Impact of Camel Variables on Cost Efficiency of Indian Scheduled Commercial Banks

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Aparna Bhatia
Megha Mahendru

Abstract

The purpose of this paper is to investigate determinants of Cost efficiency of Scheduled Commercial Banks operating in India. The paper considers all Scheduled Commercial Banks operating in India over the period of 22 years from 1991-92 to 2012-13. Data Envelopment Analysis (DEA) - a non-parametric technique is used to calculate the cost efficiency scores of banks. Due to the censored nature of dependent variable, i.e. Cost efficiency scores range between 0 and 1, Panel Data Tobit regression is employed to identify the determinants. The results indicate that Capital Adequacy Ratio (CAR), Net Non-Performing Assets to Net Advances (NPANA), Total Loans and advances to Total Deposits (TATD), Total Expenses to Total Income (TETI), Return on Assets (ROA), Spread to Total Assets (STA), Liquid Assets to total assets (LATA), Size (LNTA), Private Dummy (PUBD) and Inflation (INF) reveal a negative relationship with cost efficiency scores. Equity to Total Assets (ETA), Total Investments to Total Assets (TITA), Operating Expenses to Total Expenses (OETE), Business per Employee (BPE), and Non-Interest Income to Total Income (NIITI), Cash Deposit Ratio (CDR), Time Dummy (TD), Public Dummy (PUBD) and Log of Gross Domestic Product (LNGDP) disclose positive relationship for cost efficiency. The previous studies consider only limited factors. To overcome the limitation of literature structured framework namely CAMEL have been used in the paper to find strong implications for banks.

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How to Cite
Bhatia, A., & Mahendru, M. (2019). Impact of Camel Variables on Cost Efficiency of Indian Scheduled Commercial Banks. SJCC Management Research Review, 1–28. https://doi.org/10.35737/sjccmrr/V9/i2/2019/151081

References

  1. Ahmed, T. (2008). Efficiency analysis of commercial banks in Pakistan (Doctoral Dissertation). University of Agriculture, Faisalabad, Pakistan.
  2. Alexiou, C, &Sofoklis, V. (2009). Determinants of bank profitability: Evidence from the Greek banking sector. Economic annals, 54( 182), 93-118.
  3. Alshatti, A. S. (2015). The Effect of the Liquidity Management on Profitability in the Jordanian Commercial Banks. International Journal of Business and Management, 10(1), 62-72.
  4. Ariff, M., & Can, L. (2008). Cost and profit efficiency of Chinese banks: A non-parametric analysis. China Economic Review, 19(2), 260-273.
  5. AtauUah, A., & Le, H. (2006). Economic reforms and bank efficiency in developing countries: The case of the Indian banking industry. Applied Financial Economics, 16(9), 653-663.
  6. Athanasoglou, P. P., Delis, M. D., & Staikouras, C. K. (2006). Determinants of bank profitability in the South Eastern European region. (MPRA Paper No. 10274). Retrieved from http://mpra.ub.uni-muenchen.de/10274/
  7. Athanasoglou, P., Brissimis, S., & Delis, M. (2005). Bank-specific, industry-specific and macroeconomic determinants of bank profitability (Working Paper No. 25). Greece: Bank of Greece. Retrieved from http://www.bankofgreece.gr/BogEkdoseis/Paper200525.pdf
  8. Bala, N., & Kumar, S. (2011). How efficient are public sector banks in India? An empirical investigation. Journal on Banking Financial Services and Insurance Research, 1(3), 39-62.
  9. Bandaranayake, S., & Jayasinghe, P. (2014). Factors Influencing the Efficiency of Commercial Banks in Sri Lanka. Retrieved from http://ssm.com/absfract=2524870.
  10. Berger, A. N., & Humphrey, D. (1997). Efficiency of Financial Institutions: International survey and directions for future research. European Journal of Operational Research, 98(2), 175-212.
  11. Berger, A. N., & Mester, L. J. (1997). Inside the black box: What explains differences in the efficiencies of financial institutions? Journal of Banking and Finance, 21(7), 895-947.
