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Regional Economic Activity and Stock Returns

Published online by Cambridge University Press:  19 September 2018

Esad Smajlbegovic Open the ORCID record for Esad Smajlbegovic [Opens in a new window]
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Abstract

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This paper studies the diffusion of regional macroeconomic information into stock prices. I identify all U.S. states that are economically relevant for a company through textual analysis of annual reports and find that economic activity forecasts of company-relevant regions positively predict cross-sectional stock returns. Information arising from all relevant states is more important than that relating to the headquarter state alone. These forecasts also predict firms’ performance and earnings surprises, suggesting that the return predictability stems from future cash flows that are gradually reflected in prices. Finally, regional information takes longer to be incorporated into prices among difficult-to-arbitrage stocks.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 54 , Issue 3 , June 2019 , pp. 1051 - 1082
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2018 

Footnotes

1

This paper is a revised version of the first chapter of my PhD thesis at the University of Mannheim. I am grateful for the invaluable discussions and advice of my dissertation committee, Erik Theissen and Stefan Ruenzi. I thank David Becker, Robert Dittmar, Emily Gallagher (discussant), Joachim Grammig, Stephan Jank, Chao Jiang (discussant), Yigitcan Karabulut, Alok Kumar, Matthijs Lof, Tim Loughran, Paul Malatesta (the editor), Chris Malloy, Jeffrey Pontiff (referee), Tosmai Puenpatom, Otto Randl (discussant), Tobias Regele, Frans de Roon (discussant), Claus Schmitt, Michael Ungeheuer, Patrick Verwijmeren, and Stefan Zeume, seminar participants at the 2014 WFA Meetings, the 2014 EFA Meetings, the 2014 FMA Meetings, and the University of Mannheim, University of Tuebingen, Erasmus University Rotterdam, Aalto University, Frankfurt School of Finance & Management, and Vienna University of Economics and Business (WU) for helpful comments and suggestions. I am responsible for all remaining errors and omissions. Parts of this research project were conducted during a research visit to the University of Michigan, financially supported by the Julius Paul Stiegler Memorial Foundation.

