AUTOMATIC CHURN PREDICTION
First Claim
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1. A computerized apparatus for estimating churn possibility, the computerized apparatus having a processor, the computerized apparatus comprising:
- a first receiver configured to receive an indication of Quality of Service based on a service provided to a customer by a service provider;
a second receiver configured to receive an indication of a time in which the customer is estimated to either continue or discontinue receiving the service from the service provider;
a Quality of Service level determinator configured to determine a Quality of Service level provided to the customer in a timeframe based on the indication received by said first receiver;
a churn possibility determinator configured to determine a probability of churn associated with the customer based on the Quality of Service level determined by said Quality of Service level determinator and based on the time received by said second receiver; and
an output module configured to provide an indication of the probability of churn determined by said churn possibility determinator.
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Abstract
Churn prediction is performed by monitoring quality of service levels provided to customers. A time in which the customer is due to either churn or renew his agreement with the service provider may be monitored or computed. Machine learning methods may be utilized to determine a probability of churn based on historic data. Based upon the determination an output to retention personnel may be provided and an improved offer may be made to customers that are deemed in risk of churning.
209 Citations
20 Claims
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1. A computerized apparatus for estimating churn possibility, the computerized apparatus having a processor, the computerized apparatus comprising:
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a first receiver configured to receive an indication of Quality of Service based on a service provided to a customer by a service provider; a second receiver configured to receive an indication of a time in which the customer is estimated to either continue or discontinue receiving the service from the service provider; a Quality of Service level determinator configured to determine a Quality of Service level provided to the customer in a timeframe based on the indication received by said first receiver; a churn possibility determinator configured to determine a probability of churn associated with the customer based on the Quality of Service level determined by said Quality of Service level determinator and based on the time received by said second receiver; and an output module configured to provide an indication of the probability of churn determined by said churn possibility determinator. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12)
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13. A computer-implemented method for estimating churn possibility, the method comprising:
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receiving an indication of Quality of Service based on a service provided to a customer by a service provider; receiving an indication of a time in which the customer is estimated to either continue or discontinue receiving the service from the service provider; determining a Quality of Service level provided to the customer in a timeframe based on the indication of Quality of Service; determining a probability of churn associated with the customer based on the Quality of Service level and based on the time in which the customer is estimated to either continue or discontinue receiving the service from the service provider; and outputting an indication of the probability of churn. - View Dependent Claims (14, 15, 16, 17, 18, 19)
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20. A computer program product for estimating churn possibility, the product comprising:
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a computer readable medium; a first program instruction for receiving an indication of Quality of Service based on a service provided to a customer by a service provider; a second program instruction for receiving an indication of a time in which the customer is estimated to either continue or discontinue receiving the service from the service provider; a third program instruction for determining a Quality of Service level provided to the customer in a timeframe based on the indication of Quality of Service; a fourth program instruction for determining a probability of churn associated with the customer based on the Quality of Service level and based on the time in which the customer is estimated to either continue or discontinue receiving the service from the service provider; a fifth program instruction for outputting an indication of the probability of churn; and wherein said first, second, third, fourth and fifth program instructions are stored on said computer readable medium.
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Specification