Predicting Japanese bank stock performance with a composite relative efficiency metric: A new investment tool
The paper's main objective is to predict bank stock performance one year ahead with a composite efficiency metric from relative contextual financial analysis. We bring together financial ratios, generalized data envelopment analysis and simulated annealing to rank Japanese banks on stock performance predicted from relative efficiency scores. An application of this ranking in a profitable investment strategy by designating long and short portfolios underscores the potential commercial value of the method. The method can also be used to monitor the effectiveness of ratios in forecasting stock performance and it is conducive to selecting predictive ratios when markets are changing rapidly.
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- Per Andersen & Niels Christian Petersen, 1993. "A Procedure for Ranking Efficient Units in Data Envelopment Analysis," Management Science, INFORMS, vol. 39(10), pages 1261-1264, October.
- Edirisinghe, N.C.P. & Zhang, X., 2007. "Generalized DEA model of fundamental analysis and its application to portfolio optimization," Journal of Banking & Finance, Elsevier, vol. 31(11), pages 3311-3335, November.
- Itay Kama, 2009. "On the Market Reaction to Revenue and Earnings Surprises," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(1-2), pages 31-50.
- 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.
- Joshua Kirkwood & Daehoon Nahm, 2005.
"Australian Banking Efficiency and its Relation to Stock Returns,"
0508, Macquarie University, Department of Economics.
- Joshua Kirkwood & Daehoon Nahm, 2006. "Australian Banking Efficiency and Its Relation to Stock Returns," The Economic Record, The Economic Society of Australia, vol. 82(258), pages 253-267, 09.
- Chan, Terence & Watson, Iain & Wee, Marvin, 2005. "The impact of the Internet on earnings announcements," Pacific-Basin Finance Journal, Elsevier, vol. 13(3), pages 263-300, June.
- Truong, Cameron, 2010. "Post earnings announcement drift and the roles of drift-enhanced factors in New Zealand," Pacific-Basin Finance Journal, Elsevier, vol. 18(2), pages 139-157, April.
- Elena Beccalli & Barbara Casu & Claudia Girardone, 2006. "Efficiency and Stock Performance in European Banking," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(1-2), pages 245-262.
- Cristina Abad & Sten A. Thore & Joaquina Laffarga, 2004. "Fundamental analysis of stocks by two-stage DEA," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 25(5), pages 231-241.
- Bambang Setiono, 1998. "Predicting Stock Returns Using Financial Statement Information," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 25(5&6), pages 631-657.
- Beneish, Messod D., 1997. "Detecting GAAP violation: implications for assessing earnings management among firms with extreme financial performance," Journal of Accounting and Public Policy, Elsevier, vol. 16(3), pages 271-309.
- Weihong Xu, 2009. "Evidence That Management Earnings Forecasts Do Not Fully Incorporate Information in Prior Forecast Errors," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 36(7-8), pages 822-837.
- R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
- Jirasakuldech, Benjamas & Emekter, Riza & Rao, Ramesh P., 2008. "Do Thai stock prices deviate from fundamental values?," Pacific-Basin Finance Journal, Elsevier, vol. 16(3), pages 298-315, June.
- Choe, Chongwoo, 2007. "The political economy of SME financing and Japan's regional bank problems," Pacific-Basin Finance Journal, Elsevier, vol. 15(4), pages 353-367, September.
- A. Charnes & W. W. Cooper & E. Rhodes, 1981. "Evaluating Program and Managerial Efficiency: An Application of Data Envelopment Analysis to Program Follow Through," Management Science, INFORMS, vol. 27(6), pages 668-697, June.
- Ou, Jane A. & Penman, Stephen H., 1989. "Financial statement analysis and the prediction of stock returns," Journal of Accounting and Economics, Elsevier, vol. 11(4), pages 295-329, November.
- Holthausen, Robert W. & Larcker, David F., 1992. "The prediction of stock returns using financial statement information," Journal of Accounting and Economics, Elsevier, vol. 15(2-3), pages 373-411, August.
- Chu, Sing Fat & Lim, Guan Hua, 1998. "Share performance and profit efficiency of banks in an oligopolistic market: evidence from Singapore," Journal of Multinational Financial Management, Elsevier, vol. 8(2-3), pages 155-168, September.
- Banker, Rajiv D. & Cooper, William W. & Seiford, Lawrence M. & Thrall, Robert M. & Zhu, Joe, 2004. "Returns to scale in different DEA models," European Journal of Operational Research, Elsevier, vol. 154(2), pages 345-362, April.
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