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Predictability in the cross-section of European bank stock returns

Author

Listed:
  • Drobetz, Wolfgang
  • Erdmann, Thomas
  • Zimmermann, Heinz

    (University of Basel)

Abstract
This paper investigates the impact of individual bank fundamental variables on NEWLINE stock market returns using data from a panel of 235 European banks from 1991 NEWLINE to 2005. The sample period marks a significant transition in the European banking NEWLINE sector, characterized by higher competition, lower profit margins in the traditional NEWLINE interest-related business and increasing non-interest income in terms of NEWLINE fees and commissions. In panel regressions, we relate bank stock returns to fundamental NEWLINE accounting information and use several corrections for the standard errors NEWLINE to control for heteroscedasticity, autocorrelation and spatial correlation. Our NEWLINE results indicate that several bank-specific variables exhibit a robust explanatory NEWLINE power across different model specifications. Most important, there is a positive NEWLINE impact of the ratio of loans to total assets, the ratio of non-interest income to total NEWLINE income, and the ratio of off-balance sheet items to total assets on subsequent NEWLINE bank stock returns. In contrast, the ratio of loan-loss-provisions to net interest NEWLINE revenue and the ratio of book value of equity to total assets load negatively on NEWLINE subsequent bank stock returns. Overall, the valuation of bank stocks incorporates NEWLINE both the traditional loan-related side of the banking business and the growing NEWLINE off-balance activities.

Suggested Citation

  • Drobetz, Wolfgang & Erdmann, Thomas & Zimmermann, Heinz, 2007. "Predictability in the cross-section of European bank stock returns," Working papers 2007/21, Faculty of Business and Economics - University of Basel.
  • Handle: RePEc:bsl:wpaper:2007/21
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    References listed on IDEAS

