EFFECT OF SHAREHOLDERS-CREDITORS ASYMMETRIC INFORMATION ON NON-PERFORMING LOANS IN COMMERCIAL BANKS IN KENYA
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Abstract
This study investigated the effect of shareholders-creditors asymmetric information on non-performing loans in commercial banks in Kenya. The study also looked into the moderating effect of bank size on the relationship between shareholders-creditors asymmetric information and non-performing loans. A descriptive survey research design was adopted in the study. The population of the study was the 39 commercial banks. The study used dividend payouts as proxy for measuring shareholders-creditors asymmetries information. Proxy for measuring non-performing loans was taken as non performing loans to total loans and Bank size measured by logarithm of total assets was used as moderating variable in the study. Secondary data for analysis were obtained from financial statements of commercial banks and central bank of Kenya supervisory reports. Normality test was confirmed using skewness and Kurtosis tests. Time scope was 10 years from 2013 to 2022 as the period is recent and there was enough data available and reliable for the study. Geographical scope was the 39 Commercial banks licensed and operating in the republic of Kenya. The research established that shareholders-creditors asymmetric information does not have significant relationship with non-performing loans. The results however confirm that Bank size has moderating effect in the relationship between shareholders-creditors asymmetric information and non-performing loans.
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References
Acharya, V. V., Mehran, H., & Thakor, A. V. (2016). Caught between Scylla and Charybdis? Regulating bank leverage when there is rent seeking and risk shifting. The Review of Corporate Finance Studies, 5(1), 36-75.
Arrawatia, R., Dawar, V., Maitra, D., & Dash, S. R. (2019). Asset quality determinants of Indian banks: Empirical evidence and policy issues. Journal of Public Affairs, 19(4), e1937.
Akhter, N. (2023). Determinants of commercial bank’s non-performing loans in Bangladesh: An empirical evidence. Cogent Economics & Finance, 11(1), 2194128.
Akerlof, G. A. (1970). The market for" lemons": Quality uncertainty and the marketmechanism. The quarterly journal of economics, 488-500.
Akkaya, G. C., & Uzar, C. (2011). Data mining: Concept, techniques and applications. GSTF Business Review (GBR), 1(2), 47.
An, X., Do, A. Q., Riddiough, T. J., & Yao, V. (2015). Asymmetric Information and Subprime Mortgage Default. Available at SSRN 2690044.
Asongu, S. A., & Odhiambo, N. M. (2019). Size, efficiency, market power, and economies of scale in the African banking sector. Financial Innovation, 5(1), 1-22.
Assaf, A. G., Matousek, R., & Tsionas, E. G. (2013). Turkish bank efficiency: Bayesian estimation with undesirable outputs. Journal of Banking & Finance, 37(2), 506-517.
Alton, R. G., & Hazen, J. H. (2001). As economy flounders, do we see a rise in problem loans. Federal Reserve Bank of St. Louis, 11(4), 45-65.
Al Masud, A., & Hossain, M. A. (2021). Determinants of Non Performing Loan (NPL): A Case of an Emerging Economy. Al Masud, A. & Hossain, MA,(2020).‘Determinants of Non Performing Loan (NPL): A Case of an Emerging Economy’, Southeast Business Review, 10(1), 46-60..
Barbaroux, P. (2014). From market failures to market opportunities: managing innovation under asymmetric information. Journal of Innovation and Entrepreneurship, 3(1),5.
Barrell, R., Davis, E. P., Fic, T., & Karim, D. (2010). Is there a link from bank size to risk taking?. NIESR Dp, (367).
Bøhren, Ø., Josefsen, M. G., & Steen, P. E. (2012). Stakeholder conflicts and dividend policy. Journal of Banking & Finance, 36(10), 2852-2864.
Bhatti, I., & Sajid, M. (2014). The impact of free cash flows and agency costs on firm performance: Empirical evidence from KSE 100 index of Pakistan. Available at SSRN 3008871.
Bwiret Camus Onyango, A. (2021). Loan ratios, information asymmetry and fragility among Commercial Banks in Kenya.
Cai, J., Liu, Y., Qian, Y., & Yu, M. (2015). Information asymmetry and corporate governance. Quarterly Journal of Finance, 5(03), 1550014.