References

Addoum, J. M.; Kumar, A.; and Law, K.. “Slow Diffusion of State-Level Information and Return Predictability.” Working Paper, Cornell University, University of Miami, and Nanyang Technological University (2017).Google Scholar
Amihud, Y., and Mendelson, H.. “Asset Pricing and the Bid–Ask Spread.” Journal of Financial Economics, 17 (1986), 223–249.Google Scholar
Ang, A.; Hodrick, R. J.; Xing, Y.; and Zhang, X.. “High Idiosyncratic Volatility and Low Returns: International and Further U.S. Evidence.” Journal of Financial Economics, 91 (2009), 1–23.Google Scholar
Banz, R. W.“The Relationship Between Return and Market Value of Common Stocks.” Journal of Financial Economics, 9 (1981), 3–18.Google Scholar
Barroso, P., and Santa-Clara, P.. “Momentum Has Its Moments.” Journal of Financial Economics, 116 (2015), 111–120.Google Scholar
Bartov, E., and Bodnar, G. M.. “Firm Valuation, Earnings Expectations, and the Exchange-Rate Exposure Effect.” Journal of Finance, 49 (1994), 1755–1785.Google Scholar
Becker, B.“Geographical Segmentation of US Capital Markets.” Journal of Financial Economics, 85 (2007), 151–178.Google Scholar
Bernile, G.; Korniotis, G.; Kumar, A.; and Wang, Q.. “Local Business Cycles and Local Liquidity.” Journal of Financial and Quantitative Analysis, 50 (2015), 987–1010.Google Scholar
Bernile, G.; Kumar, A.; and Sulaeman, J.. “Home away from Home: Geography of Information and Local Investors.” Review of Financial Studies, 28 (2015), 2009–2049.Google Scholar
Breeden, D. T.; Gibbons, M. R.; and Litzenberger, R. H.. “Empirical Test of the Consumption-Oriented CAPM.” Journal of Finance, 44 (1989), 231–262.Google Scholar
Campbell, J. Y.“Understanding Risk and Return.” Journal of Political Economy, 104 (1996), 298–345.Google Scholar
Campbell, J. Y., and Shiller, R. J.. “Stock Prices, Earnings, and Expected Dividends.” Journal of Finance, 43 (1988), 661–676.Google Scholar
Carhart, M. M.“On Persistence in Mutual Fund Performance.” Journal of Finance, 52 (1997), 57–82.Google Scholar
Chan, K.; Chen, N.-F.; and Hsieh, D. A.. “An Exploratory Investigation of the Firm Size Effect.” Journal of Financial Economics, 14 (1985), 451–471.Google Scholar
Chen, N.-F.; Roll, R.; and Ross, S. A.. “Economic Forces and the Stock Market.” Journal of Business, 59 (1986), 383–403.Google Scholar
Cohen, L.; Diether, K.; and Malloy, C.. “Misvaluing Innovation.” Review of Financial Studies, 26 (2013), 635–666.Google Scholar
Cohen, L., and Frazzini, A.. “Economic Links and Predictable Returns.” Journal of Finance, 63 (2008), 1977–2011.Google Scholar
Cohen, L., and Lou, D.. “Complicated firms.” Journal of Financial Economics, 104 (2012), 383–400.Google Scholar
Crone, T. M., and Clayton-Matthews, A.. “Consistent Economic Indexes for the 50 States.” Review of Economics and Statistics, 87 (2005), 593–603.Google Scholar
Daniel, K.; Grinblatt, M.; Titman, S.; and Wermers, R.. “Measuring Mutual Fund Performance with Characteristic-Based Benchmarks.” Journal of Finance, 52 (1997), 1035–1058.Google Scholar
Daniel, K., and Moskowitz, T. J.. “Momentum Crashes.” Journal of Financial Economics, 122 (2016), 221–247.Google Scholar
Darrat, A. F.; Li, B.; and Park, J. C.. “Consumption-Based CAPM Models: International Evidence.” Journal of Banking & Finance, 35 (2011), 2148–2157.Google Scholar
De Long, J. B.; Shleifer, A.; Summers, L. H.; and Waldmann, R. J.. “Noise Trader Risk in Financial Markets.” Journal of Political Economy, 98 (1990), 703–738.Google Scholar
Eiling, E.“Industry-Specific Human Capital, Idiosyncratic Risk, and the Cross-Section of Expected Stock Returns.” Journal of Finance, 68 (2013), 43–84.Google Scholar
Ellison, G., and Glaeser, E. L.. “Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach.” Journal of Political Economy, 105 (1997), 889–927.Google Scholar
Fama, E. F., and French, K. R.. “The Cross-Section of Expected Stock Returns.” Journal of Finance, 47 (1992), 427–465.Google Scholar
Fama, E. F., and French, K. R.. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 3–56.Google Scholar
Fama, E. F., and French, K. R.. “Size and Book-to-Market Factors in Earnings and Returns.” Journal of Finance, 50 (1995), 131–155.Google Scholar
Fama, E. F., and French, K. R.. “Forecasting Profitability and Earnings.” Journal of Business, 73 (2000), 161–175.Google Scholar
Fama, E. F., and French, K. R.. “A Five-Factor Asset Pricing Model.” Journal of Financial Economics, 116 (2015), 1–22.Google Scholar
Fama, E. F., and MacBeth, J. D.. “Risk, Return, and Equilibrium: Empirical Tests.” Journal of Political Economy, 81 (1973), 607–636.Google Scholar
Ferson, W. E., and Harvey, C. R.. “The Variation of Economic Risk Premiums.” Journal of Political Economy, 99 (1991), 385–415.Google Scholar
Ferson, W. E., and Harvey, C. R.. “The Risk and Predictability of International Equity Returns.” Review of Financial Studies, 6 (1993), 527–566.Google Scholar
Finke, C., and Weigert, F.. “Does Foreign Information Predict the Returns of Multinational Firms Worldwide?” Review of Finance, 21 (2017), 2199–2248.Google Scholar
García, D., and Norli, O.. “Geographic Dispersion and Stock Returns.” Journal of Financial Economics, 106 (2012), 547–565.Google Scholar
Gompers, P. A., and Metrick, A.. “Institutional Investors and Equity Prices.” Quarterly Journal of Economics, 116 (2001), 229–259.Google Scholar
Gormley, T. A., and Matsa, D. A.. “Common Errors: How to (and Not to) Control for Unobserved Heterogeneity.” Review of Financial Studies, 27 (2014), 617–661.Google Scholar