    as
    1. Grammatikos, Theoharry & Saunders, Anthony & Swary, Itzhak, 1986. "Returns and Risks of U.S. Bank Foreign Currency Activities," Journal of Finance, American Finance Association, vol. 41(3), pages 671-682, July.
    2. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    3. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    4. Strong, John S & Meyer, John R, 1987. "Asset Writedowns: Managerial Incentives and Security Returns," Journal of Finance, American Finance Association, vol. 42(3), pages 643-661, July.
    5. Fama, Eugene F & French, Kenneth R, 1992. "The Cross-Section of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 47(2), pages 427-465, June.
    6. Peter Oertmann* & Christel Rendu & Heinz Zimmermann, 2000. "Interest Rate Risk of European Financial Corporations," European Financial Management, European Financial Management Association, vol. 6(4), pages 459-478, December.
    7. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W, 1994. "Contrarian Investment, Extrapolation, and Risk," Journal of Finance, American Finance Association, vol. 49(5), pages 1541-1578, December.
    8. Richard Cantor & Ronald Johnson, 1992. "Bank capital ratios, asset growth, and the stock market," Quarterly Review, Federal Reserve Bank of New York, vol. 17(Aut), pages 10-24.
    9. Brewer, Elijah, III & Jackson, William E, III & Moser, James T, 1996. "Alligators in the Swamp: The Impact of Derivatives on the Financial Performance of Depository Institutions," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(3), pages 482-497, August.
    10. Vander Vennet, Rudi, 2002. "Cost and Profit Efficiency of Financial Conglomerates and Universal Banks in Europe," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(1), pages 254-282, February.
    11. Barber, Brad M & Lyon, John D, 1997. "Firm Size, Book-to-Market Ratio, and Security Returns: A Holdout Sample of Financial Firms," Journal of Finance, American Finance Association, vol. 52(2), pages 875-883, June.
    12. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LP, vol. 6(4), pages 482-496, December.
    13. Paul Schure & Rien Wagenvoort & Dermot O'Brien, 2004. "The efficiency and the conduct of European banks: Developments after 1992," Review of Financial Economics, John Wiley & Sons, vol. 13(4), pages 371-396.
    14. Saunders, Anthony & Schumacher, Liliana, 2000. "The determinants of bank interest rate margins: an international study," Journal of International Money and Finance, Elsevier, vol. 19(6), pages 813-832, December.
    15. repec:bla:jfinan:v:53:y:1998:i:6:p:1975-1999 is not listed on IDEAS
    16. Jongmoo Choi & Elyas Elyasiani, 1997. "Derivative Exposure and the Interest Rate and Exchange Rate Risks of U.S. Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 12(2), pages 267-286, October.
    17. Avery, Robert B. & Berger, Allen N., 1991. "Loan commitments and bank risk exposure," Journal of Banking & Finance, Elsevier, vol. 15(1), pages 173-192, February.
    18. Brewer, Elijah III & Jackson, William III & Mondschean, Thomas S., 1996. "Risk, regulation, and S & L diversification into nontraditional assets," Journal of Banking & Finance, Elsevier, vol. 20(4), pages 723-744, May.
    19. Barbara Casu & Claudia Girardone, 2004. "An Analysis of the Relevance of Off-Balance Sheet Items in Explaining Productivity Change in European Banking," Money Macro and Finance (MMF) Research Group Conference 2004 37, Money Macro and Finance Research Group.
    20. Christos K. Staikouras & Anastasia Koutsomanoli‐Fillipaki, 2006. "Competition and Concentration in the New European Banking Landscape," European Financial Management, European Financial Management Association, vol. 12(3), pages 443-482, June.
    21. 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, January.
    22. Micco, Alejandro & Panizza, Ugo & Yañez, Mónica, 2004. "Bank Ownership and Performance," IDB Publications (Working Papers) 1544, Inter-American Development Bank.
    23. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    24. Rogers, Kevin & SinkeyJr., Joseph F., 1999. "An analysis of nontraditional activities at U.S. commercial banks," Review of Financial Economics, Elsevier, vol. 8(1), pages 25-39, June.
    25. DeYoung, Robert & Roland, Karin P., 2001. "Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Total Leverage Model," Journal of Financial Intermediation, Elsevier, vol. 10(1), pages 54-84, January.
    26. Fama, Eugene F., 1985. "What's different about banks?," Journal of Monetary Economics, Elsevier, vol. 15(1), pages 29-39, January.
    27. Bernard, Victor L. & Thomas, Jacob K., 1990. "Evidence that stock prices do not fully reflect the implications of current earnings for future earnings," Journal of Accounting and Economics, Elsevier, vol. 13(4), pages 305-340, December.
    28. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    29. Krahnen, Jan P. & Schmidt, Reinhard H. (ed.), 2004. "The German Financial System," OUP Catalogue, Oxford University Press, number 9780199253166.
    30. Boot, Arnoud W. A. & Thakor, Anjan V., 1991. "Off-balance sheet liabilities, deposit insurance and capital regulation," Journal of Banking & Finance, Elsevier, vol. 15(4-5), pages 825-846, September.
    31. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    32. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    33. David Carter & Joseph Sinkey, 1998. "The Use of Interest Rate Derivatives by End-users: The Case of Large Community Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 14(1), pages 17-34, July.
