Technical Efficiency and Its Determinant Factors of Dairy Farms under Membership of Different Scales of Cooperative in Bogor District, West Java

Ratna Ayu Saptati


The purpose of this study was to measure the technical efficiency and its determinant factors of dairy farms in the District of Bogor, West Java, under two difference scales of cooperative membership. A total of 80 dairy farmers was selected by purposive random sampling. These farmers were categorized into two groups consist of 40 dairy farmers each, which represented membership of two different scales of cooperative, i.e. KPS Bogor (large-scale/Group I) and KUD Giri Tani (small-scale/Group II). Data related to dairy farms during a year was collected by direct interviews using questionnaires. The Cobb-Douglas stochastic frontier analysis using the single-stage estimation procedure was employed. The study revealed that the technical efficiency of dairy farms in both groups of farmers lies below the potential level of technical efficiency. Around 75% of surveyed farmers in Group I attained technical efficiency of 81-90% category, while this in Group II was only 25% of sampled farmers. Thus, Group I and II had a median TE of 93.8 and 66.7%, respectively. The result indicates that the output per farm still can be increased with existing technology without incurring any additional production costs. Three statistically significant factors associated with variation in milk production were lactating cow, labor, and capital which had a positive impact on production efficiency. Among the inefficiency factors, the coefficients of education, and forage feed land had negative signs and significant irrespective of the groups of farmers. The other variables had mixed effects on the efficiency of dairy farms in each group.


Technical Efficiency; Dairy Farms; Scale of Cooperatives; Bogor


Aisyah S. 2012. Analisis efisiensi penggunaan faktor-faktor produksi pada usaha ternak sapi perah rakyat di Kecamatan Getasan, Kabupaten Semarang. EDAJ. 1:35-41.

Al-Sharafat A. 2013. Technical efficiency of dairy farms: A stochastic frontier application on dairy farms in Jordan. J Agric Sci. 5:45-53.

Aragon CT. 2010. Lecture notes on technical, allocative, economic and scale efficiency and total factor productivity. Los Baños (Philippines): Department of Agricultural Economics. College of Economics and Management.University of the Philippines Los Baños. [Unpublished lecture notes].

Batesse GE. 1992. Frontier production functions and technical efficiency: A survey of empirical applications in agricultural economics. Agric Econ. 7:185-208.

Batesse GE, Collie TJ. 1995. A model for technical efficiency effects in a stochastic frontier production function for panel data. Empir Econ. 20:325-332.

Bogor Livestock and Fisheries Services. 2013. Buku data peternakan. Bogor (Indonesia): Dinas Peternakan dan Perikanan Kabupaten Bogor.

Coelli TJ. 1996. A guide to frontier version 4.1: A computer program for stochastic frontier production and cost function estimation. CEPA Working Paper 96/07 [internet]. [cited on 13 June 2013]. Available from:

Demircan V, Binici T, Zulauf CR. 2010. Assessing pure technical efficiency of dairy farms in Turkey. Agric Econ Czech. 56:141-148.

Directorate General of Livestock and Animal Health. 2013. Livestock statistics 2013. Jakarta (Indonesia): Directorate General of Livestock and Animal Health.Ministry of Agriculture.

Djoni. 2003. Kajian efisiensi ekonomis penggunaan faktor-faktor produksi usaha ternak sapi perah di Kabupaten Tasikmalaya. J Agribisnis. 7:44-47.

GKSI Jawa Barat. 2016. Profil koperasi GKSI Jawa Barat [Internet]. [cited 16 May 2016]. Available from:

Greene. 2005. Efficiency of public spending in developing countries: A stochastic frontier approach. New York (US): Stern School of Business, New York University.

Kodde DA, Palm FC. 1986. Wald criteria for jointly testing equality and inequality restrictions. Economica. 54:1243-1248.

Mariyono J. 2006. Technical efficiency and returns to scale of dairy farm in Sleman, Yogyakarta. Canberra (AUS): The Australian National University.

Rahman S. 2004. Profit efficiency among Bangladesh rice farmers. Food Policy. 28:487-503.

Trestini S. 2006. Technical efficiency of Italian beef cattle production under a heteroscedastic non-neutral production frontier approach. In: Proceedings of The 10th Joint Conference on Food, Agriculture and the Environment. Minnesota, August 27th-30th, 2006. Minnesota (US): Center for International Food and Agricultural Policy. p. 1-18.

Wubeneh N, Ehui S. 2006. Technical efficiency of smallholder dairy farmers in the Central Ethiopian Highlands. In: International Association of Agricultural Economists Conference. Gold Coast, August 12th-18th, 2006. Gold Coast (AUS): Dept. of Applied Economics, University of Minnesota. p. 1-16.

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DOI: 10.14334/Proc.Intsem.LPVT-2016-p.232-243


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