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Working Paper 233 - Technology Adoption and Risk Exposure among Smallholder Farmers: Panel Data Evidence from Tanzania and Uganda

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This paper investigates the empirical linkages between production risk and technology adoption decisions among agricultural farmers in Tanzania and Uganda using a balanced household panel dataset from the World Bank’s LSMS-ISA project. Applying a moment-based approach and a Mundlak-Chamberlain IV fixed effects model to control for endogeneity and unobserved heterogeneity, I find that the first four moments of production significantly explain changes in the probability of adopting chemical fertilizer, improved seeds, and pesticides. While the use of these modern inputs is found to be risk-decreasing, estimates suggest that the higher their purchasing costs, the greater the cost of farmers’ private risk bearing. Under the assumption of a moderate risk aversion, the risk premium amounts to 12.7% and 30.5% of the expected production revenues respectively in Tanzania and Uganda, largely explained by production volatility and downside risk aversion. This underscores the need to account for farmers’ preferences towards higher order moments when designing technology adoption policies

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  • Mukasa Adamon N., 2016. "Working Paper 233 - Technology Adoption and Risk Exposure among Smallholder Farmers: Panel Data Evidence from Tanzania and Uganda," Working Paper Series 2328, African Development Bank.
    • Handle: RePEc:adb:adbwps:2328
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    1. Atanu Saha & C. Richard Shumway & Hovav Talpaz, 1994. "Joint Estimation of Risk Preference Structure and Technology Using Expo-Power Utility," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 76(2), pages 173-184.
    2. Esther Duflo & Michael Kremer & Jonathan Robinson, 2008. "How High Are Rates of Return to Fertilizer? Evidence from Field Experiments in Kenya," American Economic Review, American Economic Association, vol. 98(2), pages 482-488, May.
    3. Ben Groom & Phoebe Koundouri & Celine Nauges & Alban Thomas, 2008. "The story of the moment: risk averse cypriot farmers respond to drought management," Applied Economics, Taylor & Francis Journals, vol. 40(3), pages 315-326.
    4. Dercon, Stefan & Christiaensen, Luc, 2011. "Consumption risk, technology adoption and poverty traps: Evidence from Ethiopia," Journal of Development Economics, Elsevier, vol. 96(2), pages 159-173, November.
    5. Russell L. Lamb, 2003. "Fertilizer Use, Risk, and Off-Farm Labor Markets in the Semi-Arid Tropics of India," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(2), pages 359-371.
    6. Carlo Fezzi & Ian J. Bateman, 2011. "Structural Agricultural Land Use Modeling for Spatial Agro-Environmental Policy Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(4), pages 1168-1188.
    7. Oriana Bandiera & Imran Rasul, 2006. "Social Networks and Technology Adoption in Northern Mozambique," Economic Journal, Royal Economic Society, vol. 116(514), pages 869-902, October.
    8. Thuo, Mary & Bravo-Ureta, Boris E. & Hathie, Ibrahima & Obeng-Asiedu, Patrick, 2011. "Adoption of chemical fertilizer by smallholder farmers in the peanut basin of Senegal," African Journal of Agricultural and Resource Economics, African Association of Agricultural Economists, vol. 6(1), pages 1-17, March.
    9. Lorenzo Cappellari & Stephen P. Jenkins, 2006. "Calculation of multivariate normal probabilities by simulation, with applications to maximum simulated likelihood estimation," Stata Journal, StataCorp LP, vol. 6(2), pages 156-189, June.
    10. Jean‐Paul Chavas & Salvatore Di Falco, 2012. "On the Role of Risk Versus Economies of Scope in Farm Diversification With an Application to Ethiopian Farms," Journal of Agricultural Economics, Wiley Blackwell, vol. 63(1), pages 25-55, February.
    11. Gin, Xavier & Yang, Dean, 2009. "Insurance, credit, and technology adoption: Field experimental evidencefrom Malawi," Journal of Development Economics, Elsevier, vol. 89(1), pages 1-11, May.
