Predicting Japanese bank stock performance with a composite relative efficiency metric: A new investment tool
AbstractThe 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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Bibliographic InfoArticle provided by Elsevier in its journal Pacific-Basin Finance Journal.
Volume (Year): 18 (2010)
Issue (Month): 3 (June)
Contact details of provider:
Web page: http://www.elsevier.com/locate/pacfin
Stock performance Contextual analysis Generalized DEA Simulated annealing Japanese banks;
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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.
- 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.
- 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.
- Joshua Kirkwood & Daehoon Nahm, 2005. "Australian Banking Efficiency and its Relation to Stock Returns," Research Papers 0508, Macquarie University, Department of Economics.
- 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.
- Bambang Setiono, 1998. "Predicting Stock Returns Using Financial Statement Information," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 25(5&6), pages 631-657.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- Avkiran, Necmi K. & Goto, Mika, 2011. "A tool for scrutinizing bank bailouts based on multi-period peer benchmarking," Pacific-Basin Finance Journal, Elsevier, vol. 19(5), pages 447-469, November.
- Avkiran, Necmi K., 2011. "Association of DEA super-efficiency estimates with financial ratios: Investigating the case for Chinese banks," Omega, Elsevier, vol. 39(3), pages 323-334, June.
- Necmi Avkiran & Alan McCrystal, 2014. "Intertemporal analysis of organizational productivity in residential aged care networks: scenario analyses for setting policy targets," Health Care Management Science, Springer, vol. 17(2), pages 113-125, June.
- Chrysovalantis Gaganis & Iftekhar Hasan & Fotios Pasiouras, 2013.
"Efficiency and stock returns: evidence from the insurance industry,"
Journal of Productivity Analysis,
Springer, vol. 40(3), pages 429-442, December.
- Gaganis , Chrysovalantis & Hasan, Iftekhar & Pasiouras , Fotios, 2013. "Efficiency and stock returns: Evidence from the insurance industry," Research Discussion Papers 14/2013, Bank of Finland.
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