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Selection Bias in Mutual Fund Fire Sales

Published online by Cambridge University Press:  08 November 2022

Elizabeth A. Berger Open the ORCID record for Elizabeth A. Berger [Opens in a new window]
Elizabeth A. Berger*
Affiliation:
University of Houston C.T. Bauer College of Business
*
eberger@uh.edu
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Abstract

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Liquidity trading following mutual fund outflows creates a potentially powerful empirical setting in which stock price variation is unrelated to changes in firm fundamentals. Instrumental variables (IVs) drawn from this setting impose an additional assumption that managers sell firms in proportion to portfolio weights. I show that this assumption causes selection bias in these IVs. It misallocates large price impacts to poorly performing, illiquid firms with lower growth – firms that managers systematically avoid selling. Simulations show that selection bias doubles the magnitude of regression coefficients and precludes potential fixes. Numerous recent studies exploiting these IVs should be reevaluated.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 58 , Issue 3 , May 2023 , pp. 1039 - 1077
Copyright
© The Author(s), 2022. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

Footnotes

I thank an anonymous referee, Alex Butler, Murillo Campello, Jennifer Conrad (the editor), Alan Crane, N. W. DuBois, John Edwards, Gustavo Grullon, Harrison Hong, Andrew Karolyi, Roni Michaely, David Ng, Natalia Sizova, Ioannis Spyridopoulos, Alberto Teguia, Margarita Tsoutsoura, and James Weston for thoughtful ideas, comments, and suggestions. I thank participants at the University of Manchester, 2015 WFA-CFAR Corporate Finance Conference, 2016 Financial Management Association Meetings, 2018 SFS Cavalcade Meetings, and 2018 WFA Meetings for helpful comments and suggestions.

