Refine your search
Collections
Co-Authors
Journals
Year
A B C D E F G H I J K L M N O P Q R S T U V W X Y Z All
Babu, V. Bhushana
- Measuring Technical Efficiency and Frontier Intervention for Farm Machinery Manufacturers Using Slacks-Based Data Envelopment Analysis
Abstract Views :174 |
PDF Views:74
Authors
Affiliations
1 Agricultural Mechanization Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
2 Technology Transfer Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
3 Agricultural Energy and Power Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
1 Agricultural Mechanization Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
2 Technology Transfer Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
3 Agricultural Energy and Power Division, ICAR-Central Institute of Agricultural Engineering, Bhopal 462 038, IN
Source
Current Science, Vol 120, No 8 (2021), Pagination: 1350-1357Abstract
The objective of this study is to estimate technical efficiency of farm machinery manufacturers in Central India. The statistical test for the presence of technical inefficiency has been performed using stochastic frontier production model. Data envelopment analysis (DEA) has been used to identify existing returns to scale in farm machinery manufacturing units. The slacks-based DEA has been used to estimate input excess and output shortfall in the manufacturing system. Results indicate that out of the total variation, 69% was due to technical inefficiency in the manufacturing system, whereas 31% was due to stochastic errors. The estimated radius of stability was varied from 0 to 1.74 and the classification (efficient and inefficient manufacturers) was found robust against data alteration within the estimated radius of stability. The results showed that a manufacturer has to increase annual turnover by INR 40.7 million to become efficient.Keywords
Data Envelopment Analysis, Farm Machinery, Frontier Intervention, Manufacturers, Technical Efficiency.Full Text
References
- Charnes, A., Cooper, W. W. and Rhodes, E., Measuring the effi-ciency of decision making units. Eur. J. Oper. Res., 1978, 2(6), 429–444.
- Cooper, W. W., Seiford, L. M. and Zhu, J., Data envelopment analysis: history, models, and interpretations. In Handbook on Data Envelopment Analysis, Springer, Boston, MA, 2011.
- Tone, K., A slacks-based measure of efficiency in data envelop-ment analysis. Eur. J. Oper. Res., 2001, 130(3), 498–509.
- Mehta, C. R., Chandel, N. S. and Senthilkumar, T., Status, chal-lenges and strategies for farm mechanization in India. Agric. Mech. Asia, Africa, Latin America, 2014, 45(4), 43–50.
- Anon., Sectoral paper on farm mechanization. Farm Sector Policy Department, NABARD Head Office, Mumbai, 2018.
- Kumar, M., Dubey, A. K., Dubey, U. C., Bargale, P. C. and Ahmad, T., Quantification of agricultural mechanization for soybean–wheat cropping pattern in Bhopal region of India. Agric. Mech. Asia, Africa, Latin America, 2016, 47(1), 28–32.
- Singh, R. S. and Kumar, M., Economic evaluation and mechaniza-tion index of selected cropping pattern in Madhya Pradesh. Econ. Aff., 2017, 62(3), 439–446.
- Singh, D., Singh, S. P., Saxena, A. C., Biswas, H. S. and Saha, K. P., Status of farm machinery manufacturers in Madhya Pradesh. Agric. Eng. Today, 2009, 33(1), 14–19.
- Kumar, M. and Basu, P., Perspectives of productivity growth in Indian food industry: a data envelopment analysis. Int. J. Prod. Perform. Manage., 2008, 57(7), 503–522.
- Nassiri, S. M. and Singh, S., Study on energy use efficiency for paddy crop using data envelopment analysis (DEA) technique. Appl. Energy, 2009, 86(7–8), 1320–1325.
- Raju, S. K. and Kumar, D. N., Fuzzy data envelopment analysis for performance evaluation of an irrigation system. Irr. Drain., 2013, 62(2), 170–180.
- Maity, C. K., Productivity potential and technical efficiency dif-ferences among the Indian framers. Int. J. Hum. Soc. Sci. Invent., 2015, 4(3), 01–06.
- Shekhar, H., Kundra, M. and Kumar, P., Trends in agricultural productivity: a state level analysis. Int. J. Appl. Res., 2017, 3(5), 641–645.
- Mathur, R. N. and Ramnath, S. R., Efficiency in food grains pro-duction in India using DEA and SFA. Central Eur. Rev. Econ. Manage., 2018, 2(1), 79–101.
- Malhotra, R., Performance analysis of food processing industries in Punjab using data envelopment analysis. Int. J. Econ. Manage. Sci., 2018, 7(5), 550.
- Taleb, M., Khalid, R. and Ramli, R., Estimating the return to scale of an integer-valued data envelopment analysis model: efficiency assessment of a higher education institution. Arab J. Basic Appl. Sci., 2019, 26(1), 144–152.
- Kumar, M., Tamhankar, M. B., Babu, V. B., Mehta, C. R. and Sahni, R. K., In Farm machinery manufacturers in Madhya Pradesh. Technical e-bulletin No. CIAE/AMD/2019/01, ICAR-Central Institute of Agricultural Engineering, Bhopal, 2019.
- Aigner, C., Lovell, C. A. K. and Schmidt, P., Formulation and estimation of stochastic frontier production function models. J. Econ., 1977, 6(1), 21–37.
- Meeusen, W. and Broeck, J. V. D., Efficiency estimation from Cobb–Douglas production functions with composed error. Int. Econ. Rev., 1977, 18(2), 435–444.
- Banker, R. D., Charnes, A. and Cooper, W. W., Some models for estimating technical and scale inefficiencies in data envelopment analysis. Manage. Sci., 1984, 30(9), 1078–1092.
- Cooper, W. W., Seiford, L. M. and Tone, K., Data Envelopment Analysis, Springer Science and Business Media, New York, USA, 2007, 2nd edn, pp. 283–287.
- Charnes, A., Haag, S., Jaska, P. and Semple, J., Sensitivity of effi-ciency calculations in the additive model of data envelopment analysis. Int. J. Syst. Sci., 1992, 23, 789–798.
- Battese, G. E. and Corra, G. S., Estimation of a production frontier model: with application to the pastoral zone of Eastern Australia. Austr. J. Agric. Econ., 1977, 21(3), 169–179.
- Coelli, T. J., Rao, D. S. P., O’Donnell, C. J. and Battese, G. E., An Introduction to Efficiency and Productivity Analysis, Springer Sci-ence and Business Media, USA, 2005.
- Coelli, T., Rahman, S. and Thirtle, C., Technical, allocative, cost and scale efficiencies in Bangladesh rice cultivation: a non-parametric approach. J. Agric. Econ., 2002, 53(3), 607–626.
- Benicio, J. and de Mello, J. C. S., Productivity analysis and varia-ble returns of scale: DEA efficiency frontier interpretation. Proce-dia Comput. Sci., 2015, 55, 341–349.