点对点市场中的信息和资金决策:一项探索性研究

IF 5.9 3区 管理学 Q1 BUSINESS
Peng-Chu Chen, Ran Tao
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引用次数: 0

摘要

本研究考察了点对点(P2P)市场中软信息和硬信息之间的相互作用,利用了对245名参与者的调查,他们评估了199个程式化的贷款请求。研究结果表明,与仅仅依靠硬信息相比,同时提供软信息和硬信息可以显著改善资金决策。软信息使贷款人能够通过强有力的硬信息(虽然略微不足)来识别和支持有希望的借款人,而薄弱的硬信息则有效地减轻了错误信息的风险。我们观察到模糊性减少了软信息的影响,而反映贷款受欢迎程度的硬信息通过确认偏差放大了它。因此,软信息的缺失可能会阻碍贷款人识别潜在成功借款人的能力。为保证软信息的可靠性,P2P平台应积极监控软信息的质量,动态调整软信息的突出度。在软信息通常与借款人质量一致的市场中,平台可能会考虑不强调硬数据或减少模糊性。相反,在软信息不一致的市场中,结合自由格式的文本和优先考虑硬信息可以提高决策能力。这些见解为P2P平台优化信息呈现和改善贷款评估提供了可行的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Information and funding decisions in peer-to-peer markets: An exploratory study
This study examines the interaction between soft and hard information in peer-to-peer (P2P) markets, utilizing a survey of 245 participants who evaluated 199 stylized loan requests. The findings reveal that providing both soft and hard information significantly improves funding decisions compared to relying solely on hard information. Soft information enables lenders to identify and support promising borrowers with strong, though marginally insufficient, hard information, while poor hard information effectively mitigates the risk of misinformation. We observe that ambiguity diminishes the influence of soft information, whereas hard information reflecting loan popularity amplifies it through confirmation bias. Consequently, the absence of soft information may impede lenders’ ability to recognize potentially successful borrowers. To ensure the reliability of soft information, P2P platforms should actively monitor its quality and dynamically adjust its prominence. In markets where soft information is generally aligned with borrower quality, platforms may consider de-emphasizing hard data or reducing ambiguity. Conversely, in markets with misaligned soft information, incorporating free-form text and prioritizing hard information can enhance decision-making. These insights offer actionable recommendations for P2P platforms to optimize information presentation and improve loan assessment.
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来源期刊
Electronic Commerce Research and Applications
Electronic Commerce Research and Applications 工程技术-计算机:跨学科应用
CiteScore
10.10
自引率
8.30%
发文量
97
审稿时长
63 days
期刊介绍: Electronic Commerce Research and Applications aims to create and disseminate enduring knowledge for the fast-changing e-commerce environment. A major dilemma in e-commerce research is how to achieve a balance between the currency and the life span of knowledge. Electronic Commerce Research and Applications will contribute to the establishment of a research community to create the knowledge, technology, theory, and applications for the development of electronic commerce. This is targeted at the intersection of technological potential and business aims.
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