The Characteristics of Peer-To-Peer Applicants

IF 0.4 Q4 BUSINESS, FINANCE Journal of Alternative Investments Pub Date : 2022-07-20 DOI:10.3905/jai.2022.1.171
Tímea Ölvedi
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Abstract

In recent years, the differing forms of social lending have become a widely researched area. One of the most extensive business models is peer-to-peer lending (P2P), in which an online platform connects lenders and borrowers. The segment’s rapid growth has attracted the attention of market participants and created a deeper understanding of this new form of financial intermediation. The purpose of this article is to contribute to the existing literature by examining the borrower side of P2P lending. The analysis is based on a unique, manually collected dataset from a market-leading platform in the United States. We use LASSO regression to examine the relationship between applications and a wide range of local microeconomic and socioeconomic indicators. Then we apply k-means cluster analysis to identify borrower groups with similar characteristics. The results indicate a strong positive correlation between the portion of mortgage delinquency and demand for P2P funding. Furthermore, the platform’s customer base significantly overlaps with bank clients.
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点对点申请人的特点
近年来,不同形式的社交借贷已经成为一个广泛研究的领域。最广泛的商业模式之一是点对点贷款(P2P),其中一个在线平台将贷方和借款人联系起来。该细分市场的快速增长吸引了市场参与者的注意,并使人们对这种新型金融中介形式有了更深入的了解。本文的目的是通过研究P2P借贷的借方来贡献现有的文献。该分析基于一个独特的、人工收集的数据集,该数据集来自美国一个市场领先的平台。我们使用LASSO回归来检验应用程序与广泛的当地微观经济和社会经济指标之间的关系。然后,我们应用k-means聚类分析来识别具有相似特征的借款人群体。结果表明,抵押贷款拖欠比例与P2P融资需求之间存在很强的正相关关系。此外,该平台的客户群与银行客户有很大的重叠。
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来源期刊
CiteScore
1.50
自引率
14.30%
发文量
40
期刊介绍: The Journal of Alternative Investments (JAI) provides you with cutting-edge research and expert analysis on managing investments in hedge funds, private equity, distressed debt, commodities and futures, energy, funds of funds, and other nontraditional assets. JAI is the official publication of the Chartered Alternative Investment Analyst Association (CAIA®). JAI provides you with challenging ideas and practical tools to: •Profit from the growth of hedge funds and alternatives •Determine the optimal mix of traditional and alternative investments •Measure and track portfolio performance •Manage your alternative investment portfolio with proven risk management practices
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