Nexus between Technical Efficiency and Market Competition in the Banking Sector: Revisiting Economic Performance and Risk Evaluation

  • Faluk Shair Business School, University of Shanghai for Science and Technology, Shanghai, 200093, China
  • Sun Shaorong Lasbela University of Agriculture, Water and Marine Sciences, Uthal, 90150, Pakistan
Keywords: Competition, Risk, Technical efficiency, Data envelopment analysis, Bootstrap truncated regression

Abstract

This study examined the impact of risk and competition on the technical efficiency of the Pakistani banks. Technical efficiency and its components are measured with The Data envelopment analysis (DEA) based CCR and BCC models. The Lerner index is used to measure competition among the Pakistani banks. For econometric estimation, the bootstrap truncated regression is used. The results of the study showed that the competition, risk, size, taxation, diversification, operational cost management, banking development, trade openness and infrastructure development significantly affected the Technical efficiency. The comparative study indicates that the state-owned banks have higher technical efficiency than the private, foreign and Islamic banks.

References

Ab-Rahim, R., Md-Nor, N. G., Ramlee, S., & Ubaidillah, N. Z. (2012). DETERMINANTS OF COST EFFICIENCY IN MALAYSIAN BANKING. International Journal of Business & Society, 13(3).

Afza, T., & Yusuf, M. U. (2012). The impact of mergers on efficiency of banks in Pakistan. Elixir International Journal: Finance Management, 48, 9158-9163.

Akhtar, M. H., Bokhari, H., & Director, J. J. (2005). X-efficiency analysis of commercial banks in Pakistan: a preliminary investigation. European Journal of Scientific Research, 10(2), 78-91.

Altunbas, Y., Carbo, S., Gardener, E. P., & Molyneux, P. (2007). Examining the relationships between capital, risk and efficiency in European banking. European Financial Management, 13(1), 49-70.

Ansari, M. S. (2006). An empirical investigation of cost efficiency in the banking sector of Pakistan: State Bank of Pakistan.

Ariss, R. T. (2010). On the implications of market power in banking: Evidence from developing countries. Journal of Banking & Finance, 34(4), 765-775.

Athanasoglou, P. P., Brissimis, S. N., & Delis, M. D. (2008). Bank-specific, industry-specific and macroeconomic determinants of bank profitability. Journal of International Financial Markets, Institutions and Money, 18, 121-136.

Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management science, 30(9), 1078-1092.

Bashir, A., & Hassan, A. (2017). Interrelationship Among Basel Capital Regulation, Risk, and Efficiency in Pakistani Commercial Banks. Business & Economic Review, 9(2), 165-186.

Beltratti, A., & Stulz, R. M. (2012). The credit crisis around the globe: Why did some banks perform better? Journal of financial economics, 105(1), 1-17.

Berger, A., Klapper, L., & Turk-Ariss, R. (2009). Bank competition and financial stability. Journal of Financial Services Research, 35(2), 99-118.

Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849-870.

Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of operational research, 98(2), 175-212.

Boot, A., & Schmeits, A. (2005). sThe Competitive Challenge in Banking. tAmsterdam Center for Law & Economics Working Paper(2005), 08.

Boussemart, J.-P., Leleu, H., Shen, Z., Vardanyan, M., & Zhu, N. (2019). Decomposing banking performance into economic and credit risk efficiencies. European Journal of operational research.

Brissimis, S. N., Delis, M. D., & Papanikolaou, N. I. (2008). Exploring the nexus between banking sector reform and performance: Evidence from newly acceded EU countries. Journal of Banking & Finance, 32(12), 2674-2683.

Brunnermeier, M. K., & Pedersen, L. H. (2008). Market liquidity and funding liquidity. The review of financial studies, 22(6), 2201-2238.

Casu, B., & Girardone, C. (2009). Testing the relationship between competition and efficiency in banking: A panel data analysis. Economics Letters, 105(1), 134-137.

CHANG, T. C., & CHIU, Y. H. (2006). Affecting factors on risk‐adjusted efficiency in Taiwan's banking industry. Contemporary Economic Policy, 24(4), 634-648.

