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New Evidence on Conditional Factor Models

Published online by Cambridge University Press:  20 December 2018

Ilan Cooper  and
Paulo Maio
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Abstract

We estimate conditional multifactor models over a large cross section of stock returns matching 25 CAPM anomalies. Using conditioning information associated with different instruments improves the performance of the Hou, Xue, and Zhang (HXZ) (2015) and Fama and French (FF) (2015), (2016) models. The largest increase in performance holds for momentum, investment, and intangibles-based anomalies. Yet, there are significant differences in the performance of scaled models: HXZ clearly dominates FF in explaining momentum and profitability anomalies, while the converse holds for value–growth anomalies. Thus, the asset pricing implications of alternative investment and profitability factors (in a conditional setting) differ in a nontrivial way.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 54 , Issue 5 , October 2019 , pp. 1975 - 2016
Copyright
Copyright © Michael G. Foster School of Business, University of Washington 2018 

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Footnotes

1

We thank Frederico Belo, Stefanos Delikouras, Marie Lambert, David Rapach, Gideon Saar, Thiago de Oliveira Souza, Ariel Viale, and seminar participants at the 2016 MFA meeting, Tel Aviv University, the University of Southern Denmark, the 2016 FMA Europe meeting, and the 2016 FMA for helpful comments. Jennifer Conrad (the editor) and Chen Xue (the referee) deserve special thanks. We are grateful to Kenneth French, Amit Goyal, Robert Shiller, and Lu Zhang for providing stock market data. All remaining errors are our own.

