- "Propensity-to-buy" models
- Probability of default models
- churn Models
- Predictive models for "Strategic & Tactic decisions"
- Customer-Life-Time-Value forecasting
- Direct ROI simulation
- Optimal resource allocation & planning
- Next Best Activity/Offer/product
- Text Mining
- E-mail campaign optimization
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Churn models: Introduction
Why are "churn models" so important? Let's give an example. Typically, the yearly churn rate for a telecom operator (i.e. a mobile phone operator ) is 12%. That means that each year, a mobile phone operator loses 12% of its customers (this is usually not a real problem because, in a saturated market, the same telecom company gains 12% of new customer and everything usually stays "in balance").
If we manage to detect these "churners" and prevent them from leaving, the telecom operator will gain:
(20 €/month x 12) x 1,000,000 x 12% = €28,800,000 euros
In the above equation, we used the following hypothesis:
- subscription fees of 20 €/month paid out over the course of a year
- that the small mobile phone operator has about 1,000,000 customers
- And that the annual churn rate is 12%
Let's say that we are using TIMi for our predictions. TIMi is able to correctly detect "in advance" 40% of the churners.Then, the telecom opeator can offer to the people who are about to churn "free talk time" (or another incentive) and, as a result, manages to keep 25% of the potential churners. In this example, the value of the ranking generated with TIMi is:
28,800,000€ x 40% x 25 % = 2,880,000 €.
Other classical, best-in-breed, commercial datamining software, is only able to detect "in advance" a maximum of 30% of the churners. The value of their ranking is thus only:
28,800,000€ x 30% x 25% = 2,160,000 €.
Business-Insight works hard on the prediction accuracy of TIMi because of the massive added value each predictive model has for our clients. In this example, nearly a million euros in addition to a standard modelization tool for a single predictive model. The superior accuracy of TIMi is demonstrated by its outstanding performance at the various KDD cups.
Next: the KDD2009 cup: how does TIMi compare
to other tool for churn prediction problem?
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