Improving Farmers' Income on Online Agri-platforms: Theory and Field Implementation of a Two-stage Auction

R. Levi, M. Rajan, S. Singhvi, Yanchong Zheng
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引用次数: 4

Abstract

In order to improve the welfare of smallholder farmers, multiple countries (e.g., Ethiopia and India) have launched online agri-platforms to transform traditional markets. However, there is still mixed evidence regarding the impact of these platforms and more generally how they can be leveraged to enable more efficient agricultural supply chains and markets. This paper describes work conducted in close collaboration with the state government of Karnataka, India, to design, implement, and assess the impact of a new two-stage auction on the state's online agri-platform, the United Market Platform (UMP). The auction design aims to intensify anticipated regret of the traders to increase the farmers' revenue. To ensure implementability and protect farmers' revenue, the design process is guided by theory-informed, semi-structured interviews with a majority of the traders in the field and carefully accounts for operational constraints. The interviews suggest that both anticipated regret and anchoring would likely affect the traders' bidding strategies in a two-stage auction. A new behavioral auction model is thus developed to capture these factors and determine when the two-stage auction can generate a higher revenue for farmers than the traditional single-stage, first-price, sealed-bid auction. The new auction mechanism was implemented on the UMP for a major market of lentils in February 2019. By the end of May 2019, commodities worth more than $6 million (USD) had been traded under the new auction. A difference-in-differences analysis demonstrates that the implementation has yielded a significant 4.7% price increase with an impact on farmer profitability ranging 60%--158%, affecting over 10,000 farmers who traded in the treatment market. The results from this paper offer tangible insights into how innovative price discovery mechanisms could be enabled by online agri-platforms in resource constrained environments. Importantly, the success of these designs critically depends on systemic behavioral and operational considerations that affect trades in the physical agri-markets.
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网络农业平台提高农民收入:两阶段拍卖的理论与实践
为了提高小农的福利,许多国家(如埃塞俄比亚和印度)都推出了在线农业平台来改造传统市场。然而,关于这些平台的影响,以及如何利用它们来实现更高效的农业供应链和市场,证据仍然不一。本文描述了与印度卡纳塔克邦政府密切合作开展的工作,旨在设计、实施和评估一项新的两阶段拍卖对该州在线农业平台——联合市场平台(UMP)的影响。拍卖设计的目的是加强贸易商的预期后悔,以增加农民的收入。为了确保可实施性并保护农民的收入,设计过程以与该领域大多数贸易商进行的理论知情的半结构化访谈为指导,并仔细考虑了操作限制。采访表明,预期的后悔和锚定都可能影响交易员在两阶段拍卖中的投标策略。因此,开发了一种新的行为拍卖模型来捕捉这些因素,并确定两阶段拍卖何时能比传统的单阶段、第一价格、密封竞价拍卖为农民带来更高的收入。新的拍卖机制于2019年2月在一个主要的扁豆市场上实施。截至2019年5月底,在新拍卖下交易的商品价值超过600万美元。一项差异中差异分析表明,实施后的价格上涨了4.7%,对农民盈利能力的影响范围为60%- 158%,影响了在治疗市场进行交易的10,000多名农民。本文的结果为如何在资源受限的环境下通过在线农业平台实现创新的价格发现机制提供了切实的见解。重要的是,这些设计的成功在很大程度上取决于影响实体农产品市场交易的系统性行为和操作考虑。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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