References

Ang, A., and Kristensen, D.. “Testing Conditional Factor Models.” Journal of Financial Economics, 106 (2012), 132–156.Google Scholar
Avramov, D., and Chordia, T.. “Asset Pricing Models and Financial Market Anomalies.” Review of Financial Studies, 19 (2006), 1001–1040.Google Scholar
Barth, M. E.; Elliott, J. A.; and Finn, M. W.. “Market Rewards Associated with Patterns of Increasing Earnings.” Journal of Accounting Research, 37 (1999), 387–413.Google Scholar
Bekaert, G., and Liu, J.. “Conditioning Information and Variance Bounds on Pricing Kernels.” Review of Financial Studies, 17 (2004), 339–378.Google Scholar
Belo, F., and Lin, X.. “The Inventory Growth Spread.” Review of Financial Studies, 25 (2011), 278–313.Google Scholar
Boguth, O.; Carlson, M.; Fisher, A.; and Simutin, M.. “Conditional Risk and Performance Evaluation: Volatility Timing, Overconditioning, and New Estimates of Momentum Alphas.” Journal of Financial Economics, 102 (2011), 363–389.Google Scholar
Boudoukh, J.; Michaely, R.; Richardson, M.; and Roberts, M. R.. “On the Importance of Measuring Payout Policy: Implications for Empirical Asset Pricing.” Journal of Finance, 62 (2007), 877–915.Google Scholar
Brandt, M. W., and Santa-Clara, P.. “Dynamic Portfolio Selection by Augmenting the Asset Space.” Journal of Finance, 61 (2006), 2187–2217.Google Scholar
Campbell, J. Y.“A Variance Decomposition for Stock Returns.” Economic Journal, 101 (1991), 157–179.Google Scholar
Campbell, J. Y., and Cochrane, J. H.. “By Force of Habit: A Consumption-Based Explanation of Aggregate Stock Market Behavior.” Journal of Political Economy, 107 (1999), 205–251.Google Scholar
Campbell, J. Y., and Thompson, S. B.. “Predicting Excess Stock Returns Out of Sample: Can Anything Beat the Historical Average? ” Review of Financial Studies, 21 (2008), 1509–1531.Google Scholar
Campbell, J. Y., and Vuolteenaho, T.. “Bad Beta, Good Beta.” American Economic Review, 94 (2004), 1249–1275.Google Scholar
Carhart, M. M.“On Persistence in Mutual Fund Performance.” Journal of Finance, 52 (1997), 57–82.Google Scholar
Carlson, M.; Fisher, A.; and Giammarino, R.. “Corporate Investment and Asset Price Dynamics: Implications for SEO Event Studies and Long-Run Performance.” Journal of Finance, 61 (2006), 1009–1034.Google Scholar
Chan, L. K. C.; Jegadeesh, N.; and Lakonishok, J.. “Momentum Strategies.” Journal of Finance, 51 (1996), 1681–1713.Google Scholar
Chan, L. K. C.; Lakonishok, J.; and Sougiannis, T.. “The Stock Market Valuation of Research and Development Expenditures.” Journal of Finance, 56 (2001), 2431–2456.Google Scholar
Chordia, T., and Shivakumar, L.. “Momentum, Business Cycle, and Time-Varying Expected Returns.” Journal of Finance, 57 (2002), 985–1019.Google Scholar
Christopherson, J. A.; Ferson, W. E.; and Glassman, D. A.. “Conditioning Manager Alphas on Economic Information: Another Look at the Persistence of Performance.” Review of Financial Studies, 11 (1998), 111–142.Google Scholar
Cochrane, J. H.“Production-Based Asset Pricing and the Link between Stock Returns and Economic Fluctuations.” Journal of Finance, 46 (1991), 209–237.Google Scholar
Cochrane, J. H.“A Cross-Sectional Test of an Investment-Based Asset Pricing Model.” Journal of Political Economy, 104 (1996), 572–621.Google Scholar
Cochrane, J. H. Asset Pricing, rev. ed. Princeton, NJ: Princeton University Press (2005).Google Scholar
Cohen, R. B.; Polk, C.; and Vuolteenaho, T.. “The Value Spread.” Journal of Finance, 58 (2003), 609–641.Google Scholar
Cooper, I.“Asset Pricing Implications of Nonconvex Adjustment Costs and Irreversibility of Investment.” Journal of Finance, 61 (2006), 139–170.Google Scholar
Cooper, I., and Maio, P.. “Asset Growth, Profitability, and Investment Opportunities.” Management Science, forthcoming (2019).Google Scholar
Cooper, M. J.; Gulen, H.; and Schill, M. S.. “Asset Growth and the Cross-Section of Stock Returns.” Journal of Finance, 63 (2008), 1609–1651.Google Scholar
Cooper, M. J.; Gutierrez, R. C. Jr.; and Hameed, A.. “Market States and Momentum.” Journal of Finance, 59 (2004), 1345–1365.Google Scholar
Daniel, K., and Titman, S.. “Market Reactions to Tangible and Intangible Information.” Journal of Finance, 61 (2006), 1605–1643.Google Scholar
Dechow, P. M.; Sloan, R. G.; and Soliman, M. T.. “Implied Equity Duration: A New Measure of Equity Risk.” Review of Accounting Studies, 9 (2004), 197–228.Google Scholar
Dumas, B., and Solnik, B.. “The World Price of Foreign Exchange Risk.” Journal of Finance, 50 (1995), 445–479.Google Scholar
Eisfeldt, A. L., and Papanikolaou, D.. “Organizational Capital and the Cross-Section of Expected Returns.” Journal of Finance, 68 (2013), 1365–1406.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.. “Multifactor Explanations of Asset Pricing Anomalies.” Journal of Finance, 51 (1996), 55–84.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 French, K. R.. “Dissecting Anomalies with a Five-Factor Model.” Review of Financial Studies, 29 (2016), 69–103.Google Scholar