Carney, M., Gedajlovic, E., & Sur, S. (2011). Corporate governance and stakeholder conflict. Journal of Management & Governance, 15(3), 483-507.
Casas-Arce, P., & Kittsteiner, T. (2011). Opportunism and incomplete contracts. RWTH Aachen University. URL: http://www. mikrooekonomie. rwthaachen. de/workingpaper/ Opportunism_and_Incomplete_Contracts. pdf.
CBIRC. (2019). China Banking and Insurance Regulatory Commission. [Online].
Chaity, N. S., & Islam, K. Z. (2021). Bank efficiency and practice of earnings management: a study on listed commercial banks of Bangladesh. Asian Journal of Accounting Research, 7(2), 114-128.
Chege, M. W. (2014). The effect of firm size on information asymmetries surrounding earnings disclosure of firms listed at the Nairobi securities exchange (Doctoral dissertation, University of Nairobi).
Chen, Y. (2016). Spatial autocorrelation approaches to testing residuals from least squares regression. PloS one, 11(1), e0146865.
Ciukaj, R., & Kil, K. (2020). Determinants of the non-performing loan ratio in the European Union banking sectors with a high level of impaired loans. Economics and business review, 6(1), 22-45.
Curak, M., Pepur, S., & Poposki, K. (2013). Determinants of non-performing loans–evidence from Southeastern European banking systems. Banks & bank systems, (8, Iss. 1), 45-53.
Dadbeh, F., & Mogharebi, N. (2013). A study on effect of information asymmetry on earning management: Evidence from Tehran Stock Exchange. Management Science Letters, 3(7), 2161-2166.
Dávila, E., & Walther, A. (2020). Does size matter? Bailouts with large and small banks. Journal of Financial Economics, 136(1), 1-22.
Drèze, J., & Stern, N. (1990). Policy reform, shadow prices, and market prices. Journal of public economics, 42(1), 1-45.
Dobbie, W., & Skiba, P. M. (2013). Information asymmetries in consumer credit markets: Evidence from payday lending. American Economic Journal: Applied Economics, 5(4), 256-82.
Donaldson, G. (1961). Corporate Debt Capacity: A Study of Corporate Debt Policy and the Determination of Corporate Debt Capacity. Boston: Harvard University, Graduate School of Business Administration, Division of Research.
Eisdorfer, A. (2010). Risk-shifting and investment asymmetry. Finance Research Letters, 7(4), 232-237.
Engwall, L. (2017). Banks, regulators, market actors, and scrutinizers. In Bank Regulation (pp. 67-85). Routledge.
Fama, E. F. (1970). Efficient capital markets: a review of theory and empirical work. The Journal of Finance, 25(2),383-417.
Fama, E. F. (1991). Efficient capital markets: II. The Journal of Finance, 46(5),1575-1617
Fell, J., Grodzicki, M., Martin, R., & O’Brien, E. (2016). Addressing market failures in the resolution of non-performing loans in the euro area. Financial Stability Review, 2.
Freeman, R. E. (1984). Strategic management: A stakeholder approach. Cambridge university press.
Flintermann, B. (2014). The quality of market research reports: The case of Marketline Advantage and the automobile industry. Retrieved May 29, 2017, from http://essay.utwente.nl/66122/1/Flintermann_MA_MB.p
Gabrieli, S., & Georg, C. P. (2014). A network view on interbank market freezes.
Galindo, A.,Miller,M.,2001.Can Credit Registries Reduce Credit Constraints? Empirical Evidence on the Role of Credit Registries in Firm Investment Decisions. Inter-American Development Bank Working Paper, Washington.
Gambacorta, L., & Mistrulli, P. E. (2004). Does bank capital affect lending behavior?. Journal of Financial intermediation, 13(4), 436-457.
Garren, S. T., & Osborne, K. M. (2021). Robustness of T-test Based on Skewness and Kurtosis. Journal of Advances in Mathematics and Computer Science, 102-110.
George, D., & Mallery, P. (2010). SPSS for Windows step by step : A simple guide and reference, 17.0 update. Allyn & Bacon.
