Reveal the Presence of Informed Trading?” Journal of Finance, 70 (2015), 1555–1582.CrossRefGoogle Scholar
Collin-Dufresne, P., and Fos, V.. “Insider Trading, Stochastic Liquidity, and Equilibrium Prices.” Econometrica, 84 (2016), 1441–1475.CrossRefGoogle Scholar
Coval, J., and Moskowitz, T.. “The Geography of Investment: Informed Trading and Asset Prices.” Journal of Political Economy, 109 (2001), 811–841.CrossRefGoogle Scholar
Cremers, K., and Petajisto, A.. “How Active Is your Fund Manager? A New Measure that Predicts Performance.” Review of Financial Studies, 22 (2009), 3329–3365.CrossRefGoogle Scholar
Da, Z.; Gao, P.; and Jagannathan, R.. “Impatient Trading, Liquidity Provision, and Stock Selection by Mutual Funds.” Review of Financial Studies, 24 (2011), 675–720.CrossRefGoogle Scholar
Da, Z., and Schaumburg, E.. “Relative Valuation and Analyst Target Price Forecasts.” Journal of Financial Markets, 14 (2011), 161–192.CrossRefGoogle Scholar
Dugast, J., and Foucault, T.. “Data Abundance and Asset Price Informativeness.” Journal of Financial Economics, 130 (2018), 367–391.CrossRefGoogle Scholar
Easley, D., and O’Hara, M.. “Price, Trade Size, and Information in Securities Markets.” Journal of Financial Economics, 19 (1987), 69–90.CrossRefGoogle Scholar
Eisele, A.; Nefedova, T.; Parise, G.; and Peijnenburg, K.. “Trading out of Sight: An Analysis of Cross-Trading in Mutual Fund Families.” Journal of Financial Economics, 135 (2020), 359–378.CrossRefGoogle Scholar
Evans, R.; Gomez, J.; Ma, L.; and Tang, Y.. “Peer Versus Pure Benchmarks in the Compensation of Mutual Fund Managers.” Working Paper, University of Virginia (2022).CrossRefGoogle Scholar
Foster, D., and Viswanathan, S.. “Strategic Trading when Agents Forecast the Forecasts of Others.” Journal of Finance, 51 (1996), 1437–1478.CrossRefGoogle Scholar
Foucault, T.; Hombert, J.; and Rosu, I.. “News Trading and Speed.” Journal of Finance, 71 (2016), 335–382.CrossRefGoogle Scholar
Frydman, C.; Hartzmark, S.; and Solomon, D.. “Rolling Mental Accounts.” Review of Financial Studies, 31 (2018), 362–397.CrossRefGoogle Scholar
Gaspar, J.; Massa, M.; and Matos, P.. “Shareholder Investment Horizons and the Market for Corporate Control.” Journal of Financial Economics, 76 (2005), 135–165.CrossRefGoogle Scholar
Gatev, E.; Goetzmann, W.; and Rouwenhorst, G.. “Pairs Trading: Performance of a Relative-Value Arbitrage Rule.” Review of Financial Studies, 19 (2006), 797–827.CrossRefGoogle Scholar
Hendershott, T.; Livdan, D.; and Schürhoff, N.. “Are Institutions Informed about News?” Journal of Financial Economics, 117 (2015), 249–287.CrossRefGoogle Scholar
Hoberg, G.; Philips, G.; and Prabhala, N.. “Product Market Threats, Payouts, and Financial Flexibility.” Journal of Finance, 69 (2014), 293–324.CrossRefGoogle Scholar
Holden, C., and Sumbrahmanyam, A.. “Long-Lived Private Information and Imperfect Competition.” Journal of Finance, 47 (1992), 247–270.Google Scholar
Hu, G. “Measures of Implicit Trading Costs and Buy–Sell Asymmetry.” Journal of Financial Markets, 12 (2009), 418–437.CrossRefGoogle Scholar
Hu, G.; Jo, K.; Wang, Y.; and Xie, J.. “Institutional Trading and Abel Noser Data.” Journal of Corporate Finance, 52 (2018), 143–167.CrossRefGoogle Scholar
