• Ingen resultater fundet

The purpose of this thesis was to address how the value, momentum and quality factors could be utilized to create profitable value investment portfolios, and analyze the performance of these portfolios in the US.

To address the research question, we assessed the performance of a value portfolio based on the HML-devil factor. We further constructed dynamic value-momentum and value-quality tangency portfolios with semi-annually rebalancing.

Our findings suggest that the value, momentum and quality factors can be combined into profitable portfolios. We further find that it is preferable to combine value with either momentum or quality, as their negative correlation provides an effective diversification effect, which yields a large risk-adjusted return. Over the analyzed holding period, we found that all the portfolios returned a robust premium, but none returned a higher premium than the US market index. However, as the value, momentum and quality factors were negatively correlated, the combined portfolios outperformed both the market index and pure value portfolio measured on risk-adjusted return, as the diversification benefit amongst the factors largely reduced the risk. The best performing portfolio was the value-momentum combination, which yielded an excess return premium of 0,51% and Sharpe ratio of 0,32 monthly. However, the momentum factor was largely affected when adjusting the performance for costs, due to its short-term nature. After taking transaction cost into account, the value-quality portfolio returned both a higher premium and Sharpe ratio, than both the value and value-momentum portfolio. A passive investment in the US market index proved to yield the highest premium after costs, but lagged both value-momentum and value-quality on a risk-adjusted return basis.

Our portfolios are constructed from market anomalies discovered by academics, and adds to the discussion regarding EMH and behavioral finance. We tested our findings against CAPM and Fama and French’s (1993) three-factor model. According to EMH, returns are explained from risk exposures, contrary to the behavioral school who argues that the market is irrational in its pricing. All the portfolios yield an alpha when regressed against CAPM, indicating that the performance cannot be explained by exposure to systematic market risk alone. As the value portfolio is constructed from B/M-ratios, slightly modified from those used by Fama-French in their three-factor model, the value portfolio was fully explained when regressing the returns against their model. However, the

value-Conclusion

Page 113 of 118 momentum and value-quality portfolios still had unexplained returns after regressing the returns from these portfolios against the three-factor model. As the value part are fully explained, the performance of the momentum and quality part are due to other factors not captured by CAPM and the three-factor model, or behavioral biases leading to pricing errors in the market.

To summarize, we find that a value premium have existed in the US historically, but that a combination of value with either momentum or quality improves the premium and risk-adjusted returns.

Bibliography

Page 114 of 118

Bibliography

Asness, C. S., & Frazzini, A. (2013). The Devil HML's Details. The Journal of Portfolio Management, 2-21.

Asness, C. S., Frazzini, A., & Pedersen, L. H. (2013). Quality Minus Junk. AQR Capital Working Paper, 1-60.

Asness, C. S., Frazzini, A., Israel, R., Moskowitz, T. J., & Pedersen, L. H. (2015). Size Matters, If You Control Your Junk. Fama-Miller Working Paper.

Asness, C. S., Moskowitz, T. J., & Pedersen, L. H. (2013). Value and Momentum Everywhere. The Journal of Finance, 929-985.

Barber, B. M., & Odean, T. (2000). Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors. The Journal of Finance, 773-806.

Barberis, N., & Thaler, R. (2003). A Survey of Behavioral Finance. Handbook of the Economics of Finance.

Basu, S. (1977). Investment Performance of Common Stocks in Relation to Their Price-Earnings.

The Journal of Finance, 633-682.

Bender, J., Briand, R., Melas, D., & Subramanian, R. A. (2013). Foundations of Factor Investing.

MSCI.

Berkshire Hathaway. (1988). Annual Report.

Berkshire Hathaway. (2016). Annual Report.

Black, A. J., & McMillan, D. G. (2005). Asymmetric Risk Premium in Value and Growth Stocks.

International Review of Financial Analysis, 237-246.

Bodie, Z., Kane, A., & Marcus, A. J. (2014). Investments. Maidenhead: McGraw-Hill.

Buffett, W. (1970). Buffett Partnership Letters 1957-1970.

Buffett, W. E. (1984). The Superinvestors of Graham-and-Doddsville. Hermes, the Columbia Business School Magazine, 4-15.

Carhart, M. M. (1997). On Persistence in Mutual Fund Performance. Journal of Finance, 57-82.

Chan, L. K., Jegadeesh, N., & Lakonishok, J. (1996). Momentum Strategies. The Journal of Finance, 1681-1713.

Chan, L. K., Karceski, J., & Lakonishok, J. (2000). New Paradigm of Same Old Hype in Equity Investing? Financial Analysts Journal, 23-36.

Bibliography

Page 115 of 118 Daniel, K. D., Hirshleifer, D., & Subrahmanyam, A. (2001). Overconfidence, Arbitrage and

Equilibrium Asset Pricing. The Journal of Finance, 921-965.

Daniel, K., & Titman, S. (1997). Evidence on the Characteristics of Cross Sectional Variation in Stock Returns. The Journal of Finance, 1-33.

De Bondt, W. F., & Thaler, R. (1985). Does the Stock Market Overreact? The Journal of Finance, 793-805.

De Bondt, W. F., & Thaler, R. (1987). Further Evidence On Investor Overreaction and Stock Market Seasonality. The Journal of Finance, 557-581.

De Long, J., Shleifer, A., Summers, L. H., & Waldmann, R. J. (1990). Noise Trader Risk in Financial Markets. The University of Chicago Press, 703-738.

