Study on the Continuous Quality Improvement of Telecommunication Call Centers Based on Data Mining

He Shu-guang, Li Li, Qi Er-shi
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引用次数: 9

Abstract

Based on the study of the processes of telecommunication call centers, the service quality metrics of the call centers are put forward. And the mode of the continuous service quality improvement of the call centers based on data warehouse and data mining is studied. Then the process of the IVR (interactive voice response) is analyzed and a mode for the efficiency improvement of IVR is put forward based on the exchange of the orders of the service items in the IVR. Then a service quality metrics of the agents, the ratio of recall in one hour, is put forward. This metrics can be used in the performance analysis of the agents. Furthermore, the model of the performance analysis and control of the ASA (average speed of answer) based on data mining and SPC (statistical process control) is put forward. At last, a method for forecasting the call arriving in is put forward based the time series analysis using dynamic data mining. The result certified that the efficiency and service quality of the telecommunication call center can be improved obviously using the method in this paper.
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基于数据挖掘的电信呼叫中心质量持续改进研究
在研究电信呼叫中心业务流程的基础上,提出了电信呼叫中心服务质量的度量标准。研究了基于数据仓库和数据挖掘的呼叫中心服务质量持续改进模式。然后对交互式语音应答的流程进行了分析,提出了一种基于IVR中业务项的订单交换来提高IVR效率的模式。在此基础上,提出了一个衡量agent服务质量的指标,即一小时内的召回率。该指标可用于代理的性能分析。在此基础上,提出了基于数据挖掘和统计过程控制的平均答题速度性能分析与控制模型。最后,利用动态数据挖掘技术,提出了一种基于时间序列分析的呼叫到达预测方法。结果表明,采用本文提出的方法可以明显提高电信呼叫中心的效率和服务质量。
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