  12. Bhatia, A., & Mahendru, M. (2014). A comparative study of labour productivity in public, private and foreign sector banks in India. Asia-Pacific Journal of Management Research and Innovation, 10(3), 239-251.
  13. Bhatia, A., & Mahendru, M. (2015). Assessment of technical efficiency of public sector banks in India using data envelopment analysis. Eurasian Journal of Business and Economics, 8(15), 115-140.
  14. Bhatia, A., & Mahendru, M. (2016). Non-parametric analysis of technical efficiency of public sector banks (PSBs) in India. Global Business Review, 17(2), 318-331. doi: 10.1177/0972150915619811.
  15. 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.
  16. Brack, E., and Jimborean, R. (2009). The cost-efficiency of French banks. (MPRA Paper No. 23471). Retrieved from https://mpra.ub.uni-muenchen.de/id/eprint/23471
  17. Burki, A. A., &Niazi, G. S. K. (2006). Impact of financial reforms on efficiency of state-owned, private and foreign banks in Pakistan (CMER Working Paper No. 06-49). Retrieved from http://saber.eaber.org/sites/default/files/documents/LUMS_Burki_2006.pdf
  18. Burki, A. A., &Niazi, G. S. K. (2010). Impact of financial reforms on efficiency of state-owned, private and foreign banks in Pakistan. Applied Economics, 42(24), 3147-3160.
  19. Caner, S., & Kontorovich, B. (2004). Efficiency of the banking sector in the Russian Federation with international comparison. 3K0H0MHHecKHH»cypHaji 81113, 8(3), 357-375.
  20. Cetorelli, N., & Gambera, M. (2001). Banking market structure, financial dependence and growth: International evidence from industry data. The Journal of Finance, 56(2), 617-648.
  21. Chansam, S. (2008). The relative efficiency of commercial banks in Thailand: DEA Approach. Intemational Research Joumal of Finance and Economics, 18(3), 53-68.
  22. Chatterjee, B., & Sinha, R. R (2006). Cost efficiency and commercial bank lending: some empirical results. Indian Economic Journal, 54(1), 145-163.
  23. Chauhan, P., & Pal, V. (2009). Relative efficiency of Indian commercial banks. The Indian Journal of Commerce, 62(4), 1-17.
  24. Chisti, K. A. (2012). The impact of asset quality on profitability of private banks in India. Journal of African Macroeconomic Review, 2(1), 126-146.
  25. 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.
  26. Das, A., & Ghosh, S. (2009). Financial deregulation and profit efficiency: A non-parametric analysis of Indian banks. Journal of Economics and Business, 61(6), 509-528.
  27. Das, A., Nag, A., & Ray, S. C. (2005). Liberalisation, ownership and efficiency in Indian banking: A non-parametric analysis. Economic and Political Weekly, 40(12), 1190-1197.
  28. Debasish, S. S. (2006). Efficiency performance in Indian banking - Use of data envelopment analysis. Global Business Review, 7(2), 325-333.
  29. Dietrich, A., & Wanzenried, G. (2009). What determines the profitability of commercial banks? New evidence from Switzerland. Paper presented at the 12th Conference of the Swiss Society for Financial Market Researches, Geneva. Retrieved from http://citeseerx.ist.psu. edu/viewdoc/download?doi=10.1.1.498.7051&rep=rep1&type=pdf
  30. Egesa, K. (2010). Financial Sector Liberalization and Productivity Change in Ugandas Commercial Banking Sector. The African Economic Research Consortium, Nairobi, Kenya. Retrieved from http://dspace.africaportal.org/jspui/bitstream/123456789/32145/l/RP202.pdf?l
  31. Eichengreen, B., & Gibson, H. D. (2001). Greek banking at the dawn of the new millennium. Retrieved from http://ssm.com/abstract=269391.
  32. Elsiefy, E. (2013). Determinants of profitability of commercial banks in Qatar: Comparative overview between domestic conventional and Islamic banks during the period 2006-2011. International Journal of Economics and Management Sciences, 2(11), 108-142.
  33. Garza-Garcia, J. G. (2012). Determinants of bank efficiency in Mexico: A two-stage analysis. Applied Economics Letters, 19(17), 1679-1682.