References

Acharya, V.; Almeida, H.; Ippolito, F.; and Perez, A.. “Credit Lines as Monitored Liquidity Insurance: Theory and Evidence.” Journal of Financial Economics, 112 (2014), 287–319.CrossRefGoogle Scholar
Alexander, G. J.; 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
Ali, A.; Wei, K. D.; and Zhou, Y.. “Insider Trading and Option Grant Timing in Response to Fire Sales (and Purchases) of Stocks by Mutual Funds.” Journal of Accounting Research, 49 (2011), 595–632.CrossRefGoogle Scholar
Amihud, Y. “Illiquidity and Stock Returns: Cross-Section and Time-Series Effects.” Journal of Financial Markets, 5 (2002), 31–56.CrossRefGoogle Scholar
Anton, M., and Polk, C.. “Connected Stocks.” Journal of Finance, 69 (2014), 1099–1127.CrossRefGoogle Scholar
Asquith, P., and Mullins, D. W.. “Equity Issues and Offering Dilution.” Journal of Financial Economics, 15 (1986), 61–89.CrossRefGoogle Scholar
Bena, J.; Ferreira, M. A.; Matos, P.; and Pires, P.. “Are Foreign Investors Locusts? The Long-Term Effects of Foreign Institutional Ownership.” Journal of Financial Economics, 126 (2017), 122–146.CrossRefGoogle Scholar
Bharath, S. T.; Jayaraman, S.; and Nagar, V.. “Exit as Governance: An Empirical Analysis.” Journal of Finance, 68 (2013), 2515–2547.CrossRefGoogle Scholar
Brown, D. B.; Carlin, B. I.; and Lobo, M. S.. “Optimal Portfolio Liquidation with Distress Risk.” Management Science, 56 (2010), 1997–2014.CrossRefGoogle Scholar
Chen, Q.; Goldstein, I.; and Jiang, W.. “Price Informativeness and Investment Sensitivity to Stock Price.” Review of Financial Studies, 20 (2007), 619–650.CrossRefGoogle Scholar
Chen, H.-L.; 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, 20 (2000), 343–368.CrossRefGoogle Scholar
Chevalier, J., and Ellison, G.. “Risk Taking by Mutual Funds as a Response to Incentives.” Journal of Political Economy, 105 (1997), 1167–1200.CrossRefGoogle Scholar
Coval, J., and Stafford, E.. “Asset Fire Sales (and purchases) in Equity Markets.” Journal of Financial Economics, 86 (2007), 479–512.CrossRefGoogle Scholar
Crane, A. D.; Michenaud, S.; and Weston, J. P.. “The Effect of Institutional Ownership on Payout Policy: Evidence from Index Thresholds.” Review of Financial Studies, 29 (2016), 1377–1408.CrossRefGoogle Scholar
DeAngelo, H.; DeAngelo, L.; and Stulz, R. M.. “Seasoned Equity Offerings, Market Timing, and the Corporate Lifecycle.” Journal of Financial Economics, 95 (2010), 275–295.CrossRefGoogle Scholar
Derrien, F.; Kecskés, A.; and Thesmar, D.. “Investor Horizons and Corporate Policies.” Journal of Financial and Quantitative Analysis, 48 (2013), 1755–1780.CrossRefGoogle Scholar
Dessaint, O.; Foucault, T.; Frésard, L.; and Matray, A.. “Noisy Stock Prices and Corporate Investment.” Review of Financial Studies, 32 (2019), 2625–2672.CrossRefGoogle Scholar
Duffie, D., and Ziegler, A.. “Liquidation Risk.” Financial Analysts Journal, 59 (2003), 42–51.CrossRefGoogle Scholar
Edmans, A.; Fang, V. W.; and Zur, E.. “The Effect of Liquidity on Governance.” Review of Financial Studies, 26 (2013), 1443–1482.CrossRefGoogle Scholar
Edmans, A.; Goldstein, I.; and Jiang, W.. “The Real Effects of Financial Markets: The Impact of Prices on Takeovers.” Journal of Finance, 67 (2012), 933–971.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Financing Decisions: Who Issues Stock?” Journal of Financial Economics, 76 (2005), 549–582.CrossRefGoogle Scholar
Fang, V. W.; Tian, X.; and Tice, S.. “Does Stock Liquidity Enhance or Impede Firm Innovation?” Journal of Finance, 69 (2014), 2085–2125.CrossRefGoogle Scholar
Fazzari, S.; Hubbard, R. G.; and Petersen, B. C.. “Financing Constraints and Corporate Investment.” National Bureau of Economic Research (1987).CrossRefGoogle Scholar
Fee, C. E.; Hadlock, C. J.; and Pierce, J. R.. “Investment, Financing Constraints, and Internal Capital Markets: Evidence from the Advertising Expenditures of Multinational Firms.” Review of Financial Studies, 22 (2009), 2361–2392.CrossRefGoogle Scholar
Goldstein, I.; Ozdenoren, E.; and Yuan, K.. “Trading Frenzies and Their Impact on Real Investment.” Journal of Financial Economics, 109 (2013), 566–582.CrossRefGoogle Scholar
Golubov, A.; Petmezas, D.; and Travlos, N. G.. “When it Pays to Pay Your Investment Banker: New Evidence on the Role of Financial Advisors in M&As.” Journal of Finance, 67 (2012), 271–311.CrossRefGoogle Scholar
