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System and method for managing routing of customer calls to agents

專利號(hào)
US11176461B1
公開日期
2021-11-16
申請(qǐng)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, the first call queue assignment comprises a first queue position in a call queue, and the second call queue assignment comprises a second queue position in a call queue. In an embodiment, the call queue is a hold list for callers on hold for inbound customer calls. In an embodiment, the first call queue assignment includes a first call queue for connection to an agent from a first pool of call center agents, and the second call queue assignment includes a second call queue for connection to an agent from a second pool of call center agents. In another embodiment involving outbound customer calls (call backs) initiated in response to inbound calls, the call queue is a call back list.

The selected predictive model can include a logistic regression model and a tree-based model. In an embodiment, the logistic regression model employs l1 regularization. In an embodiment, the logistic regression model employs l2 regularization. In an embodiment, the tree-based model is a random forest ensemble learning method for classification. The value prediction signal can include one or more of a first signal representative of a likelihood that the identified customer will accept an offer to purchase a product, a second signal representative of a likelihood that the identified customer will lapse in payments for a purchased product, and a third signal representative of a likelihood that the identified customer will accept an offer to purchase the product and will not lapse in payments for the purchased product. In various embodiments, the value prediction signal is a buy-only signal, a lapse-only signal, a buy-don't-lapse signal, or combination of these signals.

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