Dechow, P., Weili, G., & Schrand, C. (2010). Understanding Earnings Quality: A Review of the Proxies, their Determinants and their Consequences.

Dimson, E., & March, P. (1999). Murphy's Law and Market Anomalies. Journal of Portfolio Management, 53-69.

Fama, E. (1970). Efficient Capital Markets: A Review of Theory and Empirical Work. Journal of Finance, 383-417.

Fama, E. F., & French, K. R. (1992). The Cross-Section of Expected Stock Returns. The Journal of Finance, 427-465.

Fama, E. F., & French, K. R. (1993). Common Risk Factors in the Returns on Stocks and Bonds½.

Journal of Financial Economics, 3-56.

Fama, E. F., & French, K. R. (1995). Size and Book-to-Market Factors in Earnings and Returns.

The Journal of Finance, 131-155.

Fama, E. F., & French, K. R. (1996). Multifactor Explanations of Asset Pricing Anomalies. Journal of Finance, 55-84.

Fama, E. F., & French, K. R. (2006). Profitability, Investment and Average Returns. Journal of Financial Economics, 491-518.

Fisher, G., Shah, R., & Titman, S. (2016). Combining Value and Momentum. Journal of Investment Management, 33-48.

Frazzini, A., & Pedersen, L. H. (2013). Betting Against Beta. AQR Capital Management Working Paper.

Frazzini, A., Kabiller, D., & Pedersen, L. H. (2013). Buffett's Alpha. AQR Capital Working Paper, 1-45.

Bibliography

Page 116 of 118 Graham, B. (1949). The Intelligent Investor. New York City: Harper & Brothers.

Graham, B., & Dodd, D. L. (1934). Security Analysis. New York City: McGraw-Hill.

Inc., B. H. (2016). Annual Report. Omaha.

Jegadeesh, N., & Titman, S. (1993). Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency. The Journal of Finance, 65-91.

Jones, C. M. (2002). A Century of Stock Market Liquidity and Transaction Costs. New York City:

Columbia Business School.

Kozlov, M., & Petajisto, A. (2013). Global Return Premiums on Earnings Quality, Value and Size.

Kozlov, M., & Petajisto, A. (2013). Global Return Premiums on Earnings Quality, Value and Size.

Lakonishok, J., Shleifer, A., & Vishny, R. W. (1994). Contrarian Investment, Extrapolation and Risk. The Journal of Finance, 1541-1578.

Lintner, J. (1965). The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budget. The Review of Economics and Statistics, 13-37.

Lo, A. W., & MacKinlay, C. (1990). When are Contrarian Profits Due to Stock Market Overreaction? The Review of Financial Studies, 175-205.

Makridakis, S., Wheelwright, S. C., & Hyndman, R. J. (1998). Forcasting Methods and Applications. John Wiley & Sons, Inc.

Malkiel, B. G. (1999). A Random Walk Down Wall Street. New York City: W.W. Norton &

Company Inc.

Markowitz, H. (1952). Portfolio Selection. The Journal of Finance, 77-91.

Mossin, J. (1966). Equilibrium in a Capital Asset Market. Econometrica, 768-783.

Nordea Economic Outlook. (2017). What's Up With Inflation? Nordea.

Pedersen, L. H. (2015). Efficiently Inefficient. Princeton University Press.

Petkova, R., & Zhang, L. (2005). Is Value Riskier Than Growth? Jounral of Financial Economics, 187-202.

Risager, O. (2009). Investing in Value Stocks. McGraw-Hill.

Risager, O. (2013). Value Investing in World Equity Markets. McGraw-Hill.

Rosenberg, B., Reid, K., & Lanstein, R. (1985). Persuasive Ecidence of Market Inefficiency. The Journal of Portfolio Management, 9-17.

Bibliography

Page 117 of 118 Ross, S. A. (1976). The Arbitrage Theory of Capital Asset Pricing. Journal of Economic Theory,

341-360.

Rouwenhorst, K. (1998). International Momentum Strategies. The Journal of Finance, 267-284.

Sharpe, W. F. (1964). Capital Asset Price: A Theory of Market Equilibrium under Conditions of Risk. The Journal of Finance, 425-442.

Shiller, R. (1980). Do stock prives move too much to be justified by subsequent changes in dividends? Cambride, MA: National Bureau pf Economic Research.

Shleifer, A. (2000). Inefficient Markets. Oxford University Press.

Sloan, G. R. (1996). Do Stock Prices Fully Reflect Information in Accruals and Cash Flows About Future Earnings? The Accounting Review.

ss. (n.d.).

Stattman, D. (1980). Book Values and Stock Returns. The Chicago MBA: A Journal of Selected Papers, 25-45.

Stiglitz, J. E. (2000). Capital-market Liberalization, Globalization, and the IMF. Oxford Review of Economic Policy, 57-71.

Treynor, J. L. (1961). Market Value, Time and Risk. Unpublished Manuscript.

van Dijk, M. A. (2011). Is Size Dead? A Review of the Size Effect in Equity Returns. Journal of Banking & Finance, 3263-3274.

Zhang, L. (2005). The Value Premium. The Journal of Finance, 67-103.

Databases

Bloomberg LP

FactSet Research Systems Inc.

AQR Capital Management, Data Sets. https://www.aqr.com/library/data-sets.