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Relevance of Non-traditional Activities on the Efficiency of Indian Banks

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Abstract

This chapter investigates the relevance of the inclusion of non-traditional activities in the specification of banks’ output on the efficiency of Indian banks. The empirical results indicate that the exclusion of non-traditional activities not only understates the cost, technical and allocative efficiencies of individual banks, but also affects the ranking of ownership groups in the industry. In particular, when a proxy for non-traditional activities is accounted for in the output specification, the foreign banks appear to be more efficient than public and private sector banks. Overall, the results reinforce the prevailing view in the extant literature that the exclusion of non-traditional activities causes misspecification of banks’ output, and may distort the efficiency estimates.

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Notes

  1. 1.

    The traditional banking business has been to make long-term loans and fund them by issuing short-dated deposits, a process which is commonly referred to as ‘borrowing short and lending long’ (Edwards and Mishkin 1995).

  2. 2.

    Off-balance sheet activities involve trading financial instruments and generating income from fees and loans sales, activities that affect bank profit but do not appear on the bank balance sheet (Mishkin 2004). Therefore, we have used the terms off-balance sheet activities and non-traditional activities interchangeably in this chapter.

  3. 3.

    Note that Table A.2 is given in the Appendix.

  4. 4.

    In practice, the researchers identify three behavioural goals to be pursued by the banks, i.e. cost minimisation, revenue maximisation and profit maximisation.

  5. 5.

    Even though the true technology could be different from constant returns-to-scale (CRS), but we adopt the CRS specification of technology on account of the following reasons. First, given the small sample size like ours, one may get a distribution with many observations having efficiency score equal to 1 using variable returns-to-scale (VRS) specification. This implies that one may not get better discrimination of sampled units under VRS specification of technology in case of small sample size. Second, regarding the use of VRS specification of technology, Noulas (1997) stated that the assumption of CRS allows the comparison between small and large banks. In a sample where a few large banks are present, the use of VRS framework raises the possibility that these large banks will appear as being efficient for the simple reason that there are no truly efficient banks. Avkiran (1999) also mentions that under VRS each unit is compared only against other units of similar size, instead of against all units. Pasiouras et al. (2007) point out that the assumption of VRS is more suitable for large samples. The prominent studies that made use of CRS assumptions for measuring cost and technical efficiencies in banking system include Aly et al. (1990), Ariss et al. (2007), Hassan and Sanchez (2007), Pasiouras et al. (2007) and Rezvanian et al. (2008) among others.

  6. 6.

    The ‘grand frontier’ envelops the pooled input–output data of all banks in all years.

  7. 7.

    Like Ray and Das (2010), we treat equity as quasi-fixed input because compared to other inputs, the level of equity is much more difficult to alter, especially in the short run.

  8. 8.

    Cost inefficiency (%) = (1 − cost efficiency score) × 100.

  9. 9.

    For making optimal use of labour force, these banks evolved policies aimed at ‘rightsizing’ and ‘redeployment’ of the surplus staff either by way of retraining them and giving them appropriate alternate employment or by introducing a ‘voluntary retirement scheme (VRS)’ with appropriate incentives. Consequently, the labour cost per unit of earning assets fell from 2.44 % in 1992–1993 to 0.95 % in 2007–2008.

  10. 10.

    This is evident from the fact that in PSBs group, the quantum of net NPAs as percentage of net advances declined from 10.7 % in 1994–1995 to 1.0 % in 2007–2008.

  11. 11.

    The intermediation cost is defined by operating costs as a percentage of total assets. It is believed that larger the cost–asset ratio, the lower is the level of efficiency. The cost–asset ratio for PSBs (PBs) group has declined from 2.64 % (2.71 %) in 1992–1993 to 1.77 % (2.06 %) in 2006–2007. However, the cost–asset ratio of FBs group has remained as high in 2006–2007 as it was in 1992–1993.

