IDEAS home Printed from https://ideas.repec.org/p/jau/wpaper/2014-11.html
   My bibliography  Save this paper

Earnings quality and performance in the banking industry: A profit frontier approach

Author

Listed:
  • Diego Prior

    (Department of Business, Universitat Autònoma de Barcelona, Spain)

  • Emili Tortosa-Ausina

    (IVIE, Valencia and Department of Economics, Universidad Jaume I, Castellón, Spain)

  • Manuel Illueca

    (IVIE, Valencia and Department of Finance and Accounting, Universidad Jaume I, Castellón, Spain)

  • Mª Pilar Garcí­a-Alcober

    (Department of Economics and business, Universidad CEU-Cardenal Herrera, Valencia, Spain)

Abstract

The analysis of efficiency and productivity in banking has received a great deal of attention for almost three decades now. However, most of the existing literature to date has not explicitly accounted for risk when measuring efficiency. We propose an analysis of profit efficiency taking into account how the inclusion of a variety of bank risk measures might bias efficiency scores. Our measures of risk are partly inspired by the literature on earnings management and earnings quality taking into account that loan loss provisions, as a generally accepted proxy for risk,can be adjusted to manage earnings and regulatory capital. We also consider some variants of traditional models of profit efficiency where different regimes are stipulated so that financial institutions can be evaluated in different dimensions-i.e. prices, quantities, or prices and quantities simultaneously. We perform this analysis on the Spanish banking industry, whose institutions are deeply affected by the current international financial crisis, and where re-regulation is taking place. Our results can be explored in multiple dimensions but, in general, they indicate that the impact of earnings management on profit efficiency is of less magnitude than what might be a priori expected, and that the performance of savings banks has been generally worse than that of commercial banks. However, the former firms are adapting to the new regulatory scenario and catching up with commercial banks rapidly, especially in some dimensions of performance.

Suggested Citation

  • Diego Prior & Emili Tortosa-Ausina & Manuel Illueca & Mª Pilar Garcí­a-Alcober, 2014. "Earnings quality and performance in the banking industry: A profit frontier approach," Working Papers 2014/11, Economics Department, Universitat Jaume I, Castellón (Spain).
  • Handle: RePEc:jau:wpaper:2014/11
    as

