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Examining Returns to Scale in Smallholder Dairy Farms in East Africa

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  • Gelan, Ayele
  • Muriithi, Beatrice W.

Abstract

The study examined returns to scale in 371 dairy farms sampled from different districts in East Africa. First, data envelopment analysis (DEA) was applied to obtain three types of returns to scale – constant returns (CRS), variable returns (VRS) and increasing returns to scale (IRS). This revealed that 80 percent of the farms were scale inefficient. We find inverse relationship between scale efficiency and their size (measured in tropical livestock units), implying that the prevailing farm inefficiencies were not due to their small size but other farm resource constraints. Second, econo-metric analysis was conducted to explain differences among the farms across the three cases of returns to scale. Zero-grazing emerged as the most important determinant of farm efficiency. The scale efficiency based model fits the data better than the alternative CRS and VRS based econometric models.

Suggested Citation

  • Gelan, Ayele & Muriithi, Beatrice W., 2015. "Examining Returns to Scale in Smallholder Dairy Farms in East Africa," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 54(3), pages 1-23, September.
  • Handle: RePEc:ags:qjiage:225952
    DOI: 10.22004/ag.econ.225952
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    1. William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), 2011. "Handbook on Data Envelopment Analysis," International Series in Operations Research and Management Science, Springer, number 978-1-4419-6151-8, April.
    2. Muriithi, Beatrice W. & Matz, Julia Anna, 2014. "Smallholder Participation in the Commercialisation of Vegetables: Evidence from Kenyan Panel Data," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 53(2), pages 1-28, May.
    3. Johansson, Helena, 2005. "Technical, Allocative, and Economic Efficiency in Swedish Dairy Farms: The Data Envelopment Analysis Versus the Stochastic Frontier Approach," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24478, European Association of Agricultural Economists.
    4. Esmeralda Ramalho & Joaquim Ramalho & Pedro Henriques, 2010. "Fractional regression models for second stage DEA efficiency analyses," Journal of Productivity Analysis, Springer, vol. 34(3), pages 239-255, December.
    5. O'Donnell, Christopher J. & Coelli, Timothy J., 2005. "A Bayesian approach to imposing curvature on distance functions," Journal of Econometrics, Elsevier, vol. 126(2), pages 493-523, June.
    6. Wambugu, Stella & Kirimi, Lilian & Opiyo, Joseph, 2011. "Productivity Trends and Performance of Dairy Farming in Kenya," Working Papers 202598, Egerton University, Tegemeo Institute of Agricultural Policy and Development.
    7. Fraser, I. & Cordina, D., 1999. "An application of data envelopment analysis to irrigated dairy farms in Northern Victoria, Australia," Agricultural Systems, Elsevier, vol. 59(3), pages 267-282, March.
    8. Akinwumi A. Adesina & Kouakou K. Djato, 1996. "Farm size, relative efficiency and agrarian policy in Côte d'Ivoire: profit function analysis of rice farms," Agricultural Economics, International Association of Agricultural Economists, vol. 14(2), pages 93-102, July.
    9. Helfand, Steven M. & Levine, Edward S., 2004. "Farm size and the determinants of productive efficiency in the Brazilian Center-West," Agricultural Economics, Blackwell, vol. 31(2-3), pages 241-249, December.
    10. Adesina, Akinwumi A. & Djato, Kouakou K., 1996. "Farm size, relative efficiency and agrarian policy in Cote d'Ivoire: profit function analysis of rice farms," Agricultural Economics, Blackwell, vol. 14(2), pages 93-102, July.
    11. Papke, Leslie E. & Wooldridge, Jeffrey M., 2008. "Panel data methods for fractional response variables with an application to test pass rates," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 121-133, July.
    12. Laure Latruffe & Kelvin Balcombe & Sophia Davidova & Katarzyna Zawalinska, 2005. "Technical and scale efficiency of crop and livestock farms in Poland : does specialization matte r?," Post-Print hal-02392195, HAL.
    13. Loren Tauer & Zdenko Stefanides, 1998. "Success in maximizing profits and reasons for profit deviation on dairy farms," Applied Economics, Taylor & Francis Journals, vol. 30(2), pages 151-156, February.