References

  • Ajit D (1997) Para banking in India: some issues. Econ Polit Wkly 32(42):2677–2686

    Google Scholar 

  • Aly HY, Grabowski R, Pasurka C, Rangan N (1990) Technical, scale, and allocative efficiencies in U.S. banking: an empirical investigation. Rev Econ Stat 72(2):211–218

    Article  Google Scholar 

  • Ariss RT, Rezvanian R, Mehdian SM (2007) Cost efficiency, technological progress and productivity growth of banks in GCC countries. Int J Bus 12(4):471–491

    Google Scholar 

  • Ashton JK, Hardwick P (2000) Estimating inefficiencies in banking. J Interdiscip Econ 11(1):1–33

    Google Scholar 

  • Ataullah A, Le H (2006) Economic reforms and bank efficiency in developing countries: the case of the Indian banking industry. Appl Financ Econ 16(9):653–663

    Article  Google Scholar 

  • Avkiran NK (1999) The evidence on efficiency gains: the role of mergers and the benefits to the public. J Bank Financ 23(7):991–1013

    Article  Google Scholar 

  • Barajas A, Steiner R, Salazar N (2000) The impact of liberalization and foreign investment in Colombia’s financial sector. J Dev Econ 63(1):157–197

    Article  Google Scholar 

  • Barman RB (2007) Determinants of profitability of banks in India. In: Presidential address delivered at the 43rd annual conference of The Indian Econometric Society (TIES) held on 5th–7th January, Indian Institute of Technology, Mumbai

    Google Scholar 

  • Benston GJ (1965) Branch banking and economies of scale. J Financ 20(2):312–331

    Article  Google Scholar 

  • Berger AN, Humphrey DB (1997) Efficiency of financial institutions: international survey and directions for future research. Eur J Oper Res 98(2):175–212

    Article  Google Scholar 

  • Berger A, Mester L (1997) Inside the black box: what explains differences in the efficiency of financial institutions? J Bank Financ 21(7):895–947

    Article  Google Scholar 

  • Bhattacharyya A, Lovell CAK, Sahay P (1997b) The impact of liberalization on the productive efficiency of Indian commercial banks. Eur J Oper Res 98(2):332–345

    Article  Google Scholar 

  • Budd BQ (2009) The consideration of off-balance sheet activities on banking efficiency and productivity performances within the UAE. Int J Bus Emerg Mark 1(4):315–340

    Article  Google Scholar 

  • Casu B, Girardone C (2002) A comparative study of the cost efficiency of Italian bank conglomerates. Manage Financ 28(9): 3–23

    Google Scholar 

  • Casu B, Girardone C (2005) An analysis of the relevance of off-balance sheet items in explaining productivity change in European banking. Appl Financ Econ 15(15):1053–1061

    Article  Google Scholar 

  • Chakrabarti R, Chawla G (2005) Banking efficiency in India since the reforms: an assessment. Money Financ 9(2):31–47

    Google Scholar 

  • Charnes A, Cooper WW, Lewin AY, Seiford LM (eds) (1994) Data envelopment analysis: theory, methodology and applications. Kluwer Academic, Boston

    Google Scholar 

  • Clark JA, Siems TF (2002) X-efficiency in banking: looking beyond the balance sheet. J Money Credit Bank 34(4):987–1013

    Article  Google Scholar 

  • Cooper WW, Seiford LM, Tone K (2007) Data envelopment analysis: a comprehensive text with models, applications, references and DEA-solver software, 2nd edn. Springer Science + Business Media, New York

    Google Scholar 

  • Das A, Ghosh S (2006) Financial deregulation and efficiency: an empirical analysis of Indian banks during post-reforms period. Rev Financ Econ 15(3):193–221

    Article  Google Scholar 

  • Das A, Ghosh S (2009) Financial deregulation and profit efficiency: a nonparametric analysis of Indian banks. J Econ Bus 61(6):509–528