    Download full text from publisher

    File URL: http://www.doctreballeco.uji.es/wpficheros/Prior_et_al_11_2014.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Daniel Perez & Vicente Salas-Fumas & Jesus Saurina, 2008. "Earnings and Capital Management in Alternative Loan Loss Provision Regulatory Regimes," European Accounting Review, Taylor & Francis Journals, vol. 17(3), pages 423-445.
    2. Laeven, Luc & Majnoni, Giovanni, 2003. "Loan loss provisioning and economic slowdowns: too much, too late?," Journal of Financial Intermediation, Elsevier, vol. 12(2), pages 178-197, April.
    3. Diewert, Erwin & Fixler, Dennis & Zieschang, Kimberly, 2012. "Problems with the Measurement of Banking Services in a National Accounting Framework," Economics working papers erwin_diewert-2012-14, Vancouver School of Economics, revised 04 Apr 2012.
    4. Susanto Basu & Robert Inklaar & J. Christina Wang, 2011. "The Value Of Risk: Measuring The Service Output Of U.S. Commercial Banks," Economic Inquiry, Western Economic Association International, vol. 49(1), pages 226-245, January.
    5. Fiordelisi, Franco & Marques-Ibanez, David & Molyneux, Phil, 2011. "Efficiency and risk in European banking," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1315-1326, May.
    6. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    7. Zvi Griliches, 1992. "Output Measurement in the Service Sectors," NBER Books, National Bureau of Economic Research, Inc, number gril92-1, March.
    8. Rafael La Porta & Florencio Lopez‐De‐Silanes & Andrei Shleifer, 2002. "Government Ownership of Banks," Journal of Finance, American Finance Association, vol. 57(1), pages 265-301, February.
    9. Emili Tortosa-Ausina, 2002. "Bank Cost Efficiency and Output Specification," Journal of Productivity Analysis, Springer, vol. 18(3), pages 199-222, November.
    10. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    11. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    12. Beatty, A & Chamberlain, Sl & Magliolo, J, 1995. "Managing Financial Reports Of Commercial-Banks - The Influence Of Taxes, Regulatory Capital, And Earnings," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 231-261.
    13. K Tone, 2002. "A strange case of the cost and allocative efficiencies in DEA," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 53(11), pages 1225-1231, November.
    14. Collins, Jh & Shackelford, Da & Wahlen, Jm, 1995. "Bank Differences In The Coordination Of Regulatory Capital, Earnings, And Taxes," Journal of Accounting Research, Wiley Blackwell, vol. 33(2), pages 263-291.
    15. A. Camanho & R. Dyson, 2006. "Data envelopment analysis and Malmquist indices for measuring group performance," Journal of Productivity Analysis, Springer, vol. 26(1), pages 35-49, August.
    16. Allen N. Berger & David B. Humphrey, 1992. "Measurement and Efficiency Issues in Commercial Banking," NBER Chapters, in: Output Measurement in the Service Sectors, pages 245-300, National Bureau of Economic Research, Inc.
    17. Mircea Epure & Esteban Lafuente, 2015. "Monitoring bank performance in the presence of risk," Journal of Productivity Analysis, Springer, vol. 44(3), pages 265-281, December.
    18. Kim, Myung-Sun & Kross, William, 1998. "The impact of the 1989 change in bank capital standards on loan loss provisions and loan write-offs," Journal of Accounting and Economics, Elsevier, vol. 25(1), pages 69-99, February.
    19. Tone, Kaoru & Tsutsui, Miki, 2007. "Decomposition of cost efficiency and its application to Japanese-US electric utility comparisons," Socio-Economic Planning Sciences, Elsevier, vol. 41(2), pages 91-106, June.
    20. Altunbas, Yener & Evans, Lynne & Molyneux, Philip, 2001. "Bank Ownership and Efficiency," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(4), pages 926-954, November.
    21. Antonio Colangelo & Robert Inklaar, 2012. "Bank Output Measurement In The Euro Area: A Modified Approach," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 58(1), pages 142-165, March.
    22. Mester, Loretta J., 1996. "A study of bank efficiency taking into account risk-preferences," Journal of Banking & Finance, Elsevier, vol. 20(6), pages 1025-1045, July.
    23. Prior, Diego, 2003. "Long- and short-run non-parametric cost frontier efficiency: An application to Spanish savings banks," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 655-671, April.
    24. Prior, Diego & Surroca, Jordi, 2006. "Strategic groups based on marginal rates: An application to the Spanish banking industry," European Journal of Operational Research, Elsevier, vol. 170(1), pages 293-314, April.
