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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 illustrative embodiments, the predictive model incorporated a logistic regression model with l1 regularization, for the lapse-only target. In one illustrative embodiment, this model was trained on all customers with individual-level data. In another illustrative embodiment, this model was trained on all customers with zip-level data. At a 70% resource constraint, the model with individual-level data was tested to provide an 11% reduction in lapse rate, while the model with zip-level data was tested to provide an 8% reduction in lapse rate. At a 60% resource constraint, the model with individual-level data was tested to provide a 14% reduction in lapse rate, while the model with zip-level data was tested to provide an 11% reduction in lapse rate.

While various aspects and embodiments have been disclosed, other aspects and embodiments are contemplated. The various aspects and embodiments disclosed are for purposes of illustration and are not intended to be limiting, with the true scope and spirit being indicated by the following claims.

權(quán)利要求

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