    14. Ogundari, Kolawole, 2009. "A Meta-Analysis Of Technical Efficiency In Nigerian Agriculture," 2009 Conference, August 16-22, 2009, Beijing, China 50327, International Association of Agricultural Economists.
    15. A. M. Theodoridis & A. Psychoudakis, 2008. "Efficiency Measurement in Greek Dairy Farms: Stochastic Frontier vs. Data Envelopment Analysis," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 1(2), pages 53-67, December.
    16. A. Gelan & B.W. Muriithi, 2012. "Measuring and explaining technical efficiency of dairy farms: a case study of smallholder farms in East Africa," Agrekon, Taylor & Francis Journals, vol. 51(2), pages 53-74.
    17. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    18. Jaforullah, Mohammad & Whiteman, John, 1999. "Scale efficiency in the New Zealand dairy industry: a non-parametric approach," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 43(4), pages 1-19, December.
    19. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    20. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    21. Fraser, Iain & Hone, Phillip, 2001. "Farm-level efficiency and productivity measurement using panel data: wool production in south-west Victoria," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 45(2), pages 1-18.
    22. van Zyl, Johan & Binswanger, Hans & Thirtle, Colin, 1995. "The relationship between farm size and efficiency in South African agriculture," Policy Research Working Paper Series 1548, The World Bank.
    23. Halvorsen, Robert & Palmquist, Raymond, 1980. "The Interpretation of Dummy Variables in Semilogarithmic Equations," American Economic Review, American Economic Association, vol. 70(3), pages 474-475, June.
    24. KERSTENS , Kristiaan & VANDEN EECKAUT, Philippe, 1998. "Distinguishing technical and scale efficiency on non-convex and convex technologies: theoretical analysis and empirical illustrations," LIDAM Discussion Papers CORE 1998055, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    25. Tim Coelli & Gholamreza Hajargasht & C.A. Knox Lovell, 2008. "Econometric Estimation of an Input Distance Function in a System of Equations," CEPA Working Papers Series WP012008, School of Economics, University of Queensland, Australia.
    26. Coelli, Tim & Perelman, Sergio, 1999. "A comparison of parametric and non-parametric distance functions: With application to European railways," European Journal of Operational Research, Elsevier, vol. 117(2), pages 326-339, September.
    27. Gebregziabher, Gebrehaweria & Namara, Regassa E. & Holden, Stein, 2012. "Technical Efficiency of Irrigated and Rain-Fed Smallholder Agriculture in Tigray, Ethiopia: A Comparative Stochastic Frontier Production Function Analysis," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 51(3), pages 1-24, August.
    28. Graham, Mary & Fraser, Iain, 2003. "Scale Efficiency In Australian Dairy Farms," 2003 Conference (47th), February 12-14, 2003, Fremantle, Australia 57878, Australian Agricultural and Resource Economics Society.
    29. Resti, Andrea, 1997. "Evaluating the cost-efficiency of the Italian Banking System: What can be learned from the joint application of parametric and non-parametric techniques," Journal of Banking & Finance, Elsevier, vol. 21(2), pages 221-250, February.
    30. William W. Cooper & Lawrence M. Seiford & Joe Zhu, 2011. "Data Envelopment Analysis: History, Models, and Interpretations," International Series in Operations Research & Management Science, in: William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), Handbook on Data Envelopment Analysis, chapter 0, pages 1-39, Springer.
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    2. Amolo Elvis Juma Amolo, PhD & Charles Mallans Rambo, PhD, 2021. "Stakeholders’ Empowerment and Implementation of Dairy Farming Projects in Muhoroni Sub-County, Kisumu County, Kenya," International Journal of Research and Scientific Innovation, International Journal of Research and Scientific Innovation (IJRSI), vol. 8(8), pages 141-146, August.
    3. Sirak Bahta & Amos Omore & Darek Baker & Iheanacho Okike & Berhanu Gebremedhin & Francis Wanyoike, 2021. "An Analysis of Technical Efficiency in the Presence of Developments Toward Commercialization: Evidence from Tanzania’s Milk Producers," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 33(3), pages 502-525, June.

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