    34. Stone, Bernell K., 1974. "Systematic Interest-Rate Risk in a Two-Index Model of Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 9(5), pages 709-721, November.
    35. Pascal Dumontier & Bernard Raffournier, 2002. "Accounting and capital markets: a survey of the European evidence," European Accounting Review, Taylor & Francis Journals, vol. 11(1), pages 119-151.
    36. Slovin, Myron B. & Sushka, Marie E. & Polonchek, John A., 1992. "Informational externalities of seasoned equity issues : Differences between banks and industrial firms," Journal of Financial Economics, Elsevier, vol. 32(1), pages 87-101, August.
    37. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    38. Dell'Aquila, Rosario & Ronchetti, Elvezio, 2006. "Stock and bond return predictability: the discrimination power of model selection criteria," Computational Statistics & Data Analysis, Elsevier, vol. 50(6), pages 1478-1495, March.
    39. Brewer III, Elijah & Minton, Bernadette A. & Moser, James T., 2000. "Interest-rate derivatives and bank lending," Journal of Banking & Finance, Elsevier, vol. 24(3), pages 353-379, March.
    40. 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.
    41. Brewer, Elijah III & Koppenhaver, G. D., 1992. "The impact of standby letters of credit on bank risk: A note," Journal of Banking & Finance, Elsevier, vol. 16(6), pages 1037-1046, December.
    42. Berger, Allen N. & Bonaccorsi di Patti, Emilia, 2006. "Capital structure and firm performance: A new approach to testing agency theory and an application to the banking industry," Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1065-1102, April.
    43. Hoechle, Daniel & Zimmermann, Heinz, 2007. "A Generalization of the Calendar Time Portfolio Approach and the Performance of Private Investors," Working papers 2007/14, Faculty of Business and Economics - University of Basel.
    44. Grammatikos, Theoharry & Saunders, Anthony, 1990. "Additions to bank loan-loss reserves : Good news or bad news?," Journal of Monetary Economics, Elsevier, vol. 25(2), pages 289-304, March.
    45. Musumeci, James J & Sinkey, Joseph F, Jr, 1990. "The International Debt Crisis and Bank Loan-Loss-Reserve Decisions: The Signaling Content of Partially Anticipated Events," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(3), pages 370-387, August.
    46. Choi, Jongmoo Jay & Elyasiani, Elyas & Kopecky, Kenneth J., 1992. "The sensitivity of bank stock returns to market, interest and exchange rate risks," Journal of Banking & Finance, Elsevier, vol. 16(5), pages 983-1004, September.
    47. Ball, R & Brown, P, 1968. "Empirical Evaluation Of Accounting Income Numbers," Journal of Accounting Research, Wiley Blackwell, vol. 6(2), pages 159-178.
    48. Altunbas, Y. & Gardener, E. P. M. & Molyneux, P. & Moore, B., 2001. "Efficiency in European banking," European Economic Review, Elsevier, vol. 45(10), pages 1931-1955, December.
    49. Peristiani, Stavros, 1997. "Do Mergers Improve the X-Efficiency and Scale Efficiency of U.S. Banks? Evidence from the 1980s," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 326-337, August.
    50. Cooper, Michael J. & Jackson, William III & Patterson, Gary A., 2003. "Evidence of predictability in the cross-section of bank stock returns," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 817-850, May.
    51. Stephen Miller & Athanasios Noulas, 1997. "Portfolio mix and large-bank profitability in the USA," Applied Economics, Taylor & Francis Journals, vol. 29(4), pages 505-512.
    52. Gallo, John G. & Apilado, Vincent P. & Kolari, James W., 1996. "Commercial bank mutual fund activities: Implications for bank risk and profitability," Journal of Banking & Finance, Elsevier, vol. 20(10), pages 1775-1791, December.
    53. James T. Moser, 1998. "Credit derivatives: just-in-time provisioning for loan losses," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 22(Q IV), pages 2-11.
    54. Chan, Louis K C & Jegadeesh, Narasimhan & Lakonishok, Josef, 1996. "Momentum Strategies," Journal of Finance, American Finance Association, vol. 51(5), pages 1681-1713, December.
    55. Li Wang & Pervaiz Alam & Stephen Makar, 2005. "The Value-Relevance of Derivative Disclosures by Commercial Banks: A Comprehensive Study of Information Content Under SFAS Nos. 119 and 133," Review of Quantitative Finance and Accounting, Springer, vol. 25(4), pages 413-427, December.
    56. Ho, Thomas S. Y. & Saunders, Anthony, 1981. "The Determinants of Bank Interest Margins: Theory and Empirical Evidence," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 16(4), pages 581-600, November.
    57. Kent Daniel & Sheridan Titman, 2006. "Market Reactions to Tangible and Intangible Information," Journal of Finance, American Finance Association, vol. 61(4), pages 1605-1643, August.
    58. Clark, Jeffrey A & Siems, Thomas F, 2002. "X-Efficiency in Banking: Looking beyond the Balance Sheet," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(4), pages 987-1013, November.
    59. Goddard, John & Molyneux, Phil & Wilson, John O S, 2004. "Dynamics of Growth and Profitability in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 1069-1090, December.
    60. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    61. Ralitsa Petkova, 2006. "Do the Fama–French Factors Proxy for Innovations in Predictive Variables?," Journal of Finance, American Finance Association, vol. 61(2), pages 581-612, April.
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    More about this item

    Keywords

    Asset pricing; bank stock returns; bank-specific accounting ratios.;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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