    Article  Google Scholar 

  • Das A, Nag A, Ray SC (2005) Liberalization, ownership and efficiency in Indian banking: a nonparametric analysis. Econ Polit Wkly 40(12):1190–1197

    Google Scholar 

  • Debasish SS (2006) Efficiency performance in Indian banking-use of data envelopment analysis. Global Bus Rev 7(2):325–333

    Article  Google Scholar 

  • Denizer CA, Dinc M, Tarimcilar M (2007) Financial liberalization and banking efficiency: evidence from Turkey. J Prod Anal 27(3):177–195

    Article  Google Scholar 

  • Edwards FR, FS Mishkin (1995) The decline of traditional banking: implication for financial stability and regulatory policy, NBER working paper series, working paper no 4993, National Bureau of Economic Research

    Google Scholar 

  • Elyasiani E, Mehdian SM (1990b) Efficiency in the commercial banking industry: a production frontier approach. Appl Econ 22(4):539–551

    Article  Google Scholar 

  • Emrouznejad A, Parker B, Tavares G (2008) Evaluation of research in efficiency and productivity: a survey and analysis of the first 30 years of scholarly literature in DEA. J Soc Econ Plan Sci 42(3):151–157

    Article  Google Scholar 

  • Farrell MJ (1957) The measurement of productive efficiency. J R Stat Soc Ser A 120(3):253–290

    Article  Google Scholar 

  • Fethi MD, Pasiouras F (2010) Assessing bank efficiency and performance with operational research and artificial intelligence techniques: a survey. Eur J Oper Res 204(2):189–198

    Article  Google Scholar 

  • Field A (2005) Discovering statistics with SPSS. Sage, London

    Google Scholar 

  • Hassan KM, Sanchez B (2007) Efficiency determinants and dynamic efficiency changes in Latin American banking industries, Working paper-32, Networks Financial Institute, Indiana State University. Available via DIALOG. http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1087045

  • Hjalmarsson L, Andersson I, Mlima A, (2000) Swedish banking efficiency and productivity in an international perspective. Estocolmo: Supplement no. 28 to the Government Inquiry on the International Competitiveness of the Swedish Financial Sector, Stockholm

    Google Scholar 

  • Huang LW, Chen YK (2006) Does bank performance benefit from non-traditional activities? A case of non-interest income in Taiwan commercial banks. Asia J Manage Humanit Sci 1(3):359–378

    Google Scholar 

  • Humphrey DB (1985) Costs and scale economies in bank intermediation. In: Aspinwall RC, Eisenbeis RA (eds) Handbook for banking strategy. Wiley, New York

    Google Scholar 

  • Iqbal M, Molyneux P (2005) Thirty years of Islamic banking: history, performance and prospects. Palgrave Macmillan, New York

    Google Scholar 

  • Isik I, Hassan MK (2002a) Technical, scale and allocative efficiencies of Turkish banking industry. J Bank Financ 26(4):719–766

    Article  Google Scholar 

  • Isik I, Hassan K (2003a) Efficiency, ownership and market structure, corporate control and governance in the Turkish banking industry. J Bus Financ Acc 30(9–10):1363–1421

    Article  Google Scholar 

  • Jagtiani J, Nathan A, Sick G (1995) Scale economies and cost complementarities in commercial banks: on and off-balance sheet activities. J Bank Financ 19(7):1175–1189

    Article  Google Scholar 

  • Klimberg RK, Ratick SJ (2008) Modeling data envelopment analysis (DEA) efficient location/allocation decisions. Comput Oper Res 35(2):457–474

    Article  Google Scholar 

  • Koutsomanoli-Filippaki A, Margaritis D, Staikouras C (2009b) Efficiency and productivity growth in the banking industry of Central and Eastern Europe. J Bank Financ 33(3):557–567

    Article  Google Scholar 

  • Kumar S, Gulati R (2009b) Did efficiency of Indian public sector banks converge with banking reforms? Int Rev Econ 56(1):47–84

