Reforms and Long-run Inputs Use Efficiency of Indian and Pakistani Commercial Banks.
Main Article Content
Abstract
The banking sectors in Pakistan and India were reformed in the 1990s to promote competition and boost output through more efficient use of resources. This study assesses the input usage efficiency of both banking industries during pre- and post-reform periods via data spanning nearly four decades and addresses methodological concerns after applying the order-m frontier. According to the data, rather than operating on the predicted or notional frontier to deliver the specified output level, the average commercial banks in both nations appear to operate beyond the efficiency frontier. Indian banks, both domestic and foreign-owned, seem to use inputs around 30% more efficiently than Pakistani institutions of the same kind. Evidence of resource-use efficiency increases and their maintenance over a longer post-reform period is seen in industries from both nations (15% and 3% for Indian and Pakistani banks, respectively). Indian banks’ order efficiency did not significantly alter in the early post-reform period, but it later began to improve and kept improving over a longer period (averaging 5% improvement between 2005 and 2020). Evidence of improvements in Pakistani banks’ input use efficiency points to a notable improvement in the first post-reform period (about 12%) and then a longer term trend (an additional 5% from 2005 to 2020).
Article Details

This work is licensed under a Creative Commons Attribution 4.0 International License.
References
Ahmad, S. R., & Khan, M. N. (2021). Efficiency measurement of the Indian banking industry: An empirical comparative analysis. International Journal of Financial Research, 12(4), 135–145. https://doi.org/10.5430/ijfr.v12n4p135
Ahmad, S., & Burki, A. A. (2016). Banking deregulation and allocative efficiency in Pakistan. Applied Economics, 48(13), 1182–1196. https://doi.org/10.1080/00036846.2015.1096001
Alam, I. M. S. (2001). A nonparametric approach for assessing productivity dynamics of large US banks. Journal of Money, Credit and Banking, 33(1), 121–139. https://doi.org/10.2307/2673875
Ali, U., Hussain, K., & Sheikh, R. (2023). Performance analysis of Islamic banking in Pakistan using DEA technical efficiency and Maqasid-e-Shariah Index. Journal of Islamic Business and Management, 13(1), 56–70. https://doi.org/10.26501/jibm/2023.1301-004
Ataullah, A., Cockerill, T., & Le, H. (2004). Financial liberalization and bank efficiency: A comparative analysis of India and Pakistan. Applied Economics, 36(17), 1915–1924. https://doi.org/10.1080/000368404200068638
Badunenko, O., & Kumbhakar, S. C. (2017). Economies of scale, technical change and persistent and time-varying cost efficiency in Indian banking: Do ownership, regulation and heterogeneity matter? European Journal of Operational Research, 260(2), 789–803. https://doi.org/10.1016/j.ejor.2017.01.025
Battese, G. E., Heshmanti, A., & Hjalmarsson, L. (2000). Efficiency of labour used in the Swedish banking industry: A stochastic frontier approach. Empirical Economics, 25, 623–640. https://doi.org/10.1007/s001810000037
Bauer, P. W., Berger, A. N., & Humphrey, D. B. (1993). Efficiency and productivity growth in US banking. The Measurement of Productive Efficiency: Techniques and Applications, 1, 386–413. https://doi.org/10.1093/oso/9780195072181.003.0016
Berg, S. A., Førsund, F. R., & Jansen, E. S. (1992). Malmquist indices of productivity growth during the deregulation of Norwegian banking, 1980-89. The Scandinavian Journal of Economics, 94, S211–S228. https://doi.org/10.2307/3440261
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. https://doi.org/10.1016/S0377-2217(96)00342-6
Berger, A. N., & Mester, L. J. (2003). Explaining the dramatic changes in performance of US banks: technological change, deregulation, and dynamic changes in competition. Journal of Financial Intermediation, 12(1), 57–95. https://doi.org/10.1016/S1042-9573(02)00006-2
Berger, A. N., & Mester, L. J. (2001). Inside the black box: What explains differences in the efficiencies of financial institutions? International Library of Critical Writings in Economics, 133, 220–272.
