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TELCO: Develop a Churn Reduction Strategy for a telecommunications company in Asia
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Voluntary Churn​
Involuntary Churn​
Reconnections
Machine Learning methodology:​
Neural network - NN​
Gradient Boosting - GB​
Glass Box Logistic regression​
Sentiment from voice data​
*GB provided max predictive power
Data Sources​
Billing​
Payment​
Usage & overage​
Service​
Complaints – structured​
Call center voice data
Change Management & Implementation​
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Strategy simulator to identify offer & target segment​
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Targeting & offers based on reason codes​
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Ongoing tracking
RESULT: 2% HIGHER ANNUAL REVENUES
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