Predictive DM techniques, like neural networks, have been used mostly to attempt to reduce “churn,” that is, to predict when customers may be lost through attrition to a competitior.In addition; predictive techniques can be used to predict the conditions that may cause a customer to return. Finally, market basket analysis has been used to identify which telecommunications products are customers likely to purchase together.