Berger, A. N., & Mester, L. J. (1997). Inside the black box: What explains differences in the efficiencies of financial institutions? Journal of Banking & Finance, 21(7), 895–947. https://doi.org/10.1016/S03784266(97)00010-1
Bhattacharyya, A., & Pal, S. (2013). Financial reforms and technical efficiency in Indian commercial banking: A generalized stochastic frontier analysis. Review of Financial Economics, 22(3), 109–117. https://doi.org/10.1016/j.rfe.2013.04.002
Bhattacharyya, A., Lovell, C. K., & Sahay, P. (1997). The impact of liberalization on the productive efficiency of Indian commercial banks. European Journal of Operational Research, 98(2), 332–345. https://doi.org/10.1016/S0377-2217(96)00351-7
Bonin, J. P., Hansen, I., & Wachtel, W. (2005). Bank performance, ownership and efficiency in transition economies. Journal of Banking and Finance, 29, 31–53. https://doi.org/10.1016/j.jbankfin.2004.06.015
Canhoto, A., & Dermine, J. (2003). A note on banking efficiency in Portugal, new vs. old banks. Journal of Banking and Finance, 27, 2087–2098. https://doi.org/10.1016/S0378-4266(02)00316-3
Casu, B., Ferrari, A., & Zhao, T. (2013). Regulatory reform and productivity change in Indian banking. Review of Economics and Statistics, 95(3), 1066–1077. https://doi.org/10.1162/REST_a_00298
Cazals, C., Florens, J. P., & Simar, L. (2002). Nonparametric frontier estimation: A robust approach. Journal of Econometrics, 106(1), 1–25. https://doi.org/10.1016/S0304-4076(01)00080-X
Chong, A., & López-de-Silanes, F. (2005). The truth about privatization in Latin America. In A. Chong, & F. López-de-Silanes (Eds.), Privatization in Latin America: Myths and reality (pp. 1–66). Stanford University Press and The World Bank. https://doi.org/10.1596/978-0-8213-5882-5
Clarke, G. R., Cull, R., & Shirley, M. M. (2005). Bank privatization in developing countries: A summary of lessons and findings. Journal of Banking and Finance, 29(8–9), 1905–1930. https://doi.org/10.1016/j.jbankfin.2005.03.006
Daouia, A. (2003). Nonparametric analysis of frontier production functions and efficiency measurement using nonstandard conditional quantiles. Unpublished doctoral dissertation, Groupe de Recherche en Economie Mathématique et Quantititative, Université des Sciences Sociales, Toulouse I, et Laboratoire de Statistique et Probabilités, Université Paul Sabatier, Toulouse III, France.
Daouia, A., & Simar, L. (2007). Nonparametric efficiency analysis: A multivariate conditional quantile approach. Journal of Econometrics, 140(2), 375–400. https://doi.org/10.1016/j.jeconom.2006.07.002
Das, A., & Ghosh, S. (2006). Financial deregulation and efficiency: An empirical analysis of Indian banks during the post reform period. Review of Financial Economics, 15(3), 193–221. https://doi.org/10.1016/j.rfe.2005.06.002
Das, A., & Kumbhakar, S. C. (2012). Productivity and efficiency dynamics in Indian banking: An input distance function approach incorporating quality of inputs and outputs. Journal of Applied Econometrics, 27(2), 205–234. https://doi.org/10.1002/jae.1183
Deprins, D., Simar, L., & Tulkens, H.. (1984). Measuring labor efficiency in post offices. In M. Marc- hand, P. Pestieau, & H. Tulkens (eds.), The performance of public enterprises: Concepts and measurements (pp. 285–309). Amsterdam: North Holland.
