Income smoothing through loan loss provisions in Asia–Pacific commercial banks: the role of managerial ability
Keywords:
Earnings management, Income smoothing, Loans loss provision, Managerial ability, Performance, Asian–Pacific banksAbstract
PurposeThis research aims to answer the question of to what extent managerial ability (MA) impacts the level of employing income smoothing (IS) through loan loss provision (LLP) and how this influences the banks’ financial performance.
Design/methodology/approachThe research confirms LLPs used to smooth income through the relationship between LLPs and pre-provisioning income in Asia–Pacific banks from 2012 to 2021. Then, it explores the role of managerial ability in IS behavior by using a two-stage procedure: estimating the profit efficiency by employing a four-error stochastic frontier analysis (SFA) and generating MA by calculating residuals from regressing profit efficiency on bank-specific factors. Next, it explores the relationship between IS, managerial ability and banks’ performance.
FindingsThere is IS through LLP among Asia–Pacific banks, and high-ability managers generally have no special taste in utilizing IS. However, these situations could be modified by contexts such as bank types, profitability levels, credit risk or economic conditions. Besides, talented managers are expected to propose a positive impact on performance in case they use discretionary LLP as a tool of IS.
Originality/valueThis study is among the first to discover IS behavior and its association with MA and performance in the banking industry and Asia–Pacific region. Furthermore, a four-error SFA can solve the problems of inability and improve the measurement framework of managerial ability measurement. The research also enhances the understanding of upper echelon theory.
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References
Abdesslem, R.B., Chkir, I. and Dabbou, H. (2022), “Is managerial ability a moderator? The effect of credit risk and liquidity risk on the likelihood of bank default”, International Review of Financial Analysis, Vol. 80, 102044, doi: https://doi.org/10.1016/j.irfa.2022.102044
Abu-Serdaneh, J. (2018), “Bank loan-loss accounts, income smoothing, capital management, signaling and procyclicality: evidence from Jordan”, Journal of Financial Reporting and Accounting, Vol. 16 No. 4, pp. 677-693, doi: https://doi.org/10.1108/JFRA-06-2016-0041.
Aggelopoulos, E., Georgopoulos, A. and Kotsiantis, S. (2023), “Bank provision reversals and income smoothing: a case study”, Journal of Accounting and Public Policy, Vol. 42 No. 3, 107051, doi: https://doi.org/10.1016/j.jaccpubpol.2022.107051.
r
Andreou, P.C., Philip, D. and Robejsek, P. (2016), “Bank liquidity creation and risk-taking: does managerial ability matter?”, Journal of Business Finance and Accounting, Vol. 43 Nos 1-2, pp. 226-259, doi: https://doi.org/10.1111/jbfa.12169.
Anggraini, P.G. and Sholihin, M. (2023), “What do we know about managerial ability? A systematic literature review”, Management Review Quarterly, Vol. 73, pp. 1-30, doi: https://doi.org/10.1007/s11301-021-00229-6.
Balla, E. and Rose, M.J. (2011), “Loan loss reserves, accounting constraints, and bank ownership structure”, Accounting Constraints, and Bank Ownership Structure, Vol. 78, pp. 92-117, doi: https://doi.org/10.2139/ssrn.1961759.
Banerjee, P. and Deb, S.G. (2023), “Capital investment, working capital management, and firm performance: role of managerial ability in us logistics industry”, Transportation Research Part E: Logistics and Transportation Review, Vol. 176, 103224, doi: https://doi.org/10.1016/j.tre.2023.103224.
Banker, R.D., Amirteimoori, A., Allahviranloo, T. and Sinha, R.P. (2023), “Performance analysis and managerial ability in the general insurance market: a study of India and Iran”, Information Technology and Management, Vol. 25, pp. 1-13, doi: https://doi.org/10.1007/s10799-023-00405-y.
Beatty, A.L., Ke, B. and Petroni, K.R. (2002), “Earnings management to avoid earnings declines across publicly and privately held banks”, The Accounting Review, Vol. 77 No. 3, pp. 547-570, doi: https://doi.org/10.2308/accr.2002.77.3.547.
Bouvatier, V., Lepetit, L. and Strobel, F. (2014), “Bank income smoothing, ownership concentration and the regulatory environment”, Journal of Banking and Finance, Vol. 41, pp. 253-270, doi: https://doi.org/10.1016/j.jbankfin.2013.12.001.
Bui, D.G., Chen, Y.-S., Hasan, I. and Lin, C.-Y. (2018), “Can lenders discern managerial ability from luck? Evidence from bank loan contracts”, Journal of Banking and Finance, Vol. 87, pp. 187-201, doi: https://doi.org/10.1016/j.jbankfin.2017.09.023.
Bushman, R.M. and Williams, C.D. (2012), “Accounting discretion, loan loss provisioning, and discipline of banks’ risk-taking”, Journal of Accounting and Economics, Vol. 54, pp. 1-18, doi: https://doi.org/10.1016/j.jacceco.2012.04.002.