    Article  Google Scholar 

  • Kyj L, Isik I (2008) Bank X-efficiency in Ukraine: an analysis of service characteristics and ownership. J Econ Bus 60(4):369–393

    Article  Google Scholar 

  • Lieu P, Yeh T, Chiu Y (2005) Off-balance sheet activities and cost inefficiency in Taiwan’s banks. Serv Ind J 25(7):925–944

    Article  Google Scholar 

  • Lovell CAK (1993) Production frontiers and productive efficiency. In: Fried H, Lovell CAK, Schmidt S (eds) The measurement of productive efficiency. Oxford University Press, New York, pp 3–67

    Google Scholar 

  • Lozano-Vivas A, Pasiouras F (2010) The impact of non-traditional activities on the estimation of bank efficiency: international evidence. J Bank Financ 34(7):1436–1449

    Article  Google Scholar 

  • Mahesh HP, Rajeev M (2009) Producing financial services: an efficiency analysis of Indian commercial banks. J Serv Res 8(2):7–29

    Google Scholar 

  • Maudos J, Pastor JM, Pérez F, Quesada J (2002) Cost and profit efficiency in European banks. J Int Financ Mark Inst Money 12(1):33–58

    Article  Google Scholar 

  • Mishkin FS (2004) The economics of money, banking and financial markets. Pearson Addison-Wesley, Boston

    Google Scholar 

  • Mukherjee A, Nath P, Pal M (2002) Performance benchmarking and strategic homogeneity of Indian banks. Int J Bank Mark 20(3):122–139

    Article  Google Scholar 

  • Nachane DM, Ghosh S (2002) Determinants of off-balance sheet activities: an empirical analysis of public sector banks. Econ Polit Wkly 37(5):421–427

    Google Scholar 

  • Nachane DM, Ghosh S (2007) An empirical analysis of the off-balance sheet activities of Indian banks. J Emerg Mark Financ 6(1):39–59

    Article  Google Scholar 

  • Noulas AG (1997) Productivity growth in the Hellenic banking industry: state versus private banks. Appl Financ Econ 7(3):223–228

    Article  Google Scholar 

  • Pasiouras F (2008) Estimating the technical and scale efficiency of Greek commercial banks: the impact of credit risk, off-balance sheet activities, and international operations. Res Int Bus Financ 22(3):301–318

    Article  Google Scholar 

  • Pasiouras F, Sifodaskalakis E, Zopounidis C (2007) Estimating and analyzing the cost efficiency of Greek co-operative banks: an application of two-stage data envelopment analysis. Working paper no 12, School of Management, University of Bath, Bath

    Google Scholar 

  • Ram Mohan TT, Ray SC (2004b) Comparing performance of public and private sector banks: a revenue maximization efficiency approach. Econ Polit Wkly 39(12):1271–1275

    Google Scholar 

  • Ray S, Das A (2010) Distribution of cost and profit efficiency: evidence from Indian banking. Eur J Oper Res 201(1):297–307

    Article  Google Scholar 

  • Reddy AA (2004) Banking sector liberalization and efficiency of Indian banks. ICFAI J Bank Manage 3(2):37–53

    Google Scholar 

  • Reserve Bank of India (2008c) Competition and consolidation. Report on currency and finance: 2003–2008, vol 5, pp 349–392

    Google Scholar 

  • Rezvanian R, Rao N, Mehdian SM (2008) Efficiency change, technological progress and productivity growth of private, public and foreign banks in India: evidence from the post-liberalization era. Appl Financ Econ 18(9):701–713

    Article  Google Scholar 

  • Rime B, Stiroh KJ (2003) The performance of universal banks: evidence from Switzerland. J Bank Finan 27(11):2121–2150

    Article  Google Scholar 

  • Rogers KE (1998) Nontraditional activities and the efficiency of US commercial banks. J Bank Financ 22(4):467–482

