{"title":"消费者信誉度的预测因素:来自斯里兰卡一家领先公共银行的个人贷款借款人的证据","authors":"R. P. S. Nadeesha, P. Madhushani","doi":"10.4038/sajf.v3i1.48","DOIUrl":null,"url":null,"abstract":"Purpose: The motivation of this study is to explore the significant determinants of consumers’ creditworthiness which support the development of a credit scoring model as non-performing loans are a major problem in lending institutions.Design/Methodology/Approach: Data were collected from four branches of a leading Commercial Bank in the Gampaha District under the convenience sampling technique with 130 personal loan borrowers as the study sample.Findings: The logit model test resulted that age, level of education, and monthly income, are positively influencing the creditworthiness of the borrowers. Increasing the number of dependents and the tenure of the loan have more chances of default. 39% to 56% of the dependent variable was explained by the independent variables in the regression model and the model predicted default correctly by 85.4%.Originality: The study contributes to the existing literature in terms of identifying important predictors for developing a credit-scoring model while helping lenders to assess the creditworthiness of personal loan applicants. Hence the study will assist in taking effectual measures to enhance the quality of the credit approval process and ultimately reduce the losses of lending institutions from bad debt.","PeriodicalId":40308,"journal":{"name":"South Asian Journal of Macroeconomics and Public Finance","volume":"16 1","pages":""},"PeriodicalIF":0.6000,"publicationDate":"2023-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Predictors of Consumer Creditworthiness: Evidence from Personal Loan Borrowers of a Leading Public Bank in Sri Lanka\",\"authors\":\"R. P. S. Nadeesha, P. Madhushani\",\"doi\":\"10.4038/sajf.v3i1.48\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose: The motivation of this study is to explore the significant determinants of consumers’ creditworthiness which support the development of a credit scoring model as non-performing loans are a major problem in lending institutions.Design/Methodology/Approach: Data were collected from four branches of a leading Commercial Bank in the Gampaha District under the convenience sampling technique with 130 personal loan borrowers as the study sample.Findings: The logit model test resulted that age, level of education, and monthly income, are positively influencing the creditworthiness of the borrowers. Increasing the number of dependents and the tenure of the loan have more chances of default. 39% to 56% of the dependent variable was explained by the independent variables in the regression model and the model predicted default correctly by 85.4%.Originality: The study contributes to the existing literature in terms of identifying important predictors for developing a credit-scoring model while helping lenders to assess the creditworthiness of personal loan applicants. Hence the study will assist in taking effectual measures to enhance the quality of the credit approval process and ultimately reduce the losses of lending institutions from bad debt.\",\"PeriodicalId\":40308,\"journal\":{\"name\":\"South Asian Journal of Macroeconomics and Public Finance\",\"volume\":\"16 1\",\"pages\":\"\"},\"PeriodicalIF\":0.6000,\"publicationDate\":\"2023-07-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"South Asian Journal of Macroeconomics and Public Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4038/sajf.v3i1.48\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"South Asian Journal of Macroeconomics and Public Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4038/sajf.v3i1.48","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ECONOMICS","Score":null,"Total":0}
Predictors of Consumer Creditworthiness: Evidence from Personal Loan Borrowers of a Leading Public Bank in Sri Lanka
Purpose: The motivation of this study is to explore the significant determinants of consumers’ creditworthiness which support the development of a credit scoring model as non-performing loans are a major problem in lending institutions.Design/Methodology/Approach: Data were collected from four branches of a leading Commercial Bank in the Gampaha District under the convenience sampling technique with 130 personal loan borrowers as the study sample.Findings: The logit model test resulted that age, level of education, and monthly income, are positively influencing the creditworthiness of the borrowers. Increasing the number of dependents and the tenure of the loan have more chances of default. 39% to 56% of the dependent variable was explained by the independent variables in the regression model and the model predicted default correctly by 85.4%.Originality: The study contributes to the existing literature in terms of identifying important predictors for developing a credit-scoring model while helping lenders to assess the creditworthiness of personal loan applicants. Hence the study will assist in taking effectual measures to enhance the quality of the credit approval process and ultimately reduce the losses of lending institutions from bad debt.
期刊介绍:
The purpose of the Journal is to publish (in English language) peer-reviewed articles, reviews and scholarly comments on issues relating to contemporary global macroeconomics and public finance by which is understood: The Journal is for all professionals concerned with contemporary Macroeconomics and Public Finance and is a forum for all views on related subjects. The Editorial Board welcomes articles of current interest on research and application on the areas mentioned above. The Journal will be international in the sense that it seeks research papers from authors with an international reputation and articles that are of interest to an international audience. In pursuit of the above, the journal shall: a. draw on and include high quality work from the international community of scholars including those in the major countries of Asia, Europe, Asia Pacific, the United States, other parts of the Americas and elsewhere with due representation for considerations of the readership. The Journal shall include work representing the major areas of interest in contemporary research on Macroeconomics and Public Finance and on a wide range of issues covering macro- economics, tax and fiscal issues, banking and finance, international trade, labour economics, computational and mathematical methods, etc. The Journal would particularly engage papers on pure and applied economic theory and econometric methods. b. avoid bias in favour of the interests of particular schools or directions of research or particular political or narrow disciplinary objectives to the exclusion of others. c. ensure that articles are written in a terminology and style which makes them intelligible, not merely within the context of a particular discipline or abstract mode, but across the domain of relevant disciplines.