{"title":"在M-Shwari小额信贷中纳入同伴群体和个人低收入者:一种隐马尔可夫模型方法","authors":"D. B. Ntwiga, C. Ogutu, Michael Kiura Kirumbu","doi":"10.1504/IJEF.2018.10013328","DOIUrl":null,"url":null,"abstract":"The M-Shwari micro-credit lending system has excluded the low income earners as they lack good financial options due to volatile and fluctuating income. This paper proposes a decision support system for credit scoring and lending of the low income earners who are customers of M-Shwari using the hidden Markov model. The model emits the credit scores of the customers, both for the peer groups and the individual customers. The learning and training of the model utilises the customers' socio-demographics, telecommunication characteristics and account activities. The peer groups have higher credit scores and are more attractive to offer credit facilities using M-Shwari when compared to the individual borrowers.","PeriodicalId":38015,"journal":{"name":"International Journal of Electronic Finance","volume":"9 1","pages":"121-133"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Inclusion of peer group and individual low-income earners in M-Shwari micro-credit lending: a hidden Markov model approach\",\"authors\":\"D. B. Ntwiga, C. Ogutu, Michael Kiura Kirumbu\",\"doi\":\"10.1504/IJEF.2018.10013328\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The M-Shwari micro-credit lending system has excluded the low income earners as they lack good financial options due to volatile and fluctuating income. This paper proposes a decision support system for credit scoring and lending of the low income earners who are customers of M-Shwari using the hidden Markov model. The model emits the credit scores of the customers, both for the peer groups and the individual customers. The learning and training of the model utilises the customers' socio-demographics, telecommunication characteristics and account activities. The peer groups have higher credit scores and are more attractive to offer credit facilities using M-Shwari when compared to the individual borrowers.\",\"PeriodicalId\":38015,\"journal\":{\"name\":\"International Journal of Electronic Finance\",\"volume\":\"9 1\",\"pages\":\"121-133\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-06-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Electronic Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1504/IJEF.2018.10013328\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"Economics, Econometrics and Finance\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Electronic Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1504/IJEF.2018.10013328","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Economics, Econometrics and Finance","Score":null,"Total":0}
Inclusion of peer group and individual low-income earners in M-Shwari micro-credit lending: a hidden Markov model approach
The M-Shwari micro-credit lending system has excluded the low income earners as they lack good financial options due to volatile and fluctuating income. This paper proposes a decision support system for credit scoring and lending of the low income earners who are customers of M-Shwari using the hidden Markov model. The model emits the credit scores of the customers, both for the peer groups and the individual customers. The learning and training of the model utilises the customers' socio-demographics, telecommunication characteristics and account activities. The peer groups have higher credit scores and are more attractive to offer credit facilities using M-Shwari when compared to the individual borrowers.
期刊介绍:
IJEF publishes articles that present current practice and research in the area of e-finance. It is dedicated to design, development, management, implementation, technology, and application issues in e-finance. Topics covered include: -E-business and IT/IS investment -E-banking/m-banking strategy/implementation -Digitisation in financial supply chain -[E-]auditing, e-taxation, e-cash flow -Customer channel management -Data mining/warehousing -E-lending/e-payment/e-procurement -Cultural/social/political issues -E-trading/online auctions -Knowledge management -Business intelligence -E-government regulation -Security/privacy/trust -IT risk analysis -Human-computer interaction