    12. J. M. Antle & W. J. Goodger, 1984. "Measuring Stochastic Technology: The Case of Tulare Milk Production," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 66(3), pages 342-350.
    13. Hailemariam Teklewold & Menale Kassie & Bekele Shiferaw, 2013. "Adoption of Multiple Sustainable Agricultural Practices in Rural Ethiopia," Journal of Agricultural Economics, Wiley Blackwell, vol. 64(3), pages 597-623, September.
    14. S. Niggol Seo & Robert Mendelsohn, 2008. "Measuring impacts and adaptations to climate change: a structural Ricardian model of African livestock management-super-1," Agricultural Economics, International Association of Agricultural Economists, vol. 38(2), pages 151-165, March.
    15. Bertrand Maillet & Emmanuel Jurczenko, 2006. "Multi-moment Asset Allocation and Pricing Models," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00308990, HAL.
    16. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    17. Bertrand Maillet & Emmanuel Jurczenko, 2006. "Introduction to Multi-moment Asset Allocation and Pricing Models," Post-Print hal-00308991, HAL.
    18. Zepeda, Lydia, 1994. "Simultaneity Of Technology Adoption And Productivity," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 19(1), pages 1-12, July.
    19. Abedullah, & Pandey, Sushil, 2004. "Risk and Fertilizer Use in the Rainfed Rice Ecosystem of Tarlac, Philippines," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 36(1), pages 241-250, April.
    20. Timothy G. Conley & Christopher R. Udry, 2010. "Learning about a New Technology: Pineapple in Ghana," American Economic Review, American Economic Association, vol. 100(1), pages 35-69, March.
    21. john M. Antle, 2010. "Asymmetry, Partial Moments, and Production Risk," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 92(5), pages 1294-1309.
    22. John M. Antle, 1987. "Econometric Estimation of Producers' Risk Attitudes," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 69(3), pages 509-522.
    23. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    24. 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.
    25. Rosenzweig, Mark R & Binswanger, Hans P, 1993. "Wealth, Weather Risk and the Composition and Profitability of Agricultural Investments," Economic Journal, Royal Economic Society, vol. 103(416), pages 56-78, January.
    26. Binswanger, Hans P, 1981. "Attitudes toward Risk: Theoretical Implications of an Experiment in Rural India," Economic Journal, Royal Economic Society, vol. 91(364), pages 867-890, December.
    27. Phoebe Koundouri & Céline Nauges & Vangelis Tzouvelekas, 2006. "Technology Adoption under Production Uncertainty: Theory and Application to Irrigation Technology," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 88(3), pages 657-670.
    28. Bertrand Maillet & Emmanuel Jurczenko, 2006. "Multi-moment Asset Allocation and Pricing Models," Post-Print hal-00308990, HAL.
    29. Christine M. Moser & Christopher B. Barrett, 2006. "The complex dynamics of smallholder technology adoption: the case of SRI in Madagascar," Agricultural Economics, International Association of Agricultural Economists, vol. 35(3), pages 373-388, November.
    30. Yoko Kijima & Keijiro Otsuka & Dick Sserunkuuma, 2008. "Assessing the impact of NERICA on income and poverty in central and western Uganda," Agricultural Economics, International Association of Agricultural Economists, vol. 38(3), pages 327-337, May.
    31. Mendola, Mariapia, 2007. "Agricultural technology adoption and poverty reduction: A propensity-score matching analysis for rural Bangladesh," Food Policy, Elsevier, vol. 32(3), pages 372-393, June.
    32. 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.
    33. Bertrand Maillet & Emmanuel Jurczenko, 2006. "Introduction to Multi-moment Asset Allocation and Pricing Models," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00308991, HAL.
    34. Andre Croppenstedt & Mulat Demeke & Meloria M. Meschi, 2003. "Technology Adoption in the Presence of Constraints: the Case of Fertilizer Demand in Ethiopia," Review of Development Economics, Wiley Blackwell, vol. 7(1), pages 58-70, February.
