Churn Analysis and Plan Recommendation for Telecom Operators

نویسنده

  • Ashwini S Wali
چکیده

With increasing number of mobile operators, user is entitled with unlimited freedom to switch from one mobile operator to another if he is not satisfied with service or pricing. This trend is not good for operators as they lose their revenue because of customer switch. To solve it, operators are looking for machine learning tools which can predict well in advance which customer may churn, so that they can predict any alternative plans to satisfy and retain them. In this paper, we design a hybrid machine learning classifier to predict if the customer will churn based on the CDR parameters and we also propose a rule engine to suggest best plans.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Customer Behavior Mining Framework (CBMF) using clustering and classification techniques

The present study proposes a Customer Behavior Mining Framework on the basis of data mining techniques in a telecom company. This framework takes into account the customers’ behavior patterns and predicts the way they may act in the future. Firstly, clustering technique is used to implement portfolio analysis and previous customers are divided based on socio-demographic features using k</em...

متن کامل

Twitter Analysis to Predict the Satisfaction of Telecom Company Customers

This research is aimed at mining Arabic tweets to measure customer satisfaction toward Telecom companies in Saudi Arabia, and to predict the ratio of customer churn. This report starts with a review of previous research in using Twitter to measure user satisfaction and subjectivity analysis for Arabic. Then, it provides our approach and future plan.

متن کامل

Preventing Churn in Telecommunications: The Forgotten Network

This paper outlines an approach developed as a part of a company-wide churn management initiative of a major European telecom operator. We are focusing on explanatory churn model for the postpaid segment, assuming that the mobile telecom network, the key resource of operators, is also a churn driver in case it under delivers to customers’ expectations. Typically, insights generated by churn mod...

متن کامل

An Analysis on the factors causing telecom churn: First Findings

The exponential growth in number of telecom providers and unceasing competition in the market has caused telecom operators to divert their focus more towards customer retention rather than customer acquisition. Hence it becomes extremely essential to identify the factors causing a customer to switch and take proactive actions in order to retain them. The paper aims to review existing literature...

متن کامل

Telecommunication Customer Detainment Management

This chapter proposes an integrated methodological system of telecommunication customer detainment management, including telecommunication customer churn prediction and strategy formulation of customer detainment management. The formulation of churn customer detainment management strategy includes customer detainment value assessment, customer detainment level determination, enterprise-attribut...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016