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Risk preferences of commodity crop producers and specialty crop producers: An application of prospect theory

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  • Shuoli Zhao
  • Chengyan Yue

Abstract

Producers’ decisions, such as crop insurance, contract agreement, and technology adoption, involve considerable risk and uncertainty. Particularly, specialty crop production is more vulnerable to risk and requires more intensive management than commodity crop production, while risk mitigation tools for specialty crop production are comparatively limited. We apply Prospect Theory (PT) to analyze risk preferences of U.S. producers, and further compare the preference differences between commodity crop and specialty crop producers. Reference dependent, diminishing sensitivity, loss aversion, and probability weighting, as well as certain farm characteristics and producer demographics, are found to have a significant impact on grower risk attitudes. In addition, we do not observe significant differences in the base PT estimates between commodity crop and specialty crop producers. However, the relationships between risk behavior and individual characteristics vary between the two types of producers, which shed lights on the development of agricultural policies and provide implications for the design of contract and insurance.

Suggested Citation

  • Shuoli Zhao & Chengyan Yue, 2020. "Risk preferences of commodity crop producers and specialty crop producers: An application of prospect theory," Agricultural Economics, International Association of Agricultural Economists, vol. 51(3), pages 359-372, May.
  • Handle: RePEc:bla:agecon:v:51:y:2020:i:3:p:359-372
    DOI: 10.1111/agec.12559
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    as
    1. Mohammed Abdellaoui & Frank Vossmann & Martin Weber, 2005. "Choice-Based Elicitation and Decomposition of Decision Weights for Gains and Losses Under Uncertainty," Management Science, INFORMS, vol. 51(9), pages 1384-1399, September.
    2. Andrés J. Picazo‐Tadeo & Alan Wall, 2011. "Production risk, risk aversion and the determination of risk attitudes among Spanish rice producers," Agricultural Economics, International Association of Agricultural Economists, vol. 42(4), pages 451-464, July.
    3. Ho, Shuay-Tsyr & Ifft, Jennifer E. & Rickard, Bradley J. & Turvey, Calum G., 2018. "Alternative Strategies to Manage Weather Risk in Perennial Fruit Crop Production," Agricultural and Resource Economics Review, Cambridge University Press, vol. 47(3), pages 452-476, December.
    4. Joseph W. Glauber, 2013. "The Growth Of The Federal Crop Insurance Program, 1990--2011," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 95(2), pages 482-488.
    5. Moschini, Giancarlo & Hennessy, David A., 2001. "Uncertainty, risk aversion, and risk management for agricultural producers," Handbook of Agricultural Economics, in: B. L. Gardner & G. C. Rausser (ed.), Handbook of Agricultural Economics, edition 1, volume 1, chapter 2, pages 88-153, Elsevier.
    6. Olen, Beau & Wu, JunJie, 2017. "Tracking the Evolution and Recent Development in Whole Farm Insurance Programs," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 32(3), October.
    7. Quang Nguyen & Colin Camerer & Tomomi Tanaka, 2010. "Risk and Time Preferences Linking Experimental and Household Data from Vietnam," Post-Print halshs-00547090, HAL.
    8. MacDonald, James M., 2015. "Trends in Agricultural Contracts," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 30(3), pages 1-6, August.
    9. Jisang Yu & Aaron Smith & Daniel A Sumner, 2018. "Effects of Crop Insurance Premium Subsidies on Crop Acreage," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(1), pages 91-114.
    10. Christensen, Tove & Pedersen, Anders Branth & Nielsen, Helle Oersted & Mørkbak, Morten Raun & Hasler, Berit & Denver, Sigrid, 2011. "Determinants of farmers' willingness to participate in subsidy schemes for pesticide-free buffer zones--A choice experiment study," Ecological Economics, Elsevier, vol. 70(8), pages 1558-1564, June.