Ghasemi, A., & Zahediasl, S. (2012). Normality tests for statistical analysis: a guide for non-statisticians. International journal of endocrinology and metabolism, 10(2), 486.
Gosset, W. S. (1908). William Sealy Gosset. Biographical Encyclopedia of Mathematicians, 1, 239.
Gottlieb, D., & Moreira, H. (2015). Simple contracts with adverse selection and moral hazard. The Wharton School Research Paper, (78).
González-Uribe, J., & Osorio, D. (2014). Information sharing and credit outcomes: Evidence from a natural experiment.
Gropp, R., & Vesala, J. (2004). Insurance, Moral Hazard and Market Monitoring. ECB Working Paper 302.
Hammond, P. J. (1989). On the impossibility of perfect capital markets.
Hasan, M. S. A., Manurung, & Usman, B. (2020). Determinants of bank profitability with
size as moderating variable. Journal of applied finance and banking, 10(3), 153-166.
Hassan, S. U., Sabo, B., & Aliyu, I. A. (2023). Moderating effect of bank size on the
relationship between interest rate, liquidity, and profitability of commercial banks
in Nigeria. Gusau Journal of Accounting and Finance, 4(1), 96-120.
Hart, O. (2017). Incomplete contracts and control. American Economic Review, 107(7), 1731-52.
Hill, C.W. and Jones, T.M. (1992) Stakeholder-Agency Theory, Journal of Management Studies, 29, 131-154.
Huljak, I., Martin, R., Moccero, D., & Pancaro, C. (2020). Do non-performing loans matter for bank lending and the business cycle in euro area countries?.
Ikeda, D. (2019). Adverse selection, lemons shocks and business cycles. Journal of Monetary Economics.
Islam, M. S., & Nishiyama, S. I. (2017). Is this adverse selection or something else to determine the non-performing loans? Dynamic panel evidence from South Asian countries (No. 1723).
Islam, M. S., & Nishiyama, S. I. (2019). Non-Performing Loans of Commercial Banks in South Asian Countries: Adverse Selection and Moral Hazard Issues. Asian Economic and Financial Review, 9(9), 1091.
Janda, K., & Kravtsov, O. (2018). Micro-Level Evidences of Moral Hazard in the European Financial Institutions. In The Impact of Globalization on International Finance and Accounting (pp. 89-98). Springer, Cham.
Jappelli, T., & Pagano, M. (2002). Information sharing, lending and defaults: Cross-country evidence. Journal of Banking & Finance, 26(10), 2017-2045.
Jensen, M. C., & Meckling, W. H. (1976). Theory of the firm: managerial behavior, agency costs and ownership structure. Journal of Financial Economics, 3(4),305-360.
Jeitschko, T.D. and S.D. Jeung,(2005). Incentives for Risk Taking in Banking. A unified Approach, Journal of Banking and Financial, 29, page 759-777.
Kalbuana, N., Prasetyo, B., Asih, P., Arnas, Y., Simbolon, S. L., Abdusshomad, A., ... & Mahdi, F. M. (2021). Earnings management is affected by firm size, leverage and roa: Evidence from Indonesia. Academy of Strategic Management Journal, 20, 1-12.
Karray SC, Chichti JE (2013) Bank size and efficiency in developing countries: intermediation approach versus value added approach and impact of non-traditional activities. Asian Econ Financ Rev 3(5):593–613
Karlan, D., & Zinman, J. (2009). Observing un-observables: Identifying information asymmetries with a consumer credit field experiment. Econometrica, 77(6), 1993-2008.
Kau, J. B., Keenan, D. C., Lyubimov, C., & Slawson, V. C. (2012). Asymmetric information in the subprime mortgage market. The Journal of Real Estate Finance and Economics, 44(1-2), 67-89.
Kawai, K., Onishi, K., & Uetake, K. (2014). Signaling in online credit markets. Available at SSRN 2188693.
Kiage, E., Musyoka, F., & Muturi, W. (2015). Influence of positive credit information sharing determination on the finance performance of commercial banks in Kenya. International Journal of Economics, Commerce and Management, 3(3), 1-13.