Charnes, A., Cooper, W. W., Lewin, A. Y., & Seiford, L. M. (2013). Data envelopment analysis: Theory, methodology, and applications: Springer Science & Business Media.

Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European journal of operational research, 2(6), 429-444.

Chiu, Y.-H., Chen, Y.-C., & Bai, X.-J. (2011). Efficiency and risk in Taiwan banking: SBM super-DEA estimation. Applied Economics, 43(5), 587-602.

Diamond, D. W. (1984). Financial intermediation and delegated monitoring. The review of economic studies, 51(3), 393-414.

Dietrich, A., & Wanzenried, G. (2011). Determinants of bank profitability before and during the crisis: Evidence from Switzerland. Journal of International Financial Markets, Institutions and Money, 21(3), 307-327.

Distinguin, I., Roulet, C., & Tarazi, A. (2013). Bank regulatory capital and liquidity: Evidence from US and European publicly traded banks. Journal of Banking & Finance, 37(9), 3295-3317.

Dong, Y., Girardone, C., & Kuo, J.-M. (2017). Governance, efficiency and risk taking in Chinese banking. The British Accounting Review, 49(2), 211-229.

Fiordelisi, F., Marques-Ibanez, D., & Molyneux, P. (2011). Efficiency and risk in European banking. Journal of Banking & Finance, 35(5), 1315-1326.

Francis, W. B., & Osborne, M. (2012). Capital requirements and bank behavior in the UK: Are there lessons for international capital standards? Journal of Banking & Finance, 36(3), 803-816.

Hasan, I., & Marton, K. (2003). Development and efficiency of the banking sector in a transitional economy: Hungarian experience. Journal of Banking & Finance, 27(12), 2249-2271.

Hicks, J. R. (1935). Annual survey of economic theory: the theory of monopoly. Econometrica: Journal of the Econometric Society, 1-20.

Hughes, J. P., & Mester, L. J. (2013). Who said large banks don’t experience scale economies? Evidence from a risk-return-driven cost function. Journal of Financial Intermediation, 22(4), 559-585.

Hughes, J. P., Mester, L. J., & Moon, C.-G. (2001). Are scale economies in banking elusive or illusive?: Evidence obtained by incorporating capital structure and risk-taking into models of bank production. Journal of Banking & Finance, 25(12), 2169-2208.

Jalil, A., & Feridun, M. (2011). Impact of financial development on economic growth: empirical evidence from Pakistan. Journal of the Asia Pacific Economy, 16(1), 71-80.

Kapsis, I. (2012). Competition law and policy for the EU banking sector in a period of increased economic uncertainty. International Journal of Law and Management.

Khan, I. U., Ali, S., & Khan, H. N. (2018). Market Concentration, Risk-taking, and Efficiency of Commercial Banks in Pakistan: An Application of the Two-Stage Double Bootstrap DEA. Business and Economic Review, 10(2), 65-95.

Koetter, M. (2008). The stability of bank efficiency rankings when risk preferences and objectives are different. European Journal of Finance, 14(2), 115-135.

Konara, P., Tan, Y., & Johnes, J. (2019). FDI and heterogeneity in bank efficiency: evidence from emerging markets. Research in International Business and Finance, 49, 100-113.

Kosmidou, K. (2008). The determinants of banks' profits in Greece during the period of EU financial integration. Managerial Finance, 34(3), 146-159.

Kosmidou, K., Pasiouras, F., Doumpos, M., & Zopounidis, C. (2006). Assessing performance factors in the UK banking sector: a multicriteria methodology. Central European Journal of Operations Research, 14(1), 25-44.

Lerner, A. (1934). The Concept of Monopoly and the Measurement ofMonopoly Power. Review of Economic Studies, 1, 157-175.

Levine, R. (1999). Financial development and economic growth: views and agenda: The World Bank.

Liu, H., & Wilson, J. O. (2010). The profitability of banks in Japan. Applied Financial Economics, 20(24), 1851-1866.