Fama, E. F., and Schwert, G. W.. “Asset Returns and Inflation.” Journal of Financial Economics, 5 (1977), 115–146.Google Scholar
Fazzari, S. M.; Hubbard, R. G.; and Petersen, B. C.. “Financing Constraints and Corporate Investment.” Brookings Papers of Economic Activity, 1 (1988), 141–195.Google Scholar
Ferson, W. E., and Harvey, C. R.. “Conditioning Variables and the Cross Section of Stock Returns.” Journal of Finance, 54 (1999), 1325–1360.Google Scholar
Ferson, W. E.; Kandel, S.; and Stambaugh, R. F.. “Tests of Asset Pricing with Time-Varying Expected Risk Premiums and Market Betas.” Journal of Finance, 42 (1987), 201–220.Google Scholar
Ferson, W. E.; Sarkissian, S.; and Simin, T.. “Spurious Regressions in Financial Economics? ” Journal of Finance, 58 (2003), 1393–1413.Google Scholar
Ferson, W. E.; Sarkissian, S.; and Simin, T.. “Asset Pricing Models with Conditional Betas and Alphas: The Effects of Data Snooping and Spurious Regression.” Journal of Financial and Quantitative Analysis, 43 (2008), 331–354.Google Scholar
Ferson, W. E., and Schadt, R. W.. “Measuring Fund Strategy and Performance in Changing Economic Conditions.” Journal of Finance, 51 (1996), 425–461.Google Scholar
Foster, G.; Olsen, C.; and Shevlin, T.. “Earnings Releases, Anomalies, and the Behavior of Security Returns.” Accounting Review, 59 (1984), 574–603.Google Scholar
Ghysels, E.“On Stable Factor Structures in the Pricing of Risk: Do Time-Varying Betas Help or Hurt? ” Journal of Finance, 53 (1998), 549–573.Google Scholar
Gibbons, M. R.; Ross, S. A.; and Shanken, J.. “A Test of the Efficiency of a Given Portfolio.” Econometrica, 57 (1989), 1121–1152.Google Scholar
Gomes, J.; Kogan, L.; and Zhang, L.. “Equilibrium Cross Section of Returns.” Journal of Political Economy, 111 (2003), 693–732.Google Scholar
Gourio, F., and Kashyap, A. K.. “Investment Spikes: New Facts and a General Equilibrium Exploration.” Journal of Monetary Economics, 54 (2007), 1–22.Google Scholar
Gulen, H.; Xing, Y.; and Zhang, L.. “Value versus Growth: Time-Varying Expected Stock Returns.” Financial Management, 40 (2011), 381–407.Google Scholar
Hafzalla, N.; Lundholm, R.; and Van Winkle, E. M.. “Percent Accruals.” Accounting Review, 86 (2011), 209–236.Google Scholar
Hansen, L. P., and Richard, S. F.. “The Role of Conditioning Information in Deducing Testable Restrictions Implied by Dynamic Asset Pricing Models.” Econometrica, 55 (1987), 587–613.Google Scholar
Harvey, C. R.“Time-Varying Conditional Covariances in Tests of Asset Pricing Models.” Journal of Financial Economics, 24 (1989), 289–317.Google Scholar
Haugen, R. A., and Baker, N. L.. “Commonality in the Determinants of Expected Stock Returns.” Journal of Financial Economics, 41 (1996), 401–439.Google Scholar
He, J.; Kan, R.; Ng, L.; and Zhang, C.. “Tests of the Relations among Marketwide Factors, Firm-Specific Variables, and Stock Returns Using a Conditional Asset Pricing Model.” Journal of Finance, 51 (1996), 1891–1908.Google Scholar
Hirshleifer, D.; Hou, K.; Teoh, S. H.; and Zhang, Y.. “Do Investors Overvalue Firms with Bloated Balance Sheets? ” Journal of Accounting and Economics, 38 (2004), 297–331.Google Scholar
Hodrick, R. J.“Dividend Yields and Expected Stock Returns: Alternative Procedures for Inference and Measurement.” Review of Financial Studies, 5 (1992), 357–386.Google Scholar
Hou, K.; Mo, H.; Xue, C.; and Zhang, L.. “q 5.” Working Paper, Ohio State University (2018).Google Scholar
Hou, K.; Mo, H.; Xue, C.; and Zhang, L.. “Which Factors? ” Review of Finance, 23 (2019), 1–35.Google Scholar
Hou, K.; Xue, C.; and Zhang, L.. “Digesting Anomalies: An Investment Approach.” Review of Financial Studies, 28 (2015), 650–705.Google Scholar
Jagannathan, R., and Wang, Y.. “Lazy Investors, Discretionary Consumption, and the Cross-Section of Stock Returns.” Journal of Finance, 62 (2007), 1623–1661.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., and Livnat, J.. “Revenue Surprises and Stock Returns.” Journal of Accounting and Economics, 41 (2006), 147–171.Google Scholar
Johnson, T. C.“Rational Momentum Effects.” Journal of Finance, 57 (2002), 585–608.Google Scholar
Kan, R.; Robotti, C.; and Shanken, J.. “Pricing Model Performance and the Two-Pass Cross-Sectional Regression Methodology.” Journal of Finance, 68 (2013), 2617–2649.Google Scholar
Kan, R., and Zhang, C.. “Two-Pass Tests of Asset Pricing Models with Useless Factors.” Journal of Finance, 54 (1999), 203–235.Google Scholar
Lakonishok, J.; Shleifer, A.; and Vishny, R. W.. “Contrarian Investment, Extrapolation, and Risk.” Journal of Finance, 49 (1994), 1541–1578.Google Scholar