  34. Girardone, C, Molyneux, R, & Gardener, E. R (2004). Analysing the determinants of bank efficiency: The case of Italian banks. Applied Economics, 36(3), 215-227.
  35. Grigorian, D., &Manole, V. (2002). Determinants of commercial bank performance in transition: An application of data envelopment analysis (Working Paper 2850). Retrieved from http://ssm.com/abstract=636214
  36. Gulati, R. (2011). Efficiency in Indian commercial banks: A post-deregulation experience, (Doctoral Dissertation). Guru Nanak Dev University, Amritsar, India.
  37. Jackson, P. M., &Fethi, M. D. (2000). Evaluating the technical efficiency of Turkish commercial banks: An application of DEA and Tobit analysis. Paper presented at the International DEA Symposium, University of Queensland, Brisbane.
  38. Jaffry, S., Ghulam, Y., Pascoe, S., Cox, J., & Anwar, S. (2005). Regulatory Changes and Productivity of the Banking Sector in the Indian Sub-continent [with Comments]. The Pakistan Development Review, 44(4), 1021-1047.
  39. Jayaraman, A., & Srinivasan, M. (2014). Performance evaluation of banks in India-A shannon-DEA approach.Eurasian Journal of Business and Economics 7(13), 51-68.
  40. Kalluru, S. R., & Bhat, S. K. (2009). Determinants of cost efficiency of commercial banks in India. lUP Journal of Bank Management, 8(2), 32-50.
  41. Khanam, D., & Nghiem, H. S. (2006). Efficiency of Banks in Bangladesh: A nonparametric approach. Regional Studies-Islamabad, 25(1), 93-109.
  42. Kumar, P. (2006). Banking Sector Efficiency in Globalized Economy. New Delhi: Deep and Deep Publications Pvt. Ltd.
  43. Kumar, S. (2013). Banking reforms and the evolution of cost efficiency in Indian public sector banks. Economic Change and Restructuring, 46(2), 143-182.
  44. Kumar, S., & Gulati, R. (2008). An examination of technical, pure technical, and scale efficiencies in Indian public sector banks using data envelopment analysis. Eurasian Journal of Business and Economics, 1 (2), 33-69.
  45. Levin, R. (1997). Financial development and economic growth: Views and agenda. Journal of Economic Literature, 35(2), 688-726.
  46. Maudos, J., & Pastor, J. M. (2003). Cost and profit efficiency in the Spanish banking sector (1985-1996): Anon-parametric approach. Applied Financial Economics, 13(1), 1-12.
  47. Maudos, J., Pastor, J. M., Perez, F., & Quesada, J. (2002). Cost and profit efficiency in European banks. Journal of International Financial Markets, Institutions and Money, 12(1), 33-58.
  48. McKevitt, D., & Lawton, A. (1994). Public sector management: theory, critique and practice. London: Sage Publications Ltd.
  49. Niazi, G. (2003). Measuringcost efficiency and productivity change of commercial banks in Pakistan, 1991-2000 (Doctoral Dissertation). Quaid-I-Azam University, Islamabad, Pakistan.
  50. Noor, M. A. N. M., & Ahmad, N. H. B. (2012). The determinants of Islamic banks' efficiency changes: Empirical evidence from the World banking sectors. Global Business Review, 13(2), 179-200.
  51. Okorie, M. C, &Agu, D. O. (2015). Does banking sector reform buy efficiency of banking sector operations?? Evidence from recent Nigerias banking sector reforms. Asian Economic and Financial Review, 5(2), 264-278.
  52. Pancurova, D., & Lyocsa, S. (2013). Determinants of commercial banks' efficiency: Evidence from 11CEE countries. Finance a Uver, 63(2), 152-179.
  53. Pasiouras, R, &Kosmidou, K. (2007). Factors influencing the profitability of domestic and foreign commercial banks in the European Union. Research in International Business and Finance, 21(2), 222-237.
  54. Raina, D., & Sharma, S. K. (2013). Determinants of cost efficiency of commercial banks in India: DEA Evidence. IUP Journal of Bank Management, 12(2), 17-30.