    Article  Google Scholar 

  • Roland C (2008) Banking sector liberalization in India: evaluation of reforms and comparative perspectives on China. Physica-Verlag, Heidelberg

    Google Scholar 

  • Sathye M (2003) Efficiency of banks in a developing economy: the case of India. Eur J Oper Res 148(3):662–671

    Article  Google Scholar 

  • Sealey CW Jr, Lindley JT (1977) Inputs, outputs, and a theory of production and cost at depository financial institutions. J Financ 32(4):1251–1266

    Article  Google Scholar 

  • Sensarma R (2006) Are foreign banks always the best? Comparison of state-owned, private and foreign banks in India. Econ Model 23(4):717–735

    Article  Google Scholar 

  • Sensarma R (2008) Deregulation, ownership, and profitability performance of banks: evidence from India. Appl Financ Econ 18(19):1581–1595

    Article  Google Scholar 

  • Shanmugam KR, Das A (2004) Efficiency of Indian commercial banks during the reform period. Appl Financ Econ 14(9):681–686

    Article  Google Scholar 

  • Sherman HD, Gold F (1985) Branch operating efficiency: evaluation with data envelopment analysis. J Bank Financ 9(2):297–315

    Article  Google Scholar 

  • Siems TF, Clark JA (1997) Rethinking bank efficiency and regulation: how off-balance sheet activities make a difference, Financial industry studies. Federal Reserve Bank of Dallas, Dallas, pp 1–11

    Google Scholar 

  • Staikouras C, Mamatzakis E, Koutsomanoli-Filippaki A (2008) Cost efficiency of the banking industry in the South Eastern European region. Int Financ Mark Inst Money 18(5):483–497

    Article  Google Scholar 

  • Stiroh KJ (2000) How did bank holding companies prosper in the 1990s? J Bank Financ 24(11):1703–1745

    Article  Google Scholar 

  • Sufian F (2009b) The impact of off-balance sheet items on banks’ total factor productivity: empirical evidence from the Chinese banking sector. Am J Financ Acc 1(3):213–238

    Article  Google Scholar 

  • Sufian F, Habibullah MS (2009) Nontraditional activities and bank efficiency: empirical evidence from the Chinese banking sector during the post-reform period. Int J Econ Policy Emerg Econ 2(2):107–132

    Google Scholar 

  • Sufian F, Ibrahim S (2005) An analysis of the relevance of off-balance sheet items in explaining productivity change in post-merger bank performance. Manage Res News 28(4):74–92

    Article  Google Scholar 

  • Tavares G (2002) A bibliography of data envelopment analysis (1978–2001). Rutcor Research report no 01-02, Rutgers University, New Jersey

    Google Scholar 

  • Tortosa-Ausina E (2003) Nontraditional activities and bank efficiency revisited: a distributional analysis for Spanish financial institutions. J Econ Bus 55(4):371–395

    Article  Google Scholar 

  • Tulkens H, van den Eeckaut P (1995) Non-parametric efficiency, progress, and regress measures for panel data: methodological aspects. Eur J Oper Res 80(3):474–499

    Article  Google Scholar 

  • Weill L (2004) Measuring cost efficiency in European banking: a comparison of frontier techniques. J Prod Anal 21(2):133–152

    Article  Google Scholar 

  • Zhao T, Casu B, Ferrari A (2008) Deregulation and productivity growth: a study of Indian commercial banking. Int J Bus Perform Manage 10(4):318–343

    Article  Google Scholar 

  • Zhao T, Casu B, Ferrari A (2010) The impact of regulatory reforms on cost structure, ownership and competition in Indian banking. J Bank Financ 34(1):246–254

    Article  Google Scholar 

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Kumar, S., Gulati, R. (2014). Relevance of Non-traditional Activities on the Efficiency of Indian Banks. In: Deregulation and Efficiency of Indian Banks. India Studies in Business and Economics. Springer, New Delhi. https://doi.org/10.1007/978-81-322-1545-5_5

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