Lettau, M., and Ludvigson, S. C.. “Resurrecting the (C)CAPM: A Cross-Sectional Test When Risk Premia Are Time-Varying.” Journal of Political Economy, 109 (2001), 1238–1287.Google Scholar
Lewellen, J.“The Time-Series Relations among Expected Return, Risk, and Book-to-Market.” Journal of Financial Economics, 54 (1999), 5–43.Google Scholar
Lewellen, J., and Nagel, S.. “The Conditional CAPM Does Not Explain Asset-Pricing Anomalies.” Journal of Financial Economics, 82 (2006), 289–314.Google Scholar
Lewellen, J.; Nagel, S.; and Shanken, J.. “A Skeptical Appraisal of Asset-Pricing Tests.” Journal of Financial Economics, 96 (2010), 175–194.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
Liu, N., and Zhang, L.. “Is the Value Spread a Useful Predictor of Returns? ” Journal of Financial Markets, 11 (2008), 199–227.Google Scholar
Liu, L. X., and Zhang, L.. “A Neoclassical Interpretation of Momentum.” Journal of Monetary Economics, 67 (2014), 109–128.Google Scholar
Lyandres, E.; Sun, L.; and Zhang, L.. “The New Issues Puzzle: Testing the Investment-Based Explanation.” Review of Financial Studies, 21 (2008), 2825–2855.Google Scholar
Maio, P.“Intertemporal CAPM with Conditioning Variables.” Management Science, 59 (2013a), 122–141.Google Scholar
Maio, P.“Return Decomposition and the Intertemporal CAPM.” Journal of Banking and Finance, 37 (2013b), 4958–4972.Google Scholar
Maio, P.“Don’t Fight the Fed!” Review of Finance, 18 (2014), 623–679.Google Scholar
Maio, P.“Cross-Sectional Return Dispersion and the Equity Premium.” Journal of Financial Markets, 29 (2016), 87–109.Google Scholar
Maio, P.“Comparing Asset Pricing Models with Traded and Macro Risk Factors.” Working Paper, Hanken School of Economics (2018).Google Scholar
Maio, P., and Philip, D.. “Economic Activity and Momentum Profits: Further Evidence.” Journal of Banking and Finance, 88 (2018), 466–482.Google Scholar
Maio, P., and Santa-Clara, P.. “Multifactor Models and Their Consistency with the ICAPM.” Journal of Financial Economics, 106 (2012), 586–613.Google Scholar
Maio, P., and Santa-Clara, P.. “Dividend Yields, Dividend Growth, and Return Predictability in the Cross Section of Stocks.” Journal of Financial and Quantitative Analysis, 50 (2015), 33–60.Google Scholar
Maio, P., and Santa-Clara, P.. “Short-Term Interest Rates and Stock Market Anomalies.” Journal of Financial and Quantitative Analysis, 52 (2017), 927–961.Google Scholar
Moskowitz, T. J., and Grinblatt, M.. “Do Industries Explain Momentum? ” Journal of Finance, 54 (1999), 1249–1290.Google Scholar
Nagel, S., and Singleton, K. J.. “Estimation and Evaluation of Conditional Asset Pricing Models.” Journal of Finance, 66 (2011), 873–909.Google Scholar
Novy-Marx, R.“Operating Leverage.” Review of Finance, 15 (2011), 103–134.Google Scholar
Novy-Marx, R.“The Other Side of Value: The Gross Profitability Premium.” Journal of Financial Economics, 108 (2013), 1–28.Google Scholar
Petkova, R., and Zhang, L.. “Is Value Riskier Than Growth? ” Journal of Financial Economics, 78 (2005), 187–202.Google Scholar
Pontiff, J., and Woodgate, A.. “Share Issuance and Cross-Sectional Returns.” Journal of Finance, 63 (2008), 921–945.Google Scholar
Rosenberg, B.; Reid, K.; and Lanstein, R.. “Persuasive Evidence of Market Inefficiency.” Journal of Portfolio Management, 11 (1985), 9–17.Google Scholar
Sagi, J. S., and Seasholes, M. S.. “Firm-Specific Attributes and the Cross-Section of Momentum.” Journal of Financial Economics, 84 (2007), 389–434.Google Scholar
Shanken, J.“Intertemporal Asset Pricing: An Empirical Investigation.” Journal of Econometrics, 45 (1990), 99–120.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
Sloan, R. G.“Do Stock Prices Fully Reflect Information in Accruals and Cash Flows about Future Earnings? ” Accounting Review, 71 (1996), 289–315.Google Scholar
Stivers, C., and Sun, L.. “Cross-Sectional Return Dispersion and Time Variation in Value and Momentum Premiums.” Journal of Financial and Quantitative Analysis, 45 (2010), 987–1014.Google Scholar
Thomas, J. K., and Zhang, H.. “Inventory Changes and Future Returns.” Review of Accounting Studies, 7 (2002), 163–187.Google Scholar
Wang, K. Q.“Asset Pricing with Conditioning Information: A New Test.” Journal of Finance, 58 (2003), 161–195.Google Scholar
Welch, I., and Goyal, A.. “A Comprehensive Look at the Empirical Performance of Equity Premium Prediction.” Review of Financial Studies, 21 (2008), 1455–1508.Google Scholar
Xing, Y.“Interpreting the Value Effect Through the Q-Theory: An Empirical Investigation.” Review of Financial Studies, 21 (2008), 1767–1795.Google Scholar
Zhang, L.“The Value Premium.” Journal of Finance, 60 (2005), 67–104.Google Scholar
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