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Assessing Agricultural Land Use Change in the Midlands Region of KwaZulu-Natal, South Africa: Application of Mixed-Multinomial Logit

Author

Listed:
  • Hitayezu, Patrick
  • Wale, Edilegnaw
  • Ortmann, Gerald
Abstract
On-farm tree cultivation is considered an important strategy to mitigate detrimental environmental impacts of agricultural land-use change (ALUC). In South Africa, however, little is known about farm-level incentives and constraints that govern ALUC decisions among small-scale farmers. To address this knowledge gap, this study employs a mixed multinomial logit (MMNL) model by using a combination of revealed and stated preference data. After correcting for endogeneity, the estimated results show that decisions about ALUC are rationally derived and driven by clear but heterogeneous preferences and trade-offs between crop productivity, food security and labour saving. The results further show that the decision to plant sugarcane is constrained by landholding, whilst farmland afforestation is negatively influenced by household size. Decisions to convert land use are also driven by the behaviour of peer groups and agro-ecological conditions. Based on these findings, important policy implications for sustainable land use are outlined.

Suggested Citation

  • Hitayezu, Patrick & Wale, Edilegnaw & Ortmann, Gerald, 2015. "Assessing Agricultural Land Use Change in the Midlands Region of KwaZulu-Natal, South Africa: Application of Mixed-Multinomial Logit," 2015 Conference, August 9-14, 2015, Milan, Italy 211736, International Association of Agricultural Economists.
  • Handle: RePEc:ags:iaae15:211736
    DOI: 10.22004/ag.econ.211736
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    as
    1. Jordan Louviere & Kenneth Train & Moshe Ben-Akiva & Chandra Bhat & David Brownstone & Trudy Cameron & Richard Carson & J. Deshazo & Denzil Fiebig & William Greene & David Hensher & Donald Waldman, 2005. "Recent Progress on Endogeneity in Choice Modeling," Marketing Letters, Springer, vol. 16(3), pages 255-265, December.
    2. John C. Whitehead & Subhrendu K. Pattanayak & George L. Van Houtven & Brett R. Gelso, 2008. "Combining Revealed And Stated Preference Data To Estimate The Nonmarket Value Of Ecological Services: An Assessment Of The State Of The Science," Journal of Economic Surveys, Wiley Blackwell, vol. 22(5), pages 872-908, December.
    3. Swaibu Mbowa & Lieb Nieuwoudt, 1998. "Economies of size in sugar cane production in KwaZulu-Natal," Development Southern Africa, Taylor & Francis Journals, vol. 15(3), pages 399-412.
    4. Cook, Douglas O. & Kieschnick, Robert & McCullough, B.D., 2008. "Regression analysis of proportions in finance with self selection," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 860-867, December.
    5. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    6. Greiner, Romy, 2014. "Willingness of north Australian pastoralists and graziers to participate in contractual biodiversity conservation," 2014 Conference (58th), February 4-7, 2014, Port Macquarie, Australia 165839, Australian Agricultural and Resource Economics Society.
    7. Just, Richard E & Zilberman, David, 1983. "Stochastic Structure, Farm Size and Technology Adoption in Developing Agriculture," Oxford Economic Papers, Oxford University Press, vol. 35(2), pages 307-328, July.
    8. Lynne, Gary D. & Franklin Casey, C. & Hodges, Alan & Rahmani, Mohammed, 1995. "Conservation technology adoption decisions and the theory of planned behavior," Journal of Economic Psychology, Elsevier, vol. 16(4), pages 581-598, December.
    9. Timothy C. Haab & Kenneth E. McConnell, 2002. "Valuing Environmental and Natural Resources," Books, Edward Elgar Publishing, number 2427.
    10. Bhat, Chandra R. & Gossen, Rachel, 2004. "A mixed multinomial logit model analysis of weekend recreational episode type choice," Transportation Research Part B: Methodological, Elsevier, vol. 38(9), pages 767-787, November.
    11. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
    12. Walker, Joan L. & Ehlers, Emily & Banerjee, Ipsita & Dugundji, Elenna R., 2011. "Correcting for endogeneity in behavioral choice models with social influence variables," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(4), pages 362-374, May.