  55. Rajan, R.G., & Zingales, L. (1995). What do we know about capital structure? Some evidence from international data. Journal ofFinance, 50(5), 1421-1460.
  56. Ram Mohan, T. T., & Ray, S. C. (2004). Comparing performance of public and private sector banks: A revenue maximisation efficiency approach. Economic and Political Weekly, 39(12), 1271-1276.
  57. Raphael, G. (2013). Bank-specific, industry-specific and macroeconomic determinants of bank efficiency in Tanzania: A two stage analysis. European Journal of Business and Management, 5(2), 142-154.
  58. Rogers, K. E. (1998). Non-traditional activities and the efficiency of US conmiercial banks. Journal of Banking and Finance, 22(4), 467-482.
  59. Saha, A., & Ravisankar, T. S. (2000). Rating of Indian commercial banks: a DEA approach. European Journal of Operational Research, 124(1), 187-203.
  60. Sahoo, B. K., Sengupta, J., & Mandal, A. (2007). Productive performance evaluation of the banking sector in India using data envelopment analysis. International Journal of Operations Research, 4 (2), 63-79.
  61. San, O. T., Theng, L. L., &Heng, T. B. (2011). A Comparison on Efficiency of Domestic and Foreign Banks in Malaysia: A DEA Approach. Business Management Dynamics, 1(4), 33-49.
  62. Sanusi, N. A., Kusairi, S., Wahab, N. A., & Hamzah, M. Z. (2011). Technical efficiency of Malaysian and Indonesian commercial banks: A data envelopment analysis (DEA) approach. Retrieved from http://www.wbiconpro.com/607-Nur.pdf
  63. Sathye, M. (2003). Efficiency of banks in a developing economy: The case of India. European Journal of Operational Research, 148(3), 662-671.
  64. Semih Yildirim, H., & Philippatos, G. C. (2007). Efficiency of banks: Recent evidence from the transition economies of Europe, 1993-2000. European Journal of Finance, 13(2), 123-143.
  65. Sensarma, R. (2008). Deregulation, ownership and profit performance of banks: Evidence from India. Applied Financial Economics, 18(19), 1581-1595.
  66. Sharma, D., Sharma, A. K., & Barua, M. K. (2013). Efficiency and productivity of banking sector: A critical analysis of literature and design of conceptual model. Qualitative Research in Financial Markets, 5(2), 195-224.
  67. Staub, R. B., Souza, G. D. S., & Tabak, B. M. (2010). Evolution of bank efficiency in Brazil: ADEA approach. European Journal of Operational Research, 202( 1), 204-213.
  68. Sufian, F. (2009). Determinants of bank efficiency during unstable macroeconomic environment: Empirical evidence from Malaysia. Research in International Business andFinance, 23(1), 54-77.
  69. Sufian, R, & Kamarudin, F. (2015). Determinants of revenue eflficiency of Islamic banks: Empirical evidence from the Southeast Asian countries. International Journal of Islamic andMiddle EastemFinance and Management, 8(1), 36-63.
  70. Sufian, F., & Noor, A. M. (2009). The determinants of Islamic banks' efficiency changes: Empirical evidence from the MENA and Asian banking sectors. International Journal of Islamic andMiddle EastemFinance and Management, 2(2), 120-138.
  71. Sufian, F., & Shah Habibullah, M. (2010). Developments in the efficiency of the Thailand banking sector: A DEA approach. International Journal of Development Issues, 9(3), 226-245.
  72. Sufian, F., Kamarudin, F., Noor, M., & Haziaton, N. H. (2012a). Determinants of revenue efficiency in the Malaysian Islamic banking sector. Journal of King Abdulaziz University Islamic Economics, 25(2), 195-224.
  73. Uddin, S. S., & Suzuki, Y. (2011). Financial reform, ownership and performance in banking industry: The case of Bangladesh. International Journal of Business and Management, 6(7), 28-39.
  74. Zeitun, R., & Benjelloun, H. (2013). The efficiency of banks and the financial crisis in a developing economy: the case of Jordan. Journal of Finance, Accounting and Management, 4(1), 1-20.