Di Patti, E. B., & Hardy, D. C. (2005). Financial sector liberalization, bank privatization, and efficiency: Evidence from Pakistan. Journal of Banking & Finance, 29(8–9), 2381–2406. https://doi.org/10.1016/j.jbankfin.2005.03.019
Färe, R., Grosskopf, S., Logan, J., & Lovell, C. K. (1985). Measuring efficiency in production: With an application to electric utilities. In Managerial issues in productivity analysis (pp. 185–214). Dordrecht: Springer Netherlands. https://doi.org/10.1007/978-94-015-7721-2
Garg, S., & Gupta, P. K. (2020). Input-output model selection in DEA evaluation framework for efficiency optimization of Indian banks. Productivity, 61(1), 34–47. https://doi.org/10.32381/PROD.2020.61.01.4
Gilbert, R. A., & Wilson, P. W. (1998). Effects of deregulation on the productivity of Korean banks, Journal of Economics and Business. 50, 133–155. https://doi.org/10.1016/S0148-6195(97)00074-X
Grossman, S. J., & Hart, O. D. (1986). The costs and benefits of ownership: A theory of vertical and lateral integration. Journal of Political Economy, 94(4), 691–719. https://doi.org/10.1086/261404
Gulati, R. (2022). Global and local banking crises and risk-adjusted efficiency of Indian banks: Are the impacts perspective-dependent? The Quarterly Review of Economics and Finance, 84, 23–39. https://doi.org/10.1016/j.qref.2022.01.004
Heshmanti, A. (2001). Labour demand and efficiency in Swedish savings banks. Applied Financial Economics, 11, 423–433. https://doi.org/10.1080/096031001300313983
Howcroft, B., & Ataullah, A. (2006). Total factor productivity change: An examination of the commercial banking industry in India and Pakistan. The Service Industries Journal, 26(2), 189–202. https://doi.org/10.1080/02642060500369305
Humphrey, D. B. (1993). Cost and technical change: Effects from bank deregulation. Journal of Productivity Analysis, 4(1), 9–34. https://doi.org/10.1007/BF01073463
Humphrey, D. B., & Pulley, L. B. (1997). Banks’ responses to deregulation: Profits, technology, and efficiency. Journal of Money, Credit, and Banking, 29(1), 73–93. https://doi.org/10.2307/2953687
Iimi, A. (2004). Banking sector reforms in Pakistan: economies of scale and scope, and cost complementarities. Journal of Asian Economics, 15(3), 507–528. https://doi.org/10.1016/j.asieco.2004.03.004
Jaffry, S., Ghulam, Y., & Cox, J. (2013). Trends in efficiency in response to regulatory reforms: The case of Indian and Pakistani commercial banks. European Journal of Operational Research, 226(1), 122–131. https://doi.org/10.1016/j.ejor.2012.11.002
Jaffry, S., Ghulam, Y., Pascoe, S., & Cox, J. (2007). Regulatory changes and productivity of the banking sector in the Indian sub-continent. Journal of Asian Economics, 18(3), 415–438. https://doi.org/10.1016/j.asieco.2007.02.010
Jomo, K. S. (2008). A critical review of the evolving privatization debate. In G. Roland (Ed.), Privatization: Successes and failures (pp. 199–212). Berlin, Germany: De Gruytel Brill. https://doi.org/10.7312/rola14160-009
Kale, S. (2022). Productivity growth of Indian banking sector: A comparative analysis of pre‐and post‐global financial crisis. Journal of Public Affairs, 22(1), e2282. https://doi.org/10.1002/pa.2282
Kumbhakar, S. C., & Sarkar, S. (2003). Deregulation, ownership, and productivity growth in the banking industry: Evidence from India. Journal of Money, Credit and Banking, 53(3), 403–424. https://doi.org/10.1353/mcb.2003.0020
Kumbhakar, S. C., Lozano-Vivas, A., Knox-Lovell, C. A., & Hasan, I. (2001). The effects of deregulation on the performance of financial institutions: The case of Spanish savings banks. Journal of Money, Credit and Banking, 33(1), 101–120. https://doi.org/10.2307/2673874
Laffont, J. J., Tirol, J., & Idei, Gremaq, and Ceras. (1993). Cartelization by regulation. Journal of Regulatory Economics, 5(2), 111–130. https://doi.org/10.1007/BF01065361
Leibenstein, H. (1966). Allocative efficiency vs. ”X-efficiency”. The American Economic Review, 56(3), 392–415.
Leightner, J. E., & Lovell, C. K. (1998). The impact of financial liberalization on the performance of Thai banks. Journal of Economics and Business, 50(2), 115–131. https://doi.org/10.1016/S01486195(97)00073-8
Mendes, V., & Rebelo, J. (1999). Productive efficiency, technological change and productivity in Portuguese banking. Applied Financial Economics, 9(5), 513–521. https://doi.org/10.1080/096031099332177
OECD. (2009). Privatisation in the 21st century: Recent experiences of OECD countries report on good practices, January 2009. OECD.