Chen, L., Emanuel, D., Li, L.Z. and Yang, M. (2021), “Regulatory changes and loan loss provisions management by Chinese banks”, Journal of Accounting in Emerging Economies, Vol. 11 No. 4, pp. 651-675, doi: https://doi.org/10.1108/JAEE-05-2020-0116.
Cornett, M.M., McNutt, J.J. and Tehranian, H. (2009), “Corporate governance and earnings management at large us bank holding companies”, Journal of Corporate Finance, Vol. 15 No. 4, pp. 412-430, doi: https://doi.org/10.1016/j.jcorpfin.2009.04.003.
Cummings, J.R. and Durrani, K. (2016), “Effect of the Basel accord capital requirements on the loan-loss provisioning practices of Australian banks”, Journal of Banking and Finance, Vol. 67, pp. 23-36, doi: https://doi.org/10.1016/j.jbankfin.2016.02.009.
Curcio, D. and Hasan, I. (2015), “Earnings and capital management and signaling: the use of loan-loss provisions by European banks”, The European Journal of Finance, Vol. 21 No. 1, pp. 26-50, doi: https://doi.org/10.1080/1351847X.2012.762408.
Curi, C. and Lozano-Vivas, A. (2020), “Managerial ability as a tool for prudential regulation”, Journal of Economic Behavior and Organization, Vol. 174, pp. 87-107, doi: https://doi.org/10.1016/j.jebo.2020.03.023.
Danisman, G.O., Demir, E. and Ozili, P. (2021), “Loan loss provisioning of us banks: economic policy uncertainty and discretionary behavior”, International Review of Economics and Finance, Vol. 71, pp. 923-935, doi: https://doi.org/10.1016/j.iref.2020.10.016.
Dantas, M.M., Merkley, K.J. and Silva, F.B. (2023), “Government guarantees and banks' income smoothing”, Journal of Financial Services Research, Vol. 63 No. 2, pp. 123-173, doi: https://doi.org/10.1007/s10693-023-00398-3.
De Haas, R. and Van Lelyveld, I. (2014), “Multinational banks and the global financial crisis: weathering the perfect storm?”, Journal of Money, Credit and Banking, Vol. 46 No. s1, pp. 333-364, doi: https://doi.org/10.1111/jmcb.12094.
Dechow, P.M., Sloan, R.G. and Sweeney, A.P. (1996), “Causes and consequences of earnings manipulation: an analysis of firms subject to enforcement actions by the sec”, Contemporary Accounting Research, Vol. 13, pp. 1-36, doi: https://doi.org/10.1111/j.1911-3846.1996.tb00489.x.
Demerjian, P., Lev, B. and McVay, S. (2012), “Quantifying managerial ability: a New measure and validity tests”, Management Science, Vol. 58 No. 7, pp. 1229-1248, doi: https://doi.org/10.1287/mnsc.1110.1487.
Demerjian, P.R., Lev, B., Lewis, M.F. and McVay, S.E. (2013), “Managerial ability and earnings quality”, The Accounting Review, Vol. 88 No. 2, pp. 463-498, doi: https://doi.org/10.2308/accr-50318.
Demerjian, P., Lewis-Western, M. and McVay, S. (2020), “How does intentional earnings smoothing vary with managerial ability?”, Journal of Accounting, Auditing and Finance, Vol. 35 No. 2, pp. 406-437, doi: https://doi.org/10.1177/0148558X17748405.
Elyasiani, E., Wen, Y. and Zhang, R. (2017), “Institutional ownership and earning management by bank holding companies”, Journal of Financial Research, Vol. 40 No. 2, pp. 147-178, doi: https://doi.org/10.1111/jfir.12120.
Fan, Y., Jiang, Y., Zhang, X. and Zhou, Y. (2019), “Women on boards and bank earnings management: from zero to hero”, Journal of Banking and Finance, Vol. 107, 105607, doi: https://doi.org/10.1016/j.jbankfin.2019.105607.
Fonseca, A.R. and Gonzalez, F. (2008), “Cross-country determinants of bank income smoothing by managing loan-loss provisions”, Journal of Banking and Finance, Vol. 32 No. 2, pp. 217-228, doi: https://doi.org/10.1016/j.jbankfin.2007.02.012.
Gómez-Ortega, A., Licerán-Gutiérrez, A. and de la Paz Horno-Bueno, M. (2023), “Income smoothing management and loan loss provisions in the banking system”, The Journal of Risk Finance, Vol. 24 No. 5, pp. 537-553, doi: https://doi.org/10.1108/JRF-07-2023-0173.
Gupta, J. and Kashiramka, S. (2024), “Examining the impact of liquidity creation on bank stability in the Asia pacific region: do esg disclosures play a moderating role?”, Journal of International Financial Markets, Institutions and Money, Vol. 91, 101955, doi: https://doi.org/10.1016/j.intfin.2024.101955.
Hambrick, D.C. and Mason, P.A. (1984), “Upper echelons: the organization as a reflection of its top managers”, Academy of Management Review, Vol. 9 No. 2, pp. 193-206, doi: https://doi.org/10.5465/amr.1984.4277628.