Gromb, D., and Vayanos, D.. “Limits of Arbitrage.” Annual Review of Financial Economics, 2 (2010), 251–275.Google Scholar
Harvey, C. R.; Liu, Y.; and Zhu, H.. “… and the Cross-Section of Expected Returns.” Review of Financial Studies, 29 (2016), 5–68.Google Scholar
Hirshleifer, D.; Hsu, P.-H.; and Li, D.. “Innovative Efficiency and Stock Returns.” Journal of Financial Economics, 107 (2013), 632–654.Google Scholar
Hong, H.; Kubik, J. D.; and Stein, J. C.. “The Only Game in Town: Stock-Price Consequences of Local Bias.” Journal of Financial Economics, 90 (2008), 20–37.Google Scholar
Hong, H., and Stein, J. C.. “A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets.” Journal of Finance, 54 (1999), 2143–2184.Google Scholar
Hong, H., and Stein, J. C.. “Disagreement and the Stock Market.” Journal of Economic Perspectives, 21 (2007), 109–128.Google Scholar
Huang, X.“Thinking Outside the Borders: Investors’ Underreaction to Foreign Operations Information.” Review of Financial Studies, 28 (2015), 3109–3152.Google Scholar
Jagannathan, R., and Wang, Z.. “The Conditional CAPM and the Cross-Section of Expected Returns.” Journal of Finance, 51 (1996), 3–53.Google Scholar
Jegadeesh, N.“Evidence of Predictable Behavior of Security Returns.” Journal of Finance, 45 (1990), 881–898.Google Scholar
Jegadeesh, N., and Titman, S.. “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency.” Journal of Finance, 48 (1993), 65–91.Google Scholar
Korniotis, G. M.“Habit Formation, Incomplete Markets, and the Significance of Regional Risk for Expected Returns.” Review of Financial Studies, 21 (2008), 2139–2172.Google Scholar
Korniotis, G. M., and Kumar, A.. “State-Level Business Cycles and Local Return Predictability.” Journal of Finance, 68 (2013), 1037–1096.Google Scholar
Lettau, M., and Ludvigson, S.. “Resurrecting the (C)CAPM: A Cross-Sectional Test When Risk Premia Are Time-Varying.” Journal of Political Economy, 109 (2001), 1238–1287.Google Scholar
Li, N.; Richardson, S.; and Tuna, I.. “Macro to Micro: Country Exposures, Firm Fundamentals and Stock Returns.” Journal of Accounting and Economics, 58 (2014), 1–20.Google Scholar
Lintner, J.“The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets.” Review of Economics and Statistics, 47 (1965), 13–37.Google Scholar
Menzly, L., and Ozbas, O.. “Market Segmentation and Cross-Predictability of Returns.” Journal of Finance, 65 (2010), 1555–1580.Google Scholar
Merton, R. C.“An Intertemporal Capital Asset Pricing Model.” Econometrica, 41 (1973), 867–887.Google Scholar
Merton, R. C.“A Simple Model of Capital Market Equilibrium with Incomplete Information.” Journal of Finance, 42 (1987), 483–510.Google Scholar
Moskowitz, T. J., and Grinblatt, M.. “Do Industries Explain Momentum?” Journal of Finance, 54 (1999), 1249–1290.Google Scholar
Nagel, S.“Empirical Cross-Sectional Asset Pricing.” Annual Review of Financial Economics, 5 (2013), 167–199.Google Scholar
Newey, W. K., and West, K. D.. “A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix.” Econometrica, 55 (1987), 703–708.Google Scholar
Parker, J. A., and Julliard, C.. “Consumption Risk and the Cross Section of Expected Returns.” Journal of Political Economy, 113 (2005), 185–222.Google Scholar
Parsons, C.; Sabbatucci, R.; and Titman, S.. “Geographic Momentum.” Working Paper, University of Washington, Stockholm School of Economics, and University of Texas at Austin (2017).Google Scholar
Pástor, Ĺ., and Stambaugh, R. F.. “Liquidity Risk and Expected Stock Returns.” Journal of Political Economy, 111 (2003), 642–685.Google Scholar
Pirinsky, C., and Wang, Q.. “Does Corporate Headquarters Location Matter for Stock Returns?” Journal of Finance, 61 (2006), 1991–2015.Google Scholar
Pontiff, J.“Costly Arbitrage: Evidence from Closed-End Funds.” Quarterly Journal of Economics, 111 (1996), 1135–1151.Google Scholar
Pontiff, J.“Costly Arbitrage and the Myth of Idiosyncratic Risk.” Journal of Accounting and Economics, 42 (2006), 35–52.Google Scholar
Richardson, S. A.; Sloan, R. G.; Soliman, M. T.; and Tuna, I.. “Accrual Reliability, Earnings Persistence and Stock Prices.” Journal of Accounting and Economics, 39 (2005), 437–485.Google Scholar
Sadka, R., and Scherbina, A.. “Analyst Disagreement, Mispricing, and Liquidity.” Journal of Finance, 62 (2007), 2367–2403.Google Scholar
Shanken, J., and Weinstein, M. I.. “Economic Forces and the Stock Market Revisited.” Journal of Empirical Finance, 13 (2006), 129–144.Google Scholar
Sharpe, W. F.“Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk.” Journal of Finance, 19 (1964), 425–442.Google Scholar
Shleifer, A., and Vishny, R. W.. “The Limits of Arbitrage.” Journal of Finance, 52 (1997), 35–55.Google Scholar
Stambaugh, R. F.; Yu, J.; and Yuan, Y.. “The Short of It: Investor Sentiment and Anomalies.” Journal of Financial Economics, 104 (2012), 288–302.Google Scholar
Stambaugh, R. F., and Yuan, Y.. “Mispricing Factors.” Review of Financial Studies, 30 (2017), 1270–1315.Google Scholar
Stock, J. H., and Watson, M. W.. “New Indexes of Coincident and Leading Economic Indicators.” NBER Macroeconomics Annual, 4 (1989), 351–394.Google Scholar
Tuzel, S., and Zhang, M. B.. “Local Risk, Local Factors, and Asset Prices.” Journal of Finance, 72 (2017), 325–370.Google Scholar
Wermers, R.“Is Money Really ‘Smart’? New Evidence on the Relation between Mutual Fund Flows, Manager Behavior, and Performance Persistence.” Working Paper, University of Maryland (2004).Google Scholar
Yogo, M.“A Consumption-Based Explanation of Expected Stock Returns.” Journal of Finance, 61 (2006), 539–580.Google Scholar
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