Podder, J., & Mamun, A. A. (2004). Loan loss provisioning system in Bangladesh banking: A critical analysis. Managerial Auditing Journal, 19(6), 729–740. https://doi.org/10.1108/02686900410543859
Rakshit, B. (2023). Assessing the effects of cost, revenue and profit efficiency on bank performance: Empirical evidence from Indian banking. International Journal of Organizational Analysis, 31(5), 1867–1898. https://doi.org/10.1108/IJOA-06-2021-2802
Ray, S. C., & Das, A. (2010). Distribution of cost and profit efficiency: Evidence from Indian banking. European Journal of Operational Research, 201(1), 297–307. https://doi.org/10.1016/j.ejor.2009.02.030
Roland, G. (Ed.). (2008). Privatization: Successes and failures. Columbia University Press. https://doi.org/10.7312/rola14160
Saha, A., & Ravisankar, T. S. (2000). Rating of Indian commercial banks: a DEA approach. European Journal of Operational Research, 124(1), 187–203. https://doi.org/10.1016/S0377-2217(99)00167-8
Sanyal, P., & Shankar, R. (2011). Ownership, competition, and bank productivity: An analysis of Indian banking in the post-reform period. International Review of Economics and Finance, 20(2), 225–247. https://doi.org/10.1016/j.iref.2010.05.002
Sathye, M. (2003). Efficiency of banks in a developing economy: The case of India. European Journal of Operational Research, 148(3), 662–671. https://doi.org/10.1016/S0377-2217(02)00471-X
Sensarma, R. (2006). Are foreign banks always the best? Comparison of state owned, private and foreign banks in India. Economic Modelling, 23(4), 717–735. https://doi.org/10.1016/j.econmod.2006.04.002
Shahzad, A., Mahmood, T., & Shahzad, M. (2021). A comparative study of banking sectors of Pakistan and India: An application of data envelopment analysis. Lahore Journal of Business, 9(2), 41–78. https://doi.org/10.35536/ljb.2021.v9.i2.a3
Shanmugam, K. R., & Das, A. (2004). Efficiency of Indian commercial banks during the reform period. Applied Financial Economics, 14(9), 681–686. https://doi.org/10.1080/0960310042000233458
Shimizu, S. (2010). The state of the Indian banking sector and its role in India’s high growth. RIM Pacific Business and Industries, 10(36), 1–35.
Shukla, S. S., & Lalwani, S. (2020) Efficiency analysis of Indian private sector banks: Data envelopment technique. International Journal for Research in Applied Science and Engineering Technology (IJRASET), 8(4), 1947–1957.
Singh, P. K., & Thaker, K. (2020). Profit efficiency and determinants of Indian banks; A truncated bootstrap and data envelopment analysis. Cogent Economics and Finance, 8(1), 1724242. https://doi.org/10.1080/23322039.2020.1724242
Podder, J., & Mamun, A. A. (2004). Loan loss provisioning system in Bangladesh banking: A critical analysis. Managerial Auditing Journal, 19(6), 729–740. https://doi.org/10.1108/02686900410543859
Rakshit, B. (2023). Assessing the effects of cost, revenue and profit efficiency on bank performance: Empirical evidence from Indian banking. International Journal of Organizational Analysis, 31(5), 1867–1898. https://doi.org/10.1108/IJOA-06-2021-2802
Ray, S. C., & Das, A. (2010). Distribution of cost and profit efficiency: Evidence from Indian banking. European Journal of Operational Research, 201(1), 297–307. https://doi.org/10.1016/j.ejor.2009.02.030
Roland, G. (Ed.). (2008). Privatization: Successes and failures. Columbia University Press. https://doi.org/10.7312/rola14160
Saha, A., & Ravisankar, T. S. (2000). Rating of Indian commercial banks: a DEA approach. European Journal of Operational Research, 124(1), 187–203. https://doi.org/10.1016/S0377-2217(99)00167-8
Sanyal, P., & Shankar, R. (2011). Ownership, competition, and bank productivity: An analysis of Indian banking in the post-reform period. International Review of Economics and Finance, 20(2), 225–247. https://doi.org/10.1016/j.iref.2010.05.002
Sathye, M. (2003). Efficiency of banks in a developing economy: The case of India. European Journal of Operational Research, 148(3), 662–671. https://doi.org/10.1016/S0377-2217(02)00471-X
Sensarma, R. (2006). Are foreign banks always the best? Comparison of state owned, private and foreign banks in India. Economic Modelling, 23(4), 717–735. https://doi.org/10.1016/j.econmod.2006.04.002
Shahzad, A., Mahmood, T., & Shahzad, M. (2021). A comparative study of banking sectors of Pakistan and India: An application of data envelopment analysis. Lahore Journal of Business, 9(2), 41–78. https://doi.org/10.35536/ljb.2021.v9.i2.a3
Shanmugam, K. R., & Das, A. (2004). Efficiency of Indian commercial banks during the reform period. Applied Financial Economics, 14(9), 681–686. https://doi.org/10.1080/0960310042000233458
Shimizu, S. (2010). The state of the Indian banking sector and its role in India’s high growth. RIM Pacific Business and Industries, 10(36), 1–35.