    35. World Bank, 2015. "World Development Indicators 2015," World Bank Publications - Books, The World Bank Group, number 21634.
    36. Richard E. Just & Rulon D. Pope, 1979. "Production Function Estimation and Related Risk Considerations," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 61(2), pages 276-284.
    37. Jeffrey H. Dorfman, 1996. "Modeling Multiple Adoption Decisions in a Joint Framework," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 78(3), pages 547-557.
    38. Bart Minten & Bethlehem Koru & David Stifel, 2013. "The last mile(s) in modern input distribution: Pricing, profitability, and adoption," Agricultural Economics, International Association of Agricultural Economists, vol. 44(6), pages 629-646, November.
    39. Pramila Krishnan & Manasa Patnam, 2014. "Neighbors and Extension Agents in Ethiopia: Who Matters More for Technology Adoption?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 308-327.
    40. Jonathan Isham, 2002. "The Effect of Social Capital on Fertiliser Adoption: Evidence from Rural Tanzania," Journal of African Economies, Centre for the Study of African Economies, vol. 11(1), pages 39-60, March.
    41. Barrett,Christopher B. & Sheahan,Megan Britney & Barrett,Christopher B. & Sheahan,Megan Britney, 2014. "Understanding the agricultural input landscape in Sub-Saharan Africa : recent plot, household, and community-level evidence," Policy Research Working Paper Series 7014, The World Bank.
    42. Langyintuo, Augustine S. & Mwangi, Wilfred & Diallo, Alpha O. & MacRobert, John & Dixon, John & Bänziger, Marianne, 2010. "Challenges of the maize seed industry in eastern and southern Africa: A compelling case for private-public intervention to promote growth," Food Policy, Elsevier, vol. 35(4), pages 323-331, August.
    43. Simtowe, Franklin, 2006. "Can Risk-aversion towards fertilizer explain part of the non-adoption puzzle for hybrid maize? Empirical evidence from Malawi," MPRA Paper 1241, University Library of Munich, Germany, revised 20 Dec 2006.
    44. J. Ndjeunga & M.S.C. Bantilan, 2005. "Uptake of Improved Technologies in the Semi-Arid Tropics of West Africa: Why Is Agricultural Transformation Lagging Behind?," The Electronic Journal of Agricultural and Development Economics, Food and Agriculture Organization of the United Nations, vol. 2(1), pages 85-102.
    45. Kassie, Menale & Shiferaw, Bekele & Muricho, Geoffrey, 2011. "Agricultural Technology, Crop Income, and Poverty Alleviation in Uganda," World Development, Elsevier, vol. 39(10), pages 1784-1795.
    46. Asfaw, Solomon & Di Battista, Federica & Lipper, Leslie, 2014. "Food security impact of agricultural technology adoption under climate change. Micro-evidence from Niger," ESA Working Papers 288977, Food and Agriculture Organization of the United Nations, Agricultural Development Economics Division (ESA).
    47. Mark W. Rosegrant & James A. Roumasset, 1985. "The Effect Of Fertiliser On Risk: A Heteroscedastic Production Function With Measurable Stochastic Inputs," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 29(2), pages 107-121, August.
    48. Lorenzo Cappellari & Stephen P. Jenkins, 2003. "Multivariate probit regression using simulated maximum likelihood," Stata Journal, StataCorp LP, vol. 3(3), pages 278-294, September.
    49. Kim, Kwansoo & Chavas, Jean-Paul, 2003. "Technological change and risk management: an application to the economics of corn production," Agricultural Economics, Blackwell, vol. 29(2), pages 125-142, October.
    50. George E. Battese, 1997. "A Note On The Estimation Of Cobb‐Douglas Production Functions When Some Explanatory Variables Have Zero Values," Journal of Agricultural Economics, Wiley Blackwell, vol. 48(1‐3), pages 250-252, January.
    51. Chavas, Jean-Paul, 2004. "Risk Analysis in Theory and Practice," Elsevier Monographs, Elsevier, edition 1, number 9780121706210.
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