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System and method for managing routing of customer calls to agents

專利號
US11176461B1
公開日期
2021-11-16
申請人
MASSACHUSETTS MUTUAL LIFE INSURANCE COMPANY(US MA Springfield)
發(fā)明人
Sears Merritt
IPC分類
H04M3/51; H04M3/523; G06N5/02; G06N20/00; G06Q30/02; H04M3/436; G06Q30/06; H04M3/42
技術(shù)領(lǐng)域
customer,call,queue,inbound,predictive,in,enterprise,model,data,agents
地域: MA MA Springfield

摘要

A call management system of a call center retrieves from a customer database enterprise customer data associated with an identified customer in a customer call, which may include customer event data, attributions data, and activity event data. The customer database tracks prospects, leads, new business, and purchasers of an enterprise. The system retrieves customer demographic data associated with the identified customer. A predictive model is selected from a plurality of predictive models based on retrieved enterprise customer data. The selected predictive model, including a logistic regression model, and tree-based model, determines a value prediction signal for the identified customer, then classifies the identified customer into a first value group or a second value group. The system routes a customer call classified in the first value group to a first call queue assignment, and routes a customer call classified in the second value group to a second call queue assignment.

說明書

In an embodiment, a processor-based method for managing customer calls within a call center comprises, upon receiving a customer call at a call center from an identified customer, retrieving, by a processor, from a customer database that stores enterprise customer data associated with customers of an enterprise, a set of the enterprise customer data associated with the identified customer in the customer call, wherein the set of the enterprise customer data comprises one or more of customer event data, activity event data, and attributions data; retrieving, by the processor, customer demographic data associated with the identified customer in the customer call; selecting, by the processor, a predictive model from a plurality of predictive models, each of the plurality of predictive models being configured to determine a respective business outcome signal representative of one of more of likelihood of accepting an offer to purchase a product, not lapsing in payments for a purchased product, and accepting an offer to purchase a product and not lapsing in payments for the purchased products, wherein the selected predictive model is the one of the plurality of predictive models for which the set of enterprise customer data has a highest importance in determining the respective business outcome signal; executing, by the processor, the selected predictive model to generate a value prediction signal by applying a logistic regression model in conjunction with a tree-based model to the set of the enterprise customer data and the retrieved customer demographic data, the value prediction signal comprising one or more of a first signal representative of the likelihood that the identified customer will accept an offer to purchase a product, a second signal representative of the likelihood that the identified customer will lapse in payments for a purchased product, and a third signal representative of the likelihood that the identified customer will accept an offer to purchase the product and will not lapse in payments for the purchased product; classifying, by the selected predictive model executing on the processor based on the value prediction signal determined by the selected predictive model, the identified customer into one of a first value group and a second value group; and when the classifying step classifies the identified customer into the first value group, routing, by the processor, the customer call for the identified customer to a first call queue assignment; wherein the first call queue assignment comprises one or more of a first queue position in a call queue, and a first call queue for connection to an agent from a first pool of call center agents; and when the classifying step classifies the identified customer into the second value group, routing, by the processor, the customer call for the identified customer to a second call queue assignment; wherein the second call queue assignment comprises one or more of a second queue position in the call queue, and a second call queue for connection to an agent from a second pool of call center agents.

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