Maghyereh, A. I., & Awartani, B. (2014). The effect of market structure, regulation, and risk on banks efficiency. Journal of Economic Studies.

Malikov, E., Restrepo-Tobon, D., & Kumbhakar, S. C. (2015). Estimation of banking technology under credit uncertainty. Empirical Economics, 49(1), 185-211.

McDonald, J. (2009). Using least squares and tobit in second stage DEA efficiency analyses. European journal of operational research, 197(2), 792-798.

Menicucci, E., & Paolucci, G. (2016). The determinants of bank profitability: empirical evidence from European banking sector. Journal of Financial Reporting and Accounting, 14(1), 86-115.

Molyneux, P., Liu, H., & Jiang, C. (2014). Bank capital, adjustment and ownership: Evidence from China.

Molyneux, P., & Thornton, J. (1992). Determinants of European bank profitability: A note. Journal of Banking & Finance, 16(6), 1173-1178.

Mosko, A., & Bozdo, A. (2016). Modeling the relationship between bank efficiency, capital and risk in Albanian banking system. Procedia Economics and Finance, 39, 319-327.

Naceur, S. B. (2003). The determinants of the Tunisian banking industry profitability: Panel evidence. Universite Libre de Tunis working papers, 1-17.

Noman, A. H. M., Gee, C. S., & Isa, C. R. (2017). Does competition improve financial stability of the banking sector in ASEAN countries? An empirical analysis. PloS one, 12(5), e0176546.

Öncü, S., & Aktaş, R. (2007). Productivity Change in Turkish Banking Sector Restructuring Period’’, Celal Bayar University. Journal of Yönetim ve Ekonomi(14), 247-266.

Petersen, M. A., & Rajan, R. G. (1995). The effect of credit market competition on lending relationships. The Quarterly Journal of Economics, 110(2), 407-443.

Sbp. (2017). Financial stabality review.

Schaeck, K., & Čihák, M. (2008). How does competition affect efficiency and soundness in banking? New empirical evidence.

Shair, F., Sun, N., Shaorong, S., Atta, F., & Hussain, M. (2019). Impacts of risk and competition on the profitability of banks: Empirical evidence from Pakistan. PloS one, 14(11).

Shleifer, A., & Vishny, R. W. (2010). Unstable banking. Journal of financial economics, 97(3), 306-318.

Simar, L., & Wilson, P. W. (2007). Estimation and inference in two-stage, semi-parametric models of production processes. Journal of econometrics, 136(1), 31-64.

Staikouras, C., & Wood, G. (2004). The determinants of European bank profitability. International business and economics research journal, 3, 57-68.

Stiroh, K. J., & Rumble, A. (2006). The dark side of diversification: The case of US financial holding companies. Journal of Banking & Finance, 30(8), 2131-2161.

Tan, Y. (2016). The impacts of risk and competition on bank profitability in China. Journal of International Financial Markets, Institutions and Money, 40, 85-110.

Tan, Y., & Anchor, J. (2017). The impacts of risk-taking behaviour and competition on technical efficiency: evidence from the Chinese banking industry. Research in International Business and Finance, 41, 90-104.

Usman, M., Wang, Z., Mahmood, F., & Shahid, H. (2010). Scale efficiency in banking sector of Pakistan. International Journal of Business and Management, 5(4), 104.

Weill, L. (2004). Measuring cost efficiency in European banking: A comparison of frontier techniques. Journal of Productivity Analysis, 21(2), 133-152.

Williams, J. (2004). Determining management behaviour in European banking. Journal of Banking & Finance, 28(10), 2427-2460.

Williams, J. (2012). Efficiency and market power in Latin American banking. Journal of Financial Stability, 8(4), 263-276.

Zarutskie, R. (2013). Competition, financial innovation and commercial bank loan portfolios. Journal of Financial Intermediation, 22(3), 373-396.

Zhang, J., Jiang, C., Qu, B., & Wang, P. (2013). Market concentration, risk-taking, and bank performance: Evidence from emerging economies. International Review of Financial Analysis, 30, 149-157.

Published
2022-08-13
Section
Economics