    25. Portela, Maria Conceição A. Silva & Thanassoulis, Emmanuel, 2014. "Economic efficiency when prices are not fixed: disentangling quantity and price efficiency," Omega, Elsevier, vol. 47(C), pages 36-44.
    26. Manuel Illueca & Lars Norden & Gregory F. Udell, 2014. "Liberalization and Risk-Taking: Evidence from Government-Controlled Banks," Review of Finance, European Finance Association, vol. 18(4), pages 1217-1257.
    27. Roychowdhury, Sugata, 2006. "Earnings management through real activities manipulation," Journal of Accounting and Economics, Elsevier, vol. 42(3), pages 335-370, December.
    28. Dennis J. Fixler & Kimberly D. Zieschang, 1992. "User Costs, Shadow Prices, and the Real Output of Banks," NBER Chapters, in: Output Measurement in the Service Sectors, pages 219-243, National Bureau of Economic Research, Inc.
    29. Ahmed, Anwer S. & Takeda, Carolyn & Thomas, Shawn, 1999. "Bank loan loss provisions: a reexamination of capital management, earnings management and signaling effects," Journal of Accounting and Economics, Elsevier, vol. 28(1), pages 1-25, November.
    30. Garcia-Cestona, Miguel & Surroca, Jordi, 2008. "Multiple goals and ownership structure: Effects on the performance of Spanish savings banks," European Journal of Operational Research, Elsevier, vol. 187(2), pages 582-599, June.
    31. Yener Altunbas & Santiago Carbo & Edward P.M. Gardener & Philip Molyneux, 2007. "Examining the Relationships between Capital, Risk and Efficiency in European Banking," European Financial Management, European Financial Management Association, vol. 13(1), pages 49-70, January.
    32. Manuel Illueca & José Pastor & Emili Tortosa-Ausina, 2009. "The effects of geographic expansion on the productivity of Spanish savings banks," Journal of Productivity Analysis, Springer, vol. 32(2), pages 119-143, October.
    33. E. Grifell-Tatjé & C. A. K. Lovell, 1999. "Profits and Productivity," Management Science, INFORMS, vol. 45(9), pages 1177-1193, September.
    34. Rolf Fare & Shawna Grosskopf & William Weber, 2004. "The effect of risk-based capital requirements on profit efficiency in banking," Applied Economics, Taylor & Francis Journals, vol. 36(15), pages 1731-1743.
    35. Varian, Hal R, 1984. "The Nonparametric Approach to Production Analysis," Econometrica, Econometric Society, vol. 52(3), pages 579-597, May.
    36. Michael Koetter, 2008. "The stability of bank efficiency rankings when risk preferences and objectives are different," The European Journal of Finance, Taylor & Francis Journals, vol. 14(2), pages 115-135.
    37. Crespi, Rafel & Garcia-Cestona, Miguel A. & Salas, Vicente, 2004. "Governance mechanisms in Spanish banks. Does ownership matter?," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2311-2330, October.
    38. Henock Louis & Amy X. Sun & Oktay Urcan, 2013. "Do Analysts Sacrifice Forecast Accuracy for Informativeness?," Management Science, INFORMS, vol. 59(7), pages 1688-1708, July.
    39. Beaver, William H. & Engel, Ellen E., 1996. "Discretionary behavior with respect to allowances for loan losses and the behavior of security prices," Journal of Accounting and Economics, Elsevier, vol. 22(1-3), pages 177-206, October.
    40. Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
    41. Maudos, Joaquin & de Guevara, Juan Fernandez, 2007. "The cost of market power in banking: Social welfare loss vs. cost inefficiency," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2103-2125, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sabur Mollah & Omar Farooque & Asma Mobarek & Philip Molyneux, 2019. "Bank Corporate Governance and Future Earnings Predictability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 56(3), pages 369-394, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Diego Prior & Emili Tortosa-Ausina & María Pilar García-Alcober & Manuel Illueca, 2019. "Profit efficiency and earnings quality: Evidence from the Spanish banking industry," Journal of Productivity Analysis, Springer, vol. 51(2), pages 153-174, June.
    2. Mª Pilar García-Alcober & Manuel Illueca & Diego Prior & Emili Tortosa-Ausina, 2016. "Risk-taking behavior, earnings quality, and performance in Spanish banking: A profit frontier approach," Working Papers 2016/19, Economics Department, Universitat Jaume I, Castellón (Spain).
