Enhancement of value portfolio performance using data envelopment analysis
AbstractPurpose – The purpose of this paper is to examine the applicability of data envelopment analysis (DEA) as a basis of value portfolio selection criterion. Design/methodology/approach – The portfolios are composed of the comprehensive sample of Finnish non-financial stocks based on their DEA scale efficiency scores. The performance of portfolios is evaluated on the basis of average return and several risk-adjusted performance metrics. Moreover, the impact of holding period length on the results is examined by varying the portfolio reformation frequency from one to five years at annual frequency. Findings – The results show that the DEA scale efficiency scores add value to portfolio selection. Though outperformance of the DEA value portfolios in contrast to both comparable glamour portfolio and the stock market average is most evident for shorter (i.e. annual and biannual) holding periods, the absolute performance of the DEA value portfolio can be enhanced by using longer reformation intervals. Research limitations/implications – The sample of stocks is not large in spite of its comprehensiveness from the local stock market aspect. Future studies can apply DEA approach to other stock markets to examine whether the results are parallel to this study. Practical implications – The DEA is particularly useful as a multicriteria methodology in cases in which the number of stocks in the sample is large. Originality/value – This paper is the first attempt to form value portfolios using DEA models. The proposed methodology provides an interesting alternative to detect undervalued stocks by capturing several dimensions of relative value simultaneously. It provides also useful implications in portfolio management.
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Bibliographic InfoArticle provided by Emerald Group Publishing in its journal Studies in Economics and Finance.
Volume (Year): 27 (2010)
Issue (Month): 3 (August)
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- Ledoit, Oliver & Wolf, Michael, 2008.
"Robust performance hypothesis testing with the Sharpe ratio,"
Journal of Empirical Finance,
Elsevier, vol. 15(5), pages 850-859, December.
- Oliver Ledoit & Michael Wolf, 2008. "Robust Performance Hypothesis Testing with the Sharpe Ratio," IEW - Working Papers 320, Institute for Empirical Research in Economics - University of Zurich.
- Suzuki, Makoto, 1998. "PSR--an efficient stock-selection tool?," International Journal of Forecasting, Elsevier, vol. 14(2), pages 245-254, June.
- Kent Daniel & Sheridan Titman, 2006.
"Market Reactions to Tangible and Intangible Information,"
Journal of Finance,
American Finance Association, vol. 61(4), pages 1605-1643, 08.
- Kent Daniel & Sheridan Titman, 2003. "Market Reactions to Tangible and Intangible Information," NBER Working Papers 9743, National Bureau of Economic Research, Inc.
- Ron Bird & Lorenzo Casavecchia, 2007. "Sentiment and Financial Health Indicators for Value and Growth Stocks: The European Experience," The European Journal of Finance, Taylor & Francis Journals, vol. 13(8), pages 769-793.
- Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998.
"A model of investor sentiment,"
Journal of Financial Economics,
Elsevier, vol. 49(3), pages 307-343, September.
- Fama, Eugene F & French, Kenneth R, 1992. " The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-65, June.
- Litzenberger, Robert H & Ramaswamy, Krishna, 1982. " The Effects of Dividends on Common Stock Prices: Tax Effects or Information Effects?," Journal of Finance, American Finance Association, vol. 37(2), pages 429-43, May.
- Eugene F. Fama & Kenneth R. French, 2006. "The Value Premium and the CAPM," Journal of Finance, American Finance Association, vol. 61(5), pages 2163-2185, October.
- Carhart, Mark M, 1997. " On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
- William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, 09.
- Ron Bird & Lorenzo Casavecchia, 2007. "Value enhancement using momentum indicators: the European experience," International Journal of Managerial Finance, Emerald Group Publishing, vol. 3(3), pages 229-262, July.
- Brown, Stephen & Yan Du, Daphne & Rhee, S. Ghon & Zhang, Liang, 2008. "The returns to value and momentum in Asian Markets," Emerging Markets Review, Elsevier, vol. 9(2), pages 79-88, June.
- Kadoya, Susumu & Kuroko, Takashi & Namatame, Takashi, 2008. "Contrarian investment strategy with data envelopment analysis concept," European Journal of Operational Research, Elsevier, vol. 189(1), pages 120-131, August.
- De Bondt, Werner F M & Thaler, Richard, 1985. " Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
- Chan, Louis K C & Hamao, Yasushi & Lakonishok, Josef, 1991. " Fundamentals and Stock Returns in Japan," Journal of Finance, American Finance Association, vol. 46(5), pages 1739-64, December.
- Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
- Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
- Eling, Martin & Schuhmacher, Frank, 2007. "Does the choice of performance measure influence the evaluation of hedge funds?," Journal of Banking & Finance, Elsevier, vol. 31(9), pages 2632-2647, September.
- Blume, Marshall E, 1980. "Stock Returns and Dividend Yields: Some More Evidence," The Review of Economics and Statistics, MIT Press, vol. 62(4), pages 567-77, November.
- Dimitris Kyriazis & George Diacogiannis, 2007. "Testing the performance of value strategies in the Athens Stock Exchange," Applied Financial Economics, Taylor & Francis Journals, vol. 17(18), pages 1511-1528.
- Pätäri, Eero & Leivo, Timo & Honkapuro, Samuli, 2012. "Enhancement of equity portfolio performance using data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 220(3), pages 786-797.
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