{"title":"点对点申请人的特点","authors":"Tímea Ölvedi","doi":"10.3905/jai.2022.1.171","DOIUrl":null,"url":null,"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.","PeriodicalId":45142,"journal":{"name":"Journal of Alternative Investments","volume":null,"pages":null},"PeriodicalIF":0.4000,"publicationDate":"2022-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Characteristics of Peer-To-Peer Applicants\",\"authors\":\"Tímea Ölvedi\",\"doi\":\"10.3905/jai.2022.1.171\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":45142,\"journal\":{\"name\":\"Journal of Alternative Investments\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.4000,\"publicationDate\":\"2022-07-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Alternative Investments\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.3905/jai.2022.1.171\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Alternative Investments","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3905/jai.2022.1.171","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
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.
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