    3. Mª Pilar García-Alcober & Emili Tortosa-Ausina & Diego Prior & Manuel Illueca, 2014. "Cost and revenue efficiency in Spanish banking: What distributions show," Working Papers 2014/12, Economics Department, Universitat Jaume I, Castellón (Spain).
    4. Omneya Abdelsalam & Sabur Mollah & Emili Tortosa-Ausina, 2018. "Political connection and bank in(efficiency)," Working Papers 2018-11, Swansea University, School of Management.
    5. Goddard, John & Molyneux, Philip & Williams, Jonathan, 2014. "Dealing with cross-firm heterogeneity in bank efficiency estimates: Some evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 130-142.
    6. Barros, Carlos Pestana & Williams, Jonathan, 2013. "The random parameters stochastic frontier cost function and the effectiveness of public policy: Evidence from bank restructuring in Mexico," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 98-108.
    7. Elnahass, Marwa & Izzeldin, Marwan & Steele, Gerald, 2018. "Capital and Earnings Management: Evidence from Alternative Banking Business Models," The International Journal of Accounting, Elsevier, vol. 53(1), pages 20-32.
    8. Aristei, David & Gallo, Manuela, 2019. "Loan loss provisioning by Italian banks: Managerial discretion, relationship banking, functional distance and bank risk," International Review of Economics & Finance, Elsevier, vol. 60(C), pages 238-256.
    9. Di Fabio, Costanza & Ramassa, Paola & Quagli, Alberto, 2021. "Income smoothing in European banks: The contrasting effects of monitoring mechanisms," Journal of International Accounting, Auditing and Taxation, Elsevier, vol. 43(C).
    10. Williams, Jonathan, 2004. "Determining management behaviour in European banking," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2427-2460, October.
    11. Fethi, Meryem Duygun & Pasiouras, Fotios, 2010. "Assessing bank efficiency and performance with operational research and artificial intelligence techniques: A survey," European Journal of Operational Research, Elsevier, vol. 204(2), pages 189-198, July.
    12. Cristian Barra & Sergio Destefanis & Giuseppe Lubrano Lavadera, 2013. "Regulation and the Crisis: The Efficiency of Italian Cooperative Banks," CSEF Working Papers 338, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    13. Cristina Bernini & Paola Brighi, 2011. "Relationship Lending, Distance and Efficiency in a Heterogeneous Banking System," Working Paper series 41_11, Rimini Centre for Economic Analysis.
    14. Anastasia I. Koutsomanoli‐Filippaki & Emmanuel C. Mamatzakis, 2011. "Efficiency under quantile regression: What is the relationship with risk in the EU banking industry?," Review of Financial Economics, John Wiley & Sons, vol. 20(2), pages 84-95, May.
    15. Gulati, Rachita, 2022. "Global and local banking crises and risk-adjusted efficiency of Indian banks: Are the impacts really perspective-dependent?," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 23-39.
    16. Esho, Neil, 2001. "The determinants of cost efficiency in cooperative financial institutions: Australian evidence," Journal of Banking & Finance, Elsevier, vol. 25(5), pages 941-964, May.
    17. Dung Viet Tran & M. Kabir Hassan & Reza Houston, 2020. "Discretionary loan loss provision behavior in the US banking industry," Review of Quantitative Finance and Accounting, Springer, vol. 55(2), pages 605-645, August.
    18. Mi Joo Lee & In Tae Hwang & Sun Min Kang, 2020. "The Effect of Forward‐looking Criteria and IFRS on the Informativeness of Banks’ Loan Loss Allowances: Evidence from Korea," Australian Accounting Review, CPA Australia, vol. 30(2), pages 85-104, June.
    19. Cummings, James R. & Durrani, Kassim J., 2016. "Effect of the Basel Accord capital requirements on the loan-loss provisioning practices of Australian banks," Journal of Banking & Finance, Elsevier, vol. 67(C), pages 23-36.
    20. Manuela M. Dantas & Kenneth J. Merkley & Felipe B. G. Silva, 2023. "Government Guarantees and Banks’ Income Smoothing," Journal of Financial Services Research, Springer;Western Finance Association, vol. 63(2), pages 123-173, April.

    More about this item

    Keywords

    bank; efficiency; loan loss provision; profit; risk;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L50 - Industrial Organization - - Regulation and Industrial Policy - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jau:wpaper:2014/11. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: María Aurora Garcia Gallego (email available below). General contact details of provider: https://edirc.repec.org/data/ueujies.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.