{"title":"大数据分析在客户关系管理中的作用:提高客户参与度和留住客户的策略","authors":"Tochukwu Ignatius Ijomah, Courage Idemudia, Nsisong Louis Eyo-Udo, Kikelomo Fadilat Anjorin","doi":"10.53346/wjast.2024.6.1.0038","DOIUrl":null,"url":null,"abstract":"This paper explores the transformative impact of Big Data Analytics on Customer Relationship Management (CRM), focusing on its role in enhancing customer engagement and retention. The study highlights how Big Data enables businesses to create personalized customer experiences, anticipate customer needs through predictive analytics, and respond promptly with real-time data analysis. Additionally, the paper discusses using sentiment analysis to refine engagement strategies and applying predictive models to prevent customer churn. The effectiveness of loyalty programs is also examined, demonstrating how Big Data can tailor incentives to boost customer loyalty. The conclusion emphasizes the need for future research into advanced machine learning techniques, ethical considerations, and developing more sophisticated real-time analytics tools. The findings underscore the pivotal role of Big Data in transforming CRM strategies, driving customer satisfaction, and ensuring long-term business success.","PeriodicalId":498738,"journal":{"name":"World Journal of Advanced Science and Technology","volume":"7 2","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The role of big data analytics in customer relationship management: Strategies for improving customer engagement and retention\",\"authors\":\"Tochukwu Ignatius Ijomah, Courage Idemudia, Nsisong Louis Eyo-Udo, Kikelomo Fadilat Anjorin\",\"doi\":\"10.53346/wjast.2024.6.1.0038\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper explores the transformative impact of Big Data Analytics on Customer Relationship Management (CRM), focusing on its role in enhancing customer engagement and retention. The study highlights how Big Data enables businesses to create personalized customer experiences, anticipate customer needs through predictive analytics, and respond promptly with real-time data analysis. Additionally, the paper discusses using sentiment analysis to refine engagement strategies and applying predictive models to prevent customer churn. The effectiveness of loyalty programs is also examined, demonstrating how Big Data can tailor incentives to boost customer loyalty. The conclusion emphasizes the need for future research into advanced machine learning techniques, ethical considerations, and developing more sophisticated real-time analytics tools. The findings underscore the pivotal role of Big Data in transforming CRM strategies, driving customer satisfaction, and ensuring long-term business success.\",\"PeriodicalId\":498738,\"journal\":{\"name\":\"World Journal of Advanced Science and Technology\",\"volume\":\"7 2\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"World Journal of Advanced Science and Technology\",\"FirstCategoryId\":\"0\",\"ListUrlMain\":\"https://doi.org/10.53346/wjast.2024.6.1.0038\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"World Journal of Advanced Science and Technology","FirstCategoryId":"0","ListUrlMain":"https://doi.org/10.53346/wjast.2024.6.1.0038","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The role of big data analytics in customer relationship management: Strategies for improving customer engagement and retention
This paper explores the transformative impact of Big Data Analytics on Customer Relationship Management (CRM), focusing on its role in enhancing customer engagement and retention. The study highlights how Big Data enables businesses to create personalized customer experiences, anticipate customer needs through predictive analytics, and respond promptly with real-time data analysis. Additionally, the paper discusses using sentiment analysis to refine engagement strategies and applying predictive models to prevent customer churn. The effectiveness of loyalty programs is also examined, demonstrating how Big Data can tailor incentives to boost customer loyalty. The conclusion emphasizes the need for future research into advanced machine learning techniques, ethical considerations, and developing more sophisticated real-time analytics tools. The findings underscore the pivotal role of Big Data in transforming CRM strategies, driving customer satisfaction, and ensuring long-term business success.