Huang, S.; O’Hara, M.; and Zhong, Z.. “Innovation and Informed Trading: Evidence from Industry ETFs.” Review of Financial Studies, 34 (2021), 1280–1316.CrossRefGoogle Scholar
Hwang, C.; Titman, S.; and Wang, Y.. “Is it Who you Know or What you Know? Evidence from IPO Allocations and Mutual Fund Performance.” Journal of Financial and Quantitative Analysis, 53 (2018), 2491–2523.CrossRefGoogle Scholar
Irvine, P.; Lipson, M.; and Puckett, A.. “Tipping.” Review of Financial Studies, 20 (2007), 741–768.CrossRefGoogle Scholar
Jame, R. “Liquidity Provision and the Cross Section of Hedge Fund Returns.” Management Science, 64 (2018), 2973–3468.CrossRefGoogle Scholar
Kacperczyk, M., and Pagnotta, E.. “Chasing Private Information.” Review of Financial Studies, 32 (2019), 4997–5047.CrossRefGoogle Scholar
Kacperczyk, M., and Seru, A.. “Fund Manager Use of Public Information: New Evidence on Managerial Skills.” Journal of Finance, 62 (2007), 485–528.CrossRefGoogle Scholar
Kacperczyk, M.; Sialm, C.; and Zheng, L.. “On the Industry Concentration of Actively Managed Equity Mutual Funds.” Journal of Finance, 60 (2005), 1983–2011.CrossRefGoogle Scholar
Kadan, O.; Michaely, R.; and Moulton, P.. “Trading in the Presence of Short-Lived Private Information: Evidence from Analyst Recommendation Changes.” Journal of Financial and Quantitative Analysis, 53 (2018), 1509–1546.CrossRefGoogle Scholar
Kelly, P. “The Information Content of Realized Losses.” Review of Financial Studies, 31 (2018), 2468–2498.CrossRefGoogle Scholar
Kyle, A. “Continuous Auctions and Insider Trading.” Econometrica, 53 (1985), 1315–1335.CrossRefGoogle Scholar
Massa, M.; Reuter, J.; and Zitzewitz, E.. “When Should Firms Share Credit with Employees? Evidence from Anonymously Managed Mutual Funds.” Journal of Financial Economics, 95 (2010), 400–424.CrossRefGoogle Scholar
Mukherjee, A.; Panayotov, G.; and Shon, J.. “Eye in the Sky: Private Satellites and Government Macro Data.” Journal of Financial Economics, 141 (2021), 234–254.CrossRefGoogle Scholar
O’Hara, M. “High Frequency Market Microstructure.” Journal of Financial Economics, 116 (2015), 257–270.CrossRefGoogle Scholar
Pomorski, L. “Acting on the Most Valuable Information: ‘Best Idea’ Trades of Mutual Fund Managers.” Working Paper, AQR Fund Management (2009).CrossRefGoogle Scholar
Puckett, A., and Yan, X.. “The Interim Trading Skills of Institutional Investors.” Journal of Finance, 66 (2011), 601–633.CrossRefGoogle Scholar
Purnanandam, A., and Swaminathan, B.. “Are IPOs Really Underpriced?” Review of Financial Studies, 17 (2004), 811–848.CrossRefGoogle Scholar
Shkilko, A. “Insider Trading Under the Microscope.” Working Paper, Wilfrid Laurier University (2018).Google Scholar
Wermers, R. “Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses.” Journal of Finance, 55 (2000), 1655–1695.CrossRefGoogle Scholar
Wermers, R.; Yao, T.; and Zhao, J.. “Forecasting Stock Returns Through an Efficient Aggregation of Mutual Fund Holdings.” Review of Financial Studies, 25 (2012), 3490–529.CrossRefGoogle Scholar
Zhu, H. “Do Dark Pools Harm Price Discovery?” Review of Financial Studies, 27 (2013), 747–789.CrossRefGoogle Scholar
Zhu, C. “Big Data as a Governance Mechanism.” Review of Financial Studies, 32 (2019), 2021–2061.CrossRefGoogle Scholar
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