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Distributionally robust production and pricing for risk-averse contract-farming supply chains with uncertain demand and yield

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  • Xing, Guomin
  • Zhong, Yuanguang
  • Zhou, Yong-Wu
  • Cao, Bin

Abstract

Contract farming is a common and emerging practice in agricultural supply chains in both developing and developed countries, yet it has not received much attention in prior studies. This paper addresses this gap by examining a risk- and ambiguity-averse contract farming supply chain consisting of a risk-neutral agribusiness manufacturer and a risk-averse smallholder farmer, under conditions of demand and yield randomness with limited distributional information. A distributionally robust Stackelberg game model is developed to tackle this challenging manufacturer-farmer ambiguity problem. The model enables us to determine the risk-averse farmer’s robust production quantity under the conditional value-at-risk criterion, as well as the agribusiness manufacturer’s robust procurement price, which follows a simple threshold policy. Our analysis reveals that there exists a threshold level of risk aversion beyond which the farmer would decline the contract and cease production altogether. Furthermore, we find that the farmer’s risk-averse behavior adversely impacts both parties, even in the worst-case scenario, resulting in lower profits and reduced production quantities for both. Surprisingly, our comparative analysis shows that higher demand variability benefits the risk-averse farmer, creating a win-lose outcome for the farmer and the manufacturer. In contrast, higher yield uncertainty leads to a lose-lose outcome for both parties.

