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An Integrated System for Automatic Customer Satisfaction Analysis in the Services Industry

机译:服务业中客户满意度自动分析的集成系统

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Text classification has matured well as a research discipline over the years. At the same time, business intelligence over databases has long been a source of insights for enterprises. With the growing importance of the services industry, customer relationship management and contact center operations have become very important. Specifically, the voice of the customer and customer satisfaction (C-Sat) have emerged as invaluable sources of insights about how an enterprise's products and services are percieved by customers.In this demonstration, we present the IBM Technology to Automate Customer Satisfaction analysis (ITACS) system that combines text classification technology, and a business intelligence solution along with an interactive document labeling interface for automating C-Sat analysis. This system has been successfully deployed in client accounts in large contact centers and can be extended to any services industry setting for analyzing unstructured text data. This demonstration will highlight the importance of intervention and interactivity in real-world text classification settings. We will point out unique research challenges in this domain regarding label-sets, measuring accuracy, and interpretability of results and we will discuss solutions and open questions.
机译:多年来,文本分类作为研究学科已经非常成熟。同时,基于数据库的商业智能长期以来一直是企业的见解之源。随着服务行业的重要性日益提高,客户关系管理和联络中心运营已变得非常重要。具体来说,客户的声音和客户满意度(C-Sat)已成为有关客户如何看待企业产品和服务的宝贵见解的来源。 在此演示中,我们介绍了结合了文本分类技术,商业智能解决方案以及用于自动进行C-Sat分析的交互式文档标签接口的IBM自动化客户满意度分析(ITACS)系统。该系统已成功部署在大型联系中心的客户帐户中,并且可以扩展到任何服务行业设置,以分析非结构化文本数据。该演示将突出显示在现实世界中的文本分类设置中干预和交互的重要性。我们将指出该领域在标签设置,测量准确性和结果可解释性方面的独特研究挑战,并将讨论解决方案和未解决的问题。

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