    11. Kahneman, Daniel & Tversky, Amos, 1979. "Prospect Theory: An Analysis of Decision under Risk," Econometrica, Econometric Society, vol. 47(2), pages 263-291, March.
    12. Maria Espinosa‐Goded & Jesús Barreiro‐Hurlé & Eric Ruto, 2010. "What Do Farmers Want From Agri‐Environmental Scheme Design? A Choice Experiment Approach," Journal of Agricultural Economics, Wiley Blackwell, vol. 61(2), pages 259-273, June.
    13. George Wu & Richard Gonzalez, 1996. "Curvature of the Probability Weighting Function," Management Science, INFORMS, vol. 42(12), pages 1676-1690, December.
    14. James Andreoni & Charles Sprenger, 2012. "Risk Preferences Are Not Time Preferences," American Economic Review, American Economic Association, vol. 102(7), pages 3357-3376, December.
    15. Mohammed Abdellaoui & Han Bleichrodt & Corina Paraschiv, 2007. "Loss Aversion Under Prospect Theory: A Parameter-Free Measurement," Management Science, INFORMS, vol. 53(10), pages 1659-1674, October.
    16. Mohammed Abdellaoui & Han Bleichrodt & Olivier L’Haridon, 2008. "A tractable method to measure utility and loss aversion under prospect theory," Journal of Risk and Uncertainty, Springer, vol. 36(3), pages 245-266, June.
    17. Géraldine Bocquého & Florence Jacquet & Arnaud Reynaud, 2014. "Expected utility or prospect theory maximisers? Assessing farmers' risk behaviour from field-experiment data," European Review of Agricultural Economics, Foundation for the European Review of Agricultural Economics, vol. 41(1), pages 135-172, February.
    18. Paggi, Mechel S., 2016. "The Use of Crop Insurance in Specialty Crop Agriculture," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 31(3), pages 1-6, September.
    19. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    20. Daniel Kahneman & Jack L. Knetsch & Richard H. Thaler, 1991. "Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 193-206, Winter.
    21. Tesfamicheal Wossen & Thomas Berger & Salvatore Di Falco, 2015. "Social capital, risk preference and adoption of improved farm land management practices in Ethiopia," Agricultural Economics, International Association of Agricultural Economists, vol. 46(1), pages 81-97, January.
    22. James Andreoni & Charles Sprenger, 2012. "Estimating Time Preferences from Convex Budgets," American Economic Review, American Economic Association, vol. 102(7), pages 3333-3356, December.
    23. Xiaodong Du & David A. Hennessy & Hongli Feng, 2014. "A Natural Resource Theory of U.S. Crop Insurance Contract Choice," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 96(1), pages 232-252.
    24. Jisang Yu & Daniel A. Sumner, 2018. "Effects of subsidized crop insurance on crop choices," Agricultural Economics, International Association of Agricultural Economists, vol. 49(4), pages 533-545, July.
    25. Han Bleichrodt & Jose Luis Pinto, 2000. "A Parameter-Free Elicitation of the Probability Weighting Function in Medical Decision Analysis," Management Science, INFORMS, vol. 46(11), pages 1485-1496, November.
    26. Booij, Adam S. & van de Kuilen, Gijs, 2009. "A parameter-free analysis of the utility of money for the general population under prospect theory," Journal of Economic Psychology, Elsevier, vol. 30(4), pages 651-666, August.
    27. Mercier, Stephanie, 2016. "Federal Benefits for Livestock and Specialty Crop Producers," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 31(4), pages 1-6, December.
    28. Zhiwei Shen & Martin Odening, 2013. "Coping with systemic risk in index-based crop insurance," Agricultural Economics, International Association of Agricultural Economists, vol. 44(1), pages 1-13, January.
    29. Bin Miao & Songfa Zhong, 2015. "Risk Preferences Are Not Time Preferences: Separating Risk and Time Preference: Comment," American Economic Review, American Economic Association, vol. 105(7), pages 2272-2286, July.
    30. Glynn T Tonsor, 2018. "Producer Decision Making under Uncertainty: Role of Past Experiences and Question Framing," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(4), pages 1120-1135.