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  • Xing, Guomin & Zhong, Yuanguang & Zhou, Yong-Wu & Cao, Bin, 2025. "Distributionally robust production and pricing for risk-averse contract-farming supply chains with uncertain demand and yield," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
  • Handle: RePEc:eee:transe:v:198:y:2025:i:c:s1366554525001152
    DOI: 10.1016/j.tre.2025.104074
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    1. Lei Xie & Junhai Ma & Mark Goh, 2021. "Supply chain coordination in the presence of uncertain yield and demand," International Journal of Production Research, Taylor & Francis Journals, vol. 59(14), pages 4342-4358, July.
    2. Onur Boyabatlı & Javad Nasiry & Yangfang (Helen) Zhou, 2019. "Crop Planning in Sustainable Agriculture: Dynamic Farmland Allocation in the Presence of Crop Rotation Benefits," Management Science, INFORMS, vol. 67(5), pages 2060-2076, May.
    3. Saed Alizamir & Foad Iravani & Hamed Mamani, 2019. "An Analysis of Price vs. Revenue Protection: Government Subsidies in the Agriculture Industry," Management Science, INFORMS, vol. 65(1), pages 32-49, January.
    4. Agbo, Maxime & Rousselière, Damien & Salanié, Julien, 2015. "Agricultural marketing cooperatives with direct selling: A cooperative–non-cooperative game," Journal of Economic Behavior & Organization, Elsevier, vol. 109(C), pages 56-71.
    5. Chaolin Yang & Zhenyu Hu & Sean X. Zhou, 2021. "Multilocation Newsvendor Problem: Centralization and Inventory Pooling," Management Science, INFORMS, vol. 67(1), pages 185-200, January.
    6. Youhua (Frank) Chen & Minghui Xu & Zhe George Zhang, 2009. "Technical Note---A Risk-Averse Newsvendor Model Under the CVaR Criterion," Operations Research, INFORMS, vol. 57(4), pages 1040-1044, August.
    7. Karthik Natarajan & Melvyn Sim & Joline Uichanco, 2018. "Asymmetry and Ambiguity in Newsvendor Models," Management Science, INFORMS, vol. 64(7), pages 3146-3167, July.
    8. Gotoh, Jun-ya & Takano, Yuichi, 2007. "Newsvendor solutions via conditional value-at-risk minimization," European Journal of Operational Research, Elsevier, vol. 179(1), pages 80-96, May.
    9. Chang, Shuhua & Li, Jiajing & Sethi, Suresh P. & Wang, Xinyu, 2024. "Risk hedging for VaR-constrained newsvendors," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 181(C).
    10. Cao, Yu & Yi, Chaoqun & Wan, Guangyu & Hu, Hanli & Li, Qingsong & Wang, Shouyang, 2022. "An analysis on the role of blockchain-based platforms in agricultural supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 163(C).
    11. Thomas J. Holmes & Sanghoon Lee, 2012. "Economies of Density versus Natural Advantage: Crop Choice on the Back Forty," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 1-19, February.
    12. Jia, Xiangping & Huang, Jikun, 2011. "Contractual arrangements between farmer cooperatives and buyers in China," Food Policy, Elsevier, vol. 36(5), pages 655-665, October.
    13. Li, Hongping & Zha, Yong & Bi, Gongbing, 2023. "Agricultural insurance and power structure in a capital-constrained supply chain," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 171(C).
    14. Abhilasha Prakash Katariya & Sila Cetinkaya & Eylem Tekin, 2014. "On the comparison of risk-neutral and risk-averse newsvendor problems," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 65(7), pages 1090-1107, July.
    15. Louis Eeckhoudt & Christian Gollier & Harris Schlesinger, 1995. "The Risk-Averse (and Prudent) Newsboy," Management Science, INFORMS, vol. 41(5), pages 786-794, May.
    16. Zhi Chen & Weijun Xie, 2021. "Regret in the Newsvendor Model with Demand and Yield Randomness," Production and Operations Management, Production and Operations Management Society, vol. 30(11), pages 4176-4197, November.
    17. Rahimian, Hamed & Bayraksan, Güzin & Homem-de-Mello, Tito, 2019. "Controlling risk and demand ambiguity in newsvendor models," European Journal of Operational Research, Elsevier, vol. 279(3), pages 854-868.
    18. Zhong, Yuanguang & Liu, Ju & Zhou, Yong-Wu & Cao, Bin & Zheng, Xueliang, 2023. "The Role of Ambiguity Aversion in Contract-farming Supply Chains: A Distributionally Robust Approach," Omega, Elsevier, vol. 117(C).
    19. Xuanming Su, 2008. "Bounded Rationality in Newsvendor Models," Manufacturing & Service Operations Management, INFORMS, vol. 10(4), pages 566-589, May.
    20. Shang, Hua & Jiang, Li & Kumar Mangla, Sachin & Pan, Xiongfeng & Song, Malin, 2024. "Examining the role of national governance capacity in building the global low-carbon agricultural supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
    21. Lei Yang & Minghui Xu & Gang Yu & Hanqin Zhang, 2009. "SUPPLY CHAIN COORDINATION WITH CVaR CRITERION," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 26(01), pages 135-160.
    22. Miyata, Sachiko & Minot, Nicholas & Hu, Dinghuan, 2009. "Impact of Contract Farming on Income: Linking Small Farmers, Packers, and Supermarkets in China," World Development, Elsevier, vol. 37(11), pages 1781-1790, November.
    23. Xin Chen & Melvyn Sim & David Simchi-Levi & Peng Sun, 2007. "Risk Aversion in Inventory Management," Operations Research, INFORMS, vol. 55(5), pages 828-842, October.
    24. Jin Tao & Lusheng Shao & Zhimin Guan & William Ho & Srinivas Talluri, 2020. "Incorporating risk aversion and fairness considerations into procurement and distribution decisions in a supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 58(7), pages 1950-1967, April.
    25. Deng, Menghua & Bian, Bomin & Zhou, Yanlin & Ding, Jianpeng, 2023. "Distributionally robust production and replenishment problem for hydrogen supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 179(C).
    26. Sungmook Lim, 2019. "A note on a robust inventory model with stock-dependent demand," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 70(5), pages 851-866, May.
    27. Singh, Sukhpal, 2002. "Contracting Out Solutions: Political Economy of Contract Farming in the Indian Punjab," 2002 ASAE 3rd International Conference, October 18-20, Jaipur, India 294714, Asian Society of Agricultural Economists (ASAE).
    28. Awi Federgruen & Upmanu Lall & A. Serdar Şimşek, 2019. "Supply Chain Analysis of Contract Farming," Manufacturing & Service Operations Management, INFORMS, vol. 21(2), pages 361-378, April.
    29. Jianjun Jin & Tong Xuhong & Xinyu Wan & Rui He & Foyuan Kuang & Jing Ning, 2020. "Farmers’ risk aversion, loss aversion and climate change adaptation strategies in Wushen Banner, China," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 63(14), pages 2593-2606, December.
    30. Jie Chu & Kai Huang & Aurélie Thiele, 2019. "A robust optimization approach to model supply and demand uncertainties in inventory systems," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 70(11), pages 1885-1899, November.
    31. Karthik Natarajan & Chung Piaw Teo & Zhichao Zheng, 2011. "Mixed 0-1 Linear Programs Under Objective Uncertainty: A Completely Positive Representation," Operations Research, INFORMS, vol. 59(3), pages 713-728, June.
    32. Kyungchul Park & Kyungsik Lee, 2016. "Distribution-robust single-period inventory control problem with multiple unreliable suppliers," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 38(4), pages 949-966, October.
    33. repec:hal:journl:halshs-01098762 is not listed on IDEAS
    34. Li, Runjie & Cui, Zheng & Kuo, Yong-Hong & Zhang, Lianmin, 2023. "Scenario-based Distributionally Robust Optimization for the Stochastic Inventory Routing Problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 176(C).
    35. Candace Arai Yano & Hau L. Lee, 1995. "Lot Sizing with Random Yields: A Review," Operations Research, INFORMS, vol. 43(2), pages 311-334, April.
    36. Zhaolin Li & Samuel N. Kirshner, 2021. "Salesforce Compensation and Two‐Sided Ambiguity: Robust Moral Hazard with Moment Information," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 2944-2961, September.
    37. Panos Kouvelis & Guang Xiao & Nan Yang, 2021. "Role of Risk Aversion in Price Postponement Under Supply Random Yield," Management Science, INFORMS, vol. 67(8), pages 4826-4844, August.
    38. Yefen Chen & Xuanming Su & Xiaobo Zhao, 2012. "Modeling Bounded Rationality in Capacity Allocation Games with the Quantal Response Equilibrium," Management Science, INFORMS, vol. 58(10), pages 1952-1962, October.
    39. Li, Zhaolin & Fu, Qi (Grace), 2017. "Robust inventory management with stock-out substitution," International Journal of Production Economics, Elsevier, vol. 193(C), pages 813-826.
    40. Lin, Xiaogang & Chen, Ying-Ju & Xiong, Hui, 2024. "Manufacturers’ efforts and platform’s demand information sharing in eco-friendly actions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 192(C).
    41. Singh, Sukhpal, 2002. "Contracting Out Solutions: Political Economy of Contract Farming in the Indian Punjab," World Development, Elsevier, vol. 30(9), pages 1621-1638, September.
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