    13. Judith Streak & Derek Yu & Servaas Van der Berg, 2009. "Measuring Child Poverty in South Africa: Sensitivity to the Choice of Equivalence Scale and an Updated Profile," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 94(2), pages 183-201, November.
    14. Kelvin J. Lancaster, 1966. "A New Approach to Consumer Theory," Journal of Political Economy, University of Chicago Press, vol. 74(2), pages 132-132.
    15. Klemick, Heather, 2011. "Constraints or Cooperation? Determinants of Secondary Forest Cover Under Shifting Cultivation," Agricultural and Resource Economics Review, Northeastern Agricultural and Resource Economics Association, vol. 40(3), pages 1-17, December.
    16. Arslan, Aslihan & McCarthy, Nancy & Lipper, Leslie & Asfaw, Solomon & Cattaneo, Andrea, 2013. "Adoption and Intensity of Adoption of Conservation Farming Practices in Zambia," Food Security Collaborative Working Papers 147461, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    17. Brey, Raul & Riera, Pere & Mogas, Joan, 2007. "Estimation of forest values using choice modeling: An application to Spanish forests," Ecological Economics, Elsevier, vol. 64(2), pages 305-312, December.
    18. Charles A. Zelek & Gerald E. Shively, 2003. "Measuring the Opportunity Cost of Carbon Sequestration in Tropical Agriculture," Land Economics, University of Wisconsin Press, vol. 79(3), pages 342-354.
    19. Emi Uchida & Scott Rozelle & Jintao Xu, 2009. "Conservation Payments, Liquidity Constraints, and Off-Farm Labor: Impact of the Grain-for-Green Program on Rural Households in China," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(1), pages 70-86.
    20. Schatzki, Todd, 2003. "Options, uncertainty and sunk costs:: an empirical analysis of land use change," Journal of Environmental Economics and Management, Elsevier, vol. 46(1), pages 86-105, July.
    21. Alix-Garcia, Jennifer & Wolff, Hendrik, 2014. "Payment for Ecosystem Services from Forests," IZA Discussion Papers 8179, Institute of Labor Economics (IZA).
    22. Lawrence W. Libby & Jeff S. Sharp, 2003. "Land-Use Compatibility, Change, and Policy at the Rural-Urban Fringe: Insights from Social Capital," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(5), pages 1194-1200.
    23. Jennifer Alix-Garcia & Hendrik Wolff, 2014. "Payment for Ecosystem Services from Forests," Annual Review of Resource Economics, Annual Reviews, vol. 6(1), pages 361-380, October.
    24. Robert Walker & Stephen Perz & Marcellus Caldas & Luiz Guilherme Teixeira Silva, 2002. "Land Use and Land Cover Change in Forest Frontiers: The Role of Household Life Cycles," International Regional Science Review, , vol. 25(2), pages 169-199, April.
    25. Greiner, Romy & Ballweg, Julie, 2013. "Estimating the supply of on-farm biodiversity conservation services by north Australian pastoralists: design of a choice experiment," 2013 Conference (57th), February 5-8, 2013, Sydney, Australia 152153, Australian Agricultural and Resource Economics Society.
    26. Jill Windle & John Rolfe, 2005. "Diversification choices in agriculture: a Choice Modelling case study of sugarcane growers," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 49(1), pages 63-74, March.
    27. Windle, Jill & Rolfe, John, 2005. "Diversification choices in agriculture: a Choice Modelling case study of sugarcane growers," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 49(1), pages 1-12.
    28. Kajisa, Kei & Payongayong, Ellen, 2013. "Extensification and Intensification Process of Rainfed Lowland Rice Farming in Mozambique," Working Papers 61, JICA Research Institute.
    29. Trudy Ann Cameron, 1992. "Combining Contingent Valuation and Travel Cost Data for the Valuation of Nonmarket Goods," Land Economics, University of Wisconsin Press, vol. 68(3), pages 302-317.
    30. Daniel McFadden & Kenneth Train, 2000. "Mixed MNL models for discrete response," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 447-470.
    31. Adamowicz W. & Louviere J. & Williams M., 1994. "Combining Revealed and Stated Preference Methods for Valuing Environmental Amenities," Journal of Environmental Economics and Management, Elsevier, vol. 26(3), pages 271-292, May.
    32. Angelsen, Arild, 1999. "Agricultural expansion and deforestation: modelling the impact of population, market forces and property rights," Journal of Development Economics, Elsevier, vol. 58(1), pages 185-218, February.
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    Keywords

    Agribusiness; Land Economics/Use;

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