{"title":"A Personalized Overdraft Protection Framework","authors":"Karesia Ramlal, Patrick Hosein","doi":"10.1109/DSAA53316.2021.9564162","DOIUrl":null,"url":null,"abstract":"Data and Artificial Intelligence are changing the business models of many financial institutions. The availability and granularity of customer data allows for the development of a personalized banking experience which has been shown to improve customer relationships and increase retention. We present a Machine Learning approach to providing personalized overdraft protection. The approach simultaneously provides benefits to both customer and bank and hence increases customer retention while improving the bank's revenue. We illustrate the approach with examples.","PeriodicalId":129612,"journal":{"name":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DSAA53316.2021.9564162","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Data and Artificial Intelligence are changing the business models of many financial institutions. The availability and granularity of customer data allows for the development of a personalized banking experience which has been shown to improve customer relationships and increase retention. We present a Machine Learning approach to providing personalized overdraft protection. The approach simultaneously provides benefits to both customer and bank and hence increases customer retention while improving the bank's revenue. We illustrate the approach with examples.