Kingu P.S, Macha S., Gwahula R. (2018). Bank Specific Determinants of Non-Performing Loans: Empirical Evidence from Commercial Banks in Tanzania. The International Journal of Business & Management (ISSN 2321–8916).
Kirimi, P. N., Kariuki, S. N., & Ocharo, K. N. (2022). Financial soundness and performance: evidence from commercial banks in Kenya. African Journal of Economic and Management Studies, 13(4), 651-667.
Liberman, A., Neilson, C., Opazo, L., & Zimmerman, S. (2018). The equilibrium effects of asymmetric information: Evidence from consumer credit markets.
Liem, M. C. (2016). Corporate Governance in Banking Industry: An Explanatory Study. Corporate Governance, 7(6).
Louzis, D. P., Vouldis, A. T., & Metaxas, V. L. (2012). Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios. Journal of Banking & Finance, 36(4), 1012-1027.
Lu, T., Sapra, H., & Subramanian, A. (2013). Asset Substitution, Debt Overhang, and Prudential Regulation..
Mahmood, F., Han, D., Ali, N., Mubeen, R., & Shahzad, U. (2019). Moderating effects of firm size and leverage on the working capital finance–profitability relationship: evidence from China. Sustainability, 11(7), 2029.
Martins, O. S., & Paulo, E. (2014). Information asymmetry in stock trading, economic and financial characteristics and corporate governance in the brazilian stock market. Revista Contabilidade & Finanças, 25(64), 33-45.
Mejstřík, M., Pečená, M., Teplý, P., 2015. Bankovnictví v teorii a praxi / Banking in Theory and Practice - Mejstřík Michal - Pečená Magda - Teplý Petr |Knihkupectví Karolinum. Karolinum.
Mishkin, F. S., (2011). Asymmetric information and financial crises: A historical perspective.
Mpofu, T. R., & Nikolaidou, E. (2019). Macroeconomic and bank-specific determinants of non-performing loans in sub-Saharan Africa. School of Economics Macroeconomic Discussion Paper Series, 2.
Mugwe, M., & Oliweny, T. (2015). The effect of credit information sharing on the performance of commercial banks in Kenya. International Journal of Business and Commerce, 5(3), 41-63.
Muriithi, J. G., & Waweru, K. M. (2017). Performance of Commercial Banks in Kenya. International Journal of Finance & Banking Studies (2147-4486), 6(3), 39-50.
Mwengei, K.O. (2013), Assessing the factors contributing to nonperformance loans in Kenyan banks. European Journal of Business and Management, 5(32), 155-162.
Nayyar, P. R. (2010). Information asymmetries: A source of competitive advantage for diversified service firms. Strategic Management Journal, (11): 513-519.
Nikolaidou, E., & Vogiazas, S. (2017). Credit risk determinants in Sub-Saharan banking systems: Evidence from five countries and lessons learnt from Central East and South East European countries. Review of development finance, 7(1), 52-63.
Ngungu, W. N., & Abdul, F. (2020). Firm Characteristics and Non-Performing Loans of Commercial Banks in Kenya. Journal of Finance and Accounting, 4(2), 31-47.
Obaje, F. O., & Abdullahi, S. R. (2021). Moderating effect of firm size on the relationship between board structure and firm financial performance. Journal of Good Governance and Sustainable Development in Africa, 6(3), 97-117.
Oganda, J. A., & Mogwambo, V. A., & Otieno, S.(2019). Effect of non-performing loans on performance of commercial banks in Kenya: A comparative study between National Bank Kenya Limited and Equity Bank Kenya limited. The Strategic Journal of Business & Change Management, 6(2), 2430-2443.
Onali, E. (2014). Moral hazard, dividends, and risk in banks. Journal of Business Finance & Accounting, 41(1-2), 128-155.
Onyango, W. A., & Olando, C. O. (2020). Analysis on influence of bank specific factors on non-performing loans among commercial banks in Kenya. Advances in Economics and Business, 8(3), 105-121.
Ojeyinka, T. A., & Akinlo, A. E. (2021). Does bank size affect efficiency? Evidence from commercial banks in Nigeria. Ilorin Journal of Economic Policy, 8(1), 79-100.