Goyenko, R. Y.; Holden, C. W.; and Trzcinka, C. A.. “Do Liquidity Measures Measure Liquidity?” Journal of Financial Economics, 92 (2009), 153–181.CrossRefGoogle Scholar
Grossman, S. J., and Hart, O. D.. “Takeover Bids, the Free-Rider Problem, and the Theory of the Corporation.” Bell Journal of Economics, 11 (1980), 42–64.CrossRefGoogle Scholar
Hasbrouck, J. “Trading Costs and Returns for U.S. Equities: Estimating Effective Costs from Daily Data.” Journal of Finance, 64 (2009), 1445–1477.CrossRefGoogle Scholar
Heckman, J. “Sample Selection Bias as a Specification Error.” Econometrica, 47 (1979), 153–161.CrossRefGoogle Scholar
Heckman, J. “Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations.” Journal of Human Resources, 32 (1997), 441–462.CrossRefGoogle Scholar
Hirshleifer, D., and Suh, Y.. “Risk, Managerial Effort, and Project Choice.” Journal of Financial Intermediation, 2 (1992), 308–345.CrossRefGoogle Scholar
Huang, S.; Ringgenberg, M.; and Zhang, Z.. “The Information in Asset Fire Sales.” Western Finance Association Annual Meeting Paper (2017).Google Scholar
Imbens, G. W., and Angrist, J. D.. “Identification and Estimation of Local Average Treatment Effects.” Econometrica, 62 (1994), 467–475.CrossRefGoogle Scholar
Jenter, D. “Market Timing and Managerial Portfolio Decisions.” Journal of Finance, 60 (2005), 1903–1949.CrossRefGoogle Scholar
Kacperczyk, M.; Sialm, C.; and Zheng, L.. “Unobserved Actions of Mutual Funds.” Review of Financial Studies, 21 (2008), 2379–2416.CrossRefGoogle 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), 1371–1395.CrossRefGoogle Scholar
Kisin, R. “The Impact of Mutual Fund Ownership on Corporate Investment: Evidence from a Natural Experiment.” Available at SSRN, 1828183 (2011).CrossRefGoogle Scholar
Larcker, D. F., and Rusticus, T. O.. “On the Use of Instrumental Variables in Accounting Research.” Journal of Accounting and Economics, 49 (2010), 186–205.CrossRefGoogle Scholar
Lee, L. “Unionism and Wage Rates: A Simultaneous Equations Model with Qualitative and Limited Dependent Variables.” International Economic Review, 19 (1978), 415–433.CrossRefGoogle Scholar
Lee, C. M., and So, E. C.. “Uncovering Expected Returns: Information in Analyst Coverage Proxies.” Journal of Financial Economics, 124 (2017), 331–348.CrossRefGoogle Scholar
Lou, D. “A Flow-Based Explanation for Return Predictability.” Review of Financial Studies, 25 (2012), 3457–3489.CrossRefGoogle Scholar
Lou, X., and Wang, A. Y.. “Flow-Induced Trading Pressure and Corporate Investment.” Journal of Financial and Quantitative Analysis, 53 (2018), 171–201.CrossRefGoogle Scholar
Loughran, T., and Ritter, J. R.. “The New Issues Puzzle.” Journal of Finance, 50 (1995), 23–51.CrossRefGoogle Scholar
Miller, M. H., and Rock, K.. “Dividend Policy Under Asymmetric Information.” Journal of Finance, 40 (1985), 1031–1051.CrossRefGoogle Scholar
Norli, Ø.; Ostergaard, C.; and Schindele, I.. “Liquidity and Shareholder Activism.” Review of Financial Studies, 28 (2015), 486–520.CrossRefGoogle Scholar
Phillips, G. M., and Zhdanov, A.. “R&D and the Incentives from Merger and Acquisition Activity.” Review of Financial Studies, 26 (2013), 34–78.CrossRefGoogle Scholar
Puri, M. “Commercial Banks in Investment Banking Conflict of Interest or Certification Role?” Journal of Financial Economics, 40 (1996), 373–401.CrossRefGoogle Scholar
Roberts, M. R., and Whited, T. M.. “Endogeneity in Empirical Corporate Finance.” In Handbook of the Economics of Finance, Vol. 2. Amsterdam: Elsevier (2013), 493–572.CrossRefGoogle Scholar
Rosenzweig, M. R., and Wolpin, K. I.. “Natural “Natural Experiments" in Economics.” Journal of Economic Literature, 38 (2000), 827–874.CrossRefGoogle Scholar
Shivdasani, A. “Board Composition, Ownership Structure, and Hostile Takeovers.” Journal of Accounting and Economics, 16 (1993), 167–198.CrossRefGoogle Scholar
Subrahmanyam, A., and Titman, S.. “Feedback from Stock Prices to Cash Flows.” Journal of Finance, 56 (2001), 2389–2413.CrossRefGoogle Scholar
Wardlaw, M. “Measuring Mutual Fund Flow Pressure as Shock to Stock Returns.” Journal of Finance, 75 (2020), 3221–3243.CrossRefGoogle Scholar
Zuo, L. “The Informational Feedback Effect of Stock Prices on Management Forecasts.” Journal of Accounting and Economics, 61 (2016), 391–413.CrossRefGoogle Scholar