ERIM Report Series Research in Management · 2003 · 20 citations · 12 references
Open access
BusinessMarketingMarketing ManagementForecastingMarketing AnalyticsPredictive AnalyticsCustomer Lifetime ValueForecast Error AnalysisPredictive ModelingCustomer Base AnalysisCustomer Base ValuationCustomer Lifetime Value EstimationCustomer Lifetime Value MeasurementCustomer Lifetime Value PredictionPredictive Model PerformancePredictive PerformancePredictive Performance Evaluation
Customer lifetime value (CLV) is a key-metric within CRM. Although, a large number of marketing scientists and practitioners argue in favor of this metric, there are only a few studies that consider the predictive modeling of CLV. In this study we focus on the prediction of CLV in multi-service industries. In these industries customer behavior is rather complex, because customers can purchase more than one service, and these purchases are often not independent from each other. We compare the predictive performance of different models, which vary in complexity and realism. Our results show that for our application simple models assuming constant profits over time have the best predictive performance at the individual customer level. At the customer base level more co
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A Framework for Customer Relationship Management
Russell S. Winer · California Management Review · 2001 · 870 citations