Shukla, S. S., & Lalwani, S. (2020) Efficiency analysis of Indian private sector banks: Data envelopment technique. International Journal for Research in Applied Science and Engineering Technology (IJRASET), 8(4), 1947–1957.
Singh, P. K., & Thaker, K. (2020). Profit efficiency and determinants of Indian banks; A truncated bootstrap and data envelopment analysis. Cogent Economics and Finance, 8(1), 1724242. https://doi.org/10.1080/23322039.2020.1724242
Smith, P. (1997). Model misspecification in data envelopment analysis. Annals of Operations Research, 73(0), 233–252. https://doi.org/10.1023/A:1018981212364
Tzeremes, N. G. (2015). Efficiency dynamics in Indian banking: A conditional directional distance approach. European Journal of Operational Research, 240(3), 807–818. https://doi.org/10.1016/j.ejor.2014.07.029
Vickers, J., & Yarrow, G. (1991). Economic perspectives on privatization. Journal of Economic Perspectives, 5(2), 111–132. https://doi.org/10.1257/jep.5.2.111
Wheelock, D. C., & Wilson, P. W. (1999). Technical progress, inefficiency and productivity change in US banking, 1984–1993. Journal of Money, Credit, and Banking, 31(2), 212–234. https://doi.org/10.2307/2601230
Wheelock, D. C., & Wilson, P. W. (2003). Robust nonparametric estimation of efficiency and technical change in US commercial banking. Federal Reserve Bank of St. Louis Working Paper Series, (2003-037). https://doi.org/10.20955/wp.2003.037
Wheelock, D. C., & Wilson, P. W. (2004). Trends in the efficiency of Federal Reserve check processing operations. Federal Reserve Bank of St. Louis Review, 86(September/October 2004). https://doi.org/10.20955/r.86.7-20
Wheelock, D. C., & Wilson, P. W. (2008). Non-parametric, unconditional quantile estimation for efficiency analysis with an application to Federal Reserve check processing operations. Journal of Econometrics, 145(1–2), 209–225. https://doi.org/10.1016/j.jeconom.2008.05.007
Wheelock, D. C., & Wilson, P. W. (2009). Robust nonparametric quantile estimation of efficiency and productivity change in US commercial banking, 1985–2004. Journal of Business and Economic Statistics, 27(3), 354–368. https://doi.org/10.1198/jbes.2009.06145
Williamson, O. E. (1981). The economics of organization: The transaction cost approach. American Journal of Sociology, 87(3), 548–577. https://doi.org/10.1086/227496
Zaim, O. (1995). The effect of financial liberalization on the efficiency of Turkish commercial banks. Applied Financial Economics, 5(4), 257–264. https://doi.org/10.1080/758536876
Zhu, N., Shah, W. U. H., Kamal, M. A., & Yasmeen, R. (2021). Efficiency and productivity analysis of Pakistan’s banking industry: A DEA approach. International Journal of Finance and Economics, 26(4), 6362–6374. https://doi.org/10.1002/ijfe.2123