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Technical efficiency of Kenya’s smallholder food crop farmers: do environmental factors matter?

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  • Maurice Ogada
  • Dianah Muchai
  • Germano Mwabu
  • Mary Mathenge

Abstract

Smallholder agriculture dominates Kenya’s agricultural landscape, accounting for 75 % of total agricultural output and 70 % of the marketed agricultural produce. As a result, the Government of Kenya, with the support of development partners, has invested in production and dissemination of productivity-enhancing technologies such as high-yielding varieties and inorganic fertilizers targeting the smallholders. Adoption of these technologies has remarkably improved, especially in the maize sub-sector. However, productivity has been declining or, at best, stagnating. Productivity is attributable to not only technological improvements but also technical efficiency. Consequently, this study sought to determine the technical efficiency of the country’s smallholder food crop farmers and establish how it correlates with environmental factors. The study used a two-stage nonparametric approach on household panel data to estimate the efficiency levels of the smallholders and establish the sources of its variation across households. Controlling for endogeneity and incorporating geographic information system-derived measures of environmental factors in the analysis, the study finds that technical efficiency differentials are influenced by environmental factors, production risks and farmer characteristics. The policy implication is that the country has room to improve agricultural productivity by addressing environmental and farm-level constraints. Viable options include switching from rain-fed to irrigated agriculture, entrenching land tenure security, improving transport network among farm communities and setting up smallholder credit schemes. Copyright Springer Science+Business Media Dordrecht 2014

Suggested Citation

  • Maurice Ogada & Dianah Muchai & Germano Mwabu & Mary Mathenge, 2014. "Technical efficiency of Kenya’s smallholder food crop farmers: do environmental factors matter?," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 16(5), pages 1065-1076, October.
    • Handle: RePEc:spr:endesu:v:16:y:2014:i:5:p:1065-1076
    DOI: 10.1007/s10668-014-9513-1
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    1. Karanja, D. D. & Renkow, M. & Crawford, E. W., 2003. "Welfare effects of maize technologies in marginal and high potential regions of Kenya," Agricultural Economics, Blackwell, vol. 29(3), pages 331-341, December.
    2. R.F. Townsend & J. Kirsten & N. Vink, 1998. "Farm size, productivity and returns to scale in agriculture revisited: a case study of wine producers in South Africa," Agricultural Economics, International Association of Agricultural Economists, vol. 19(1-2), pages 175-180, September.
    3. Basanta R. Dhungana & Peter L. Nuthall & Gilbert V. Nartea, 2004. "Measuring the economic inefficiency of Nepalese rice farms using data envelopment analysis," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 48(2), pages 347-369, June.
    4. Tavneet Suri, 2011. "Selection and Comparative Advantage in Technology Adoption," Econometrica, Econometric Society, vol. 79(1), pages 159-209, January.
    5. Ashok Parikh & Farman Ali & Mir Kalan Shah, 1995. "Measurement of Economic Efficiency in Pakistani Agriculture," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(3), pages 675-685.
    6. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    7. Mochebelele, Motsamai T. & Winter-Nelson, Alex, 2000. "Migrant Labor and Farm Technical Efficiency in Lesotho," World Development, Elsevier, vol. 28(1), pages 143-153, January.
    8. Bruce Hollingsworth & P.J. Dawson & N. Maniadakis, 1999. "Efficiency measurement of health care: a review of non‐parametric methods and applications," Health Care Management Science, Springer, vol. 2(3), pages 161-172, July.
    9. C. Lovell, 2003. "The Decomposition of Malmquist Productivity Indexes," Journal of Productivity Analysis, Springer, vol. 20(3), pages 437-458, November.
    10. Frantisek Brazdik, 2006. "Non-Parametric Analysis of Technical Efficiency: Factors Affecting Efficiency of West Java Rice Farms," CERGE-EI Working Papers wp286, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    11. Gitau, Raphael & Kimenju, Simon C. & Kibaara, Betty & Nyoro, James K. & Bruntrup, Michael & Zimmermann, Roukayatou, 2008. "Agricultural Policy-Making in Sub Saharan Africa: Kenya's Past Policies," Working Papers 202608, Egerton University, Tegemeo Institute of Agricultural Policy and Development.
    12. Danilo Camargo Igliori, 2005. "Determinants Of Technical Efficiency In Agriculture And Cattle Ranching: A Spatial Analysis For The Brazilian Amazon," Anais do XXXIII Encontro Nacional de Economia [Proceedings of the 33rd Brazilian Economics Meeting] 137, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics].
    13. Sherlund, Shane M. & Barrett, Christopher B. & Adesina, Akinwumi A., 2002. "Smallholder technical efficiency controlling for environmental production conditions," Journal of Development Economics, Elsevier, vol. 69(1), pages 85-101, October.
    14. Herdt, R W & Mandac, A M, 1981. "Modern Technology and Economic Efficiency of Philippine Rice Farmers," Economic Development and Cultural Change, University of Chicago Press, vol. 29(2), pages 375-399, January.
    15. Abdul Wadud & Ben White, 2000. "Farm household efficiency in Bangladesh: a comparison of stochastic frontier and DEA methods," Applied Economics, Taylor & Francis Journals, vol. 32(13), pages 1665-1673.
    16. Ogada, Maurice Juma & Nyangena, Wilfred & Yesuf, Mahmud, 2010. "Production risk and farm technology adoption in the rain-fed semi-arid lands of Kenya," Journal of Cooperatives, NCERA-210, vol. 4(2), June.
    17. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    18. Ogada, Maurice Juma & Nyangena, Wilfred & Yesuf, Mahmud, 2010. "Production risk and farm technology adoption in the rain-fed semi-arid lands of Kenya," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 4(2), pages 1-16, June.
    19. Binam, Joachim Nyemeck & Tonye, Jean & wandji, Njankoua & Nyambi, Gwendoline & Akoa, Mireille, 2004. "Factors affecting the technical efficiency among smallholder farmers in the slash and burn agriculture zone of Cameroon," Food Policy, Elsevier, vol. 29(5), pages 531-545, October.
    20. Kirimi, Lilian & Swinton, Scott M., 2004. "Estimating Cost Efficiency Among Maize Producers In Kenya And Uganda," 2004 Annual meeting, August 1-4, Denver, CO 20396, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
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    3. Sein Mar & Hisako Nomura & Yoshifumi Takahashi & Kazuo Ogata & Mitsuyasu Yabe, 2018. "Impact of Erratic Rainfall from Climate Change on Pulse Production Efficiency in Lower Myanmar," Sustainability, MDPI, vol. 10(2), pages 1-16, February.

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