Agric. Econ. - Czech, 2013, 59(6):271-280 | DOI: 10.17221/128/2012-AGRICECON

Meta-frontier analysis of organic and conventional cocoa production in GhanaOriginal Paper

Justina Adwoa ONUMAH1, Edward Ebo ONUMAH2, Ramatu Mahama AL-HASSAN2, Bernhard BRÜMMER3
1 Science and Technology Policy Research Institute, Cantonments - Accra, Ghana
2 Department of Agricultural Economics and Agribusiness, University of Ghana, Legon - Accra, Ghana
3 Departmentof Agricultural Economics and Rural Development, Georg-August University, Göttingen, Germany

This study considers the meta-frontier technique to compare the efficiency level of organic and conventional cocoa production systems in Ghana using a cross sectional data of 390 farms. The results reveal that the organic systems exhibit an increasing return to scale whilst, the conventional system exhibit decreasing returns to scale. All the inputs variables positively influence the production except the age of trees. The combined effects of operational and farm specific factors are identified to influence the technical efficiency although the individual effects of some variables are not significant. The mean technical efficiency relative to the meta-frontier is estimated to be 0.59 for the organic and 0.71 for the conventional farms. The study concludes that the conventional system of cocoa production is more technically efficient than the organic system. However, the increase in the scale of production in the organic system to take advantage of the economies of scale may enhance the efficiency of production.

Keywords: returns to scale, stochastic frontier, technical efficiency, technology gap ratio

Published: June 30, 2013  Show citation

ACS AIP APA ASA Harvard Chicago IEEE ISO690 MLA NLM Turabian Vancouver
ONUMAH JA, ONUMAH EE, AL-HASSAN RM, BRÜMMER B. Meta-frontier analysis of organic and conventional cocoa production in Ghana. Agric. Econ. - Czech. 2013;59(6):271-280. doi: 10.17221/128/2012-AGRICECON.
Download citation

References

  1. Aigner D.J., Lovell C.A.K., Schmidt P. (1977): Formulation and estimation of stochastic frontier production function models. Journal of Econometrics, 6: 21-37. Go to original source...
  2. Asamoah M., Baah F. (2003): Improving research-farmer linkages: The role of CRIG. In: 4th International Seminar on Cocoa-Pests and Diseases (INCOPED). Accra, Ghana, 19-21 October 2003.
  3. Battese G.E., Coelli T.J. (1995): A model for technical inefficiency effects in a stochastic frontier production function for panel data. Empirical Economics, 20: 325-232. Go to original source...
  4. Battese G.E., Rao D.S.P., O'Donnell C.J. (2004): a metafrontier production function for estimation of technical efficiencies and technology gaps for firms operating under different technologies. Journal of Productivity Analysis, 21: 91-103. Go to original source...
  5. Binam J.N., Gockowski J. Nkamleu G.B. (2008): Technical efficiency and productivity potential of cocoa farmers in West Africa countries. The Developing Economics, 3: 242-263. Go to original source...
  6. Brümmer B. (2003): Stochastic Frontier Analysis Using SFAMB for Ox. Department of Agricultural Economics and Rural Development, Georg-August University, Göttingen.
  7. Coelli T.J. (1995): Recent development in frontier modelling and efficiency measurement. Australian Journal of Agricultural Economics, 39: 219-245. Go to original source...
  8. Dzene R. (2010): What Drives Efficiency on the Ghanaian Cocoa Farm? Ghana Institute of Management and Public Administration (GIMPA), Accra.
  9. Gray A. (2001): The World Cocoa Market Outlook. LMC International Ltd., Ghana.
  10. ISSER (2008): The State of the Ghanaian Economy in 2008. Institute of Statistical, Economic and Social Research, University of Ghana, Legon.
  11. Kodde D.A., Palm F.C. (1986): Wald criteria for jointly testing equality and inequality restrictions. Econometrica, 54: 1243-1248. Go to original source...
  12. Kramol P., Villano R., Fleming E., Kristiansen, P. (2010): Technical efficiency and technology gaps on 'clean and safe' vegetable farms in Northern Thailand: A comparison of different technologies. In: 54 th Annual Conference of the Australian Agricultural and Resource Economics Society (AARES), Adelaide, South Australia, 8-12 February 2010.
  13. Mariano J.M., Villano R.,Fleming E. Acda R. (2010): Metafrontier analysis of farm-level efficiencies and environmental-technology gaps in Philippine rice farming. In: 54th Annual Conference of the Australian Agricultural and Resource Economics Society (AARES), Adelaide, South Australia, 8-12 February 2010.
  14. Meeusen W., Van den Broeck J. (1977): Efficiency estimation from Cobb-Douglas production functions with composed errors. International Economic Review, 18: 435-444. Go to original source...
  15. Moreira V.H., Bravo-Ureta B.E. (2010): Technical efficiency and metatechnology ratios for dairy farms in three southern cone countries: a stochastic metafrontier model. Journal of Productivity Analysis, 33: 33-45. Go to original source...
  16. Nkamleu G.B., Nyameck J. Gockowski J. (2010): Technology Gap and Efficiency in Cocoa Production In West And Central Africa: Implication for Cocoa Sector Development. Working Papers Series No. 104, Africa Development Bank, Tunis, Tunisia.
  17. Nyagaka D.O., Obare G.A., Omiti J.M., Ngoyo W. (2010). Technical efficiency in resource use: evidence from smallholder Irish potato farmers in Nyandaura North District, Kenya. Africa Journal of Agricultural Research, 5: 1179-1186.
  18. Onumah E.E., Brummer M. Hörstgen-Schwark G. (2010a): Elements which delimitate technical efficiency of fish farms in Ghana. Journal of the World Aquaculture Society, 41: 506-518. Go to original source...
  19. Onumah E.E., Brummer M., Hörstgen-Schwark G. (2010b): Productivity of hired and family labour and determinants of technical inefficiency in Ghana's fish farms. Agricultural Economics - Czech, 56: 79-88. Go to original source...
  20. Teal F., Zeitlin A., Maamah H. (2006): Ghana Cocoa Farmers Survey, 2004. Report of the Ghana cocoa board. Centre for the Study of African Economies, Oxford University. Available at http://www.gprg.org/pubs/reports/pdfs/2006-04-teal-zeitlin-maamah.pdf
  21. Tzouvelekas V., Pantzios C.J. Yotopoulos C. (2001): Economic efficiency in organic farming: Evidence from cotton farms in Viotia, Greece. Journal of Agricultural and Applied Economics, 33: 35-48. Go to original source...
  22. Vigneri M. (2007): Drivers of Cocoa Production Growth in Ghana. ODI Project Briefing, No.4. Overseas Development Institute, London

This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International (CC BY NC 4.0), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.