Pearson, K. (1902). On the mathematical theory of errors of judgement, with special reference to the personal equation. Philos. Trans. Roy. Soc. Lond., A198, 274–286.
Pearson, K. (1905). Skew variation, a rejoinder. Biometrika, 4, 169–212.
Podpiera, J., & Weill, L. (2008). Bad luck or bad management? Emerging banking market experience. Journal of Financial Stability, 4(2), 135-148. doi:doi:10.1016/ j.jfs.2008.01.005.
Shrestha, N. (2020). Detecting multicollinearity in regression analysis. American Journal of Applied Mathematics and Statistics, 8(2), 39-42.
Rodoni, A., & Yaman, B. (2018). Asymmetric Information and Non-Performing Financing: Study in The Indonesian Islamic Banking Industry. Al-Iqtishad Journal of Islamic Economics, 10(2), 416-430.
Ross, S. A. (1973). The economic theory of agency: The principal's problem. The American Economic Review, 134-139.
Rouse, C. N. (2002). Bankers' lending techniques. Global Professional Publication.
Rudolf, S. (2019). Opportunism in Corporate Management. Acta Universitatis Lodziensis. Folia Oeconomica, 6(345).
Starbuck, C. (2023). Descriptive Statistics. The Fundamentals of People Analytics: With Applications in R, 97-120.
Stimpert, J. L., & Laux, J. A. (2011). Does size matter? Economies of scale in the banking industry. Journal of Business & Economics Research (JBER), 9(3).
Shahchera, M., Arbabian, S., & Shadrokh, M. (2013). Identification of Moral Hazard in the Banking System of Iran. Journal of Money and Economy, 8(3), 63-87.
Stiglitz, J. E., & Weiss, A. (1981). Credit Rationing in Markets with Imperfect Information. American Economic Review, 71(3), 393-410.
Sporta, F. (2018). The distressing effect of non-performing assets to asset quality for commercial banks in Kenya. International Journal of Innovation and Economic Development, 3(6), 71-83.
Tarus, D. K., & Manyala, P. O. (2018). African Journal of Economic and Management Studies. Management, 9(3), 335-348.
Tarchouna, A., Jarraya, B., & Bouri, A. (2019). Shadow prices of non-performing loans
and the global financial crisis. The Journal of Risk Finance.
Triki,T.,Gajigo,O.,2014.Credit bureaus and registries and access to finance: new evidence from 42 African countries.J.Afr.Dev.16(2), 73–101.
Vij, S., & Farooq, R. (2017). Moderating variables in business research. The IUP Journal of Business Strategy, 14(4), 34-54.
Werder (2011). Corporate governance and stakeholder opportunism. Organization Science, 22(5), 1345-1358.
Wasseja, M. M., Oseso, O. V. & Ochieng, P. (2016). Panel Data Analysis of Credit Information Sharing and Non-Performing Loans in the Banking Sector. Journal of Business Research & Management, 1, 1-22.
Whisman, M. A., & McClelland, G. H. (2005). Designing, Testing, and Interpreting
interactions and Moderator Effects in Family Research. Journal of Family Psychology, 19(1), 111-120. http://dx.doi.org/10.1037/0893-3200.19.1.11
Williamson, O. E. (1975), Markets and Hierarchies: Analysis and Anti-trust Implications: A Study in the Economics of Internal Organization. Free Press: New York.
Williamson, O. E. (1979), ‘Transaction-cost economics: the governance of contractual relations, Journal of Law and Economics , 22 , 233–261.
Williamson, O. E. (1993a), ‘Opportunism and its critics,’ Managerial and Decision Economics, 14 , 97–107.
Williamson, O. E. (1993b), ‘Transaction cost economics and organization theory,’ Industrial and Corporate Change , 2, 107–156.
Williams, N. (2011). Persistent private information. Econometrica, 79(4), 1233-1275.
Zahra, M. A. (2017). Effects of Credit Information Sharing on Non-performing Loans of Commercial Banks in Kenya.
Zhang D, Cai J, Dickinson DG, Kutan AM (2015) Non-performing loans, moral hazard and regulation of Chinese commercial banking system. Journal of Banking & Finance