He, D., Ho, C.-Y. and Xu, L. (2020), “Risk and return of online channel adoption in the banking industry”, Pacific-Basin Finance Journal, Vol. 60, 101268, doi: https://doi.org/10.1016/j.pacfin.2020.101268.
Hsieh, Y.-T., Chen, T.-K., Tseng, Y.-J. and Lin, R.-C. (2018), “Top management team characteristics and accrual-based earnings management”, The International Journal of Accounting, Vol. 53 No. 4, pp. 314-334, doi: https://doi.org/10.1016/j.intacc.2018.11.004.
IMF (2021), “Regional economic Outlook: Asia and pacific”, available at: https://www.imf.org/en/Publications/REO/APAC/Issues/2021/08/12/regional-economic-outlook-for-asia-and-pacific
IMF (2024), “Regional economic Outlook: Asia and pacific”, available at: https://www.imf.org/en/Publications/REO/APAC/Issues/2024/04/30/regional-economic-outlook-for-asia-and-pacific-April-2024
Kumar, M. and Goswami, R. (2024), “Managerial ability and real earnings management among Indian listed firms”, Vision, Vol. 28 No. 4, pp. 459-468, doi: https://doi.org/10.1177/09722629211046065.
Kwak, W., Lee, H.-Y. and Mande, V. (2009), “Institutional ownership and income smoothing by Japanese banks through loan loss provisions”, Review of Pacific Basin Financial Markets and Policies, Vol. 12 No. 2, pp. 219-243, doi: https://doi.org/10.1142/S0219091509001617.
Leszczensky, L. and Wolbring, T. (2022), “How to deal with reverse causality using panel data? Recommendations for researchers based on a simulation study”, Sociological Methods and Research, Vol. 51 No. 2, pp. 837-865, doi: https://doi.org/10.1177/0049124119882473.
Liao, H., Wei, Y., Wang, Y., Lin, Y. and Tan, R. (2023), “Managerial ability and earnings management: the moderating role of career concerns”, Finance Research Letters, Vol. 57, 104269, doi: https://doi.org/10.1016/j.frl.2023.104269.
Lim, C.Y. and Yong, K.O. (2017), “Regulatory pressure and income smoothing by banks in response to anticipated changes to the Basel Ii accord”, China Journal of Accounting Research, Vol. 10 No. 1, pp. 9-32, doi: https://doi.org/10.1016/j.cjar.2016.08.003.
Macey, J.R. (1998), “Measuring the effectiveness of different corporate governance systems: toward a more scientific approach”, Bank of America Journal of Applied Corporate Finance, Vol. 63 No. 2, available at: https://ssrn.com/abstract=10596
Putra, A.A. and Setiawan, D. (2024), “Do ceo characteristics affect earnings management?”, Corporate Governance: The International Journal of Business in Society, Vol. 24 No. 5, pp. 1137-1155, doi: https://doi.org/10.1108/CG-02-2023-0078.
Qi, B., Lin, J.W., Tian, G. and Lewis, H.C.X. (2018), “The impact of top management team characteristics on the choice of earnings management strategies: evidence from China”, Accounting Horizons, Vol. 32 No. 1, pp. 143-164, doi: https://doi.org/10.2308/acch-51938.
Rusmin, R., Zulhawati, Z., Astami, E.W. and Evans, J. (2024), “A cultural aspect, firms' financial health and earnings management: evidence from the Asia-Pacific region”, Cogent Business Management, Vol. 11 No. 1, 2365780, doi: https://doi.org/10.1080/23311975.2024.2365780.
San Martín Reyna, J.M. (2018), “The effect of ownership composition on earnings management: evidence for the Mexican stock Exchange”, Journal of Economics, Finance Administrative Science, Vol. 23 No. 46, pp. 289-305, doi: https://doi.org/10.1108/JEFAS-01-2017-0011.
Shala, A., Ozili, P.K. and Ahmeti, S. (2024), “Impact of competition and concentration on bank income smoothing in Central and Eastern European countries”, Journal of Economics, Finance Administrative Science, Vol. 29 No. 57, pp. 5-20, doi: https://doi.org/10.1108/JEFAS-11-2021-0250.
Skała, D. (2021), “Loan loss provisions and income smoothing–do shareholders matter?”, International Review of Financial Analysis, Vol. 78, 101909, doi: https://doi.org/10.1016/j.irfa.2021.101909.
Vo, N.N.T., Nguyen, T.V.H. and Phan, D.H.T. (2022), “Earnings management and bank risk-taking behavior in Asia-Pacific region”, Research in International Business and Finance, Vol. 63, 101785, doi: https://doi.org/10.1016/j.ribaf.2022.101785.
White, H. (1980), “A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity”, Econometrica: Journal of the Econometric Society, Vol. 48 No. 4, pp. 817-838, doi: https://doi.org/10.2307/1912934.
World Bank (2019), “The World Development Report (WDR) 2019: the changing nature of work”, available at: https://www.worldbank.org/en/publication/wdr2019