    31. Belasco, Eric & Galinato, Suzette & Marsh, Tom & Miles, Carol & Wallace, Russell, 2013. "High Tunnels Are My Crop Insurance: An Assessment of Risk Management Tools for Small-scale Specialty Crop Producers," Agricultural and Resource Economics Review, Cambridge University Press, vol. 42(2), pages 403-418, August.
    32. Bruce A. Babcock, 2015. "Using Cumulative Prospect Theory to Explain Anomalous Crop Insurance Coverage Choice," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(5), pages 1371-1384.
    33. Nguyen, Quang & Leung, PingSun, 2009. "Do Fishermen Have Different Attitudes Toward Risk? An Application of Prospect Theory to the Study of Vietnamese Fishermen," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 34(3), pages 1-21, December.
    34. Joost M. E. Pennings & Ale Smidts, 2003. "The Shape of Utility Functions and Organizational Behavior," Management Science, INFORMS, vol. 49(9), pages 1251-1263, September.
    35. Charles A. Holt & Susan K. Laury, 2002. "Risk Aversion and Incentive Effects," American Economic Review, American Economic Association, vol. 92(5), pages 1644-1655, December.
    36. Tomomi Tanaka & Colin F. Camerer & Quang Nguyen, 2010. "Risk and Time Preferences: Linking Experimental and Household Survey Data from Vietnam," American Economic Review, American Economic Association, vol. 100(1), pages 557-571, March.
    37. F. van Winsen & Y. de Mey & L. Lauwers & S. Van Passel & M. Vancauteren & E. Wauters, 2016. "Determinants of risk behaviour: effects of perceived risks and risk attitude on farmer's adoption of risk management strategies," Journal of Risk Research, Taylor & Francis Journals, vol. 19(1), pages 56-78, January.
    38. Manski, Charles F & Lerman, Steven R, 1977. "The Estimation of Choice Probabilities from Choice Based Samples," Econometrica, Econometric Society, vol. 45(8), pages 1977-1988, November.
    39. Olivier Mahul, 1999. "Optimum area yield crop insurance," Post-Print hal-01952090, HAL.
    40. Thea Nielsen & Alwin Keil & Manfred Zeller, 2013. "Assessing farmers’ risk preferences and their determinants in a marginal upland area of Vietnam: a comparison of multiple elicitation techniques," Agricultural Economics, International Association of Agricultural Economists, vol. 44(3), pages 255-273, May.
    41. Liu, Elaine M. & Huang, JiKun, 2013. "Risk preferences and pesticide use by cotton farmers in China," Journal of Development Economics, Elsevier, vol. 103(C), pages 202-215.
    42. Nicholas C. Barberis, 2013. "Thirty Years of Prospect Theory in Economics: A Review and Assessment," Journal of Economic Perspectives, American Economic Association, vol. 27(1), pages 173-196, Winter.
    43. Shan Ma & Scott M. Swinton & Frank Lupi & Christina Jolejole-Foreman, 2012. "Farmers’ Willingness to Participate in Payment-for-Environmental-Services Programmes," Journal of Agricultural Economics, Wiley Blackwell, vol. 63(3), pages 604-626, September.
    44. Mohammed Abdellaoui & Emmanuel Kemel, 2014. "Eliciting Prospect Theory When Consequences Are Measured in Time Units: “Time Is Not Money”," Management Science, INFORMS, vol. 60(7), pages 1844-1859, July.
    45. Schmidt, Ulrich & Traub, Stefan, 2002. "An Experimental Test of Loss Aversion," Journal of Risk and Uncertainty, Springer, vol. 25(3), pages 233-249, November.
    46. Olivier Mahul, 1999. "Optimum Area Yield Crop Insurance," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 81(1), pages 75-82.
    47. Pamela Katic & Tim Ellis, 2018. "Risk aversion in agricultural water management investments in Northern Ghana: experimental evidence," Agricultural Economics, International Association of Agricultural Economists, vol. 49(5), pages 575-586, September.
    48. Camerer, Colin F & Ho, Teck-Hua, 1994. "Violations of the Betweenness Axiom and Nonlinearity in Probability," Journal of Risk and Uncertainty, Springer, vol. 8(2), pages 167-196, March.
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