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Buy-till-you-defect [BTYD] models are built for companies operating in a non- contractual setting to predict customers’ transaction frequency, amount and timing as well as customer lifetime. These models tend to perform well, although they often predict unrealistically long lifetimes for a...
Persistent link: https://www.econbiz.de/10011149238
This research provides a new way to validate and compare buy-till-you-defect [BTYD] models. These models specify a customer’s transaction and defection processes in a non-contractual setting. They are typically used to identify active customers in a com- pany’s customer base and to predict...
Persistent link: https://www.econbiz.de/10014039558
Today’s managers are very interested in predicting the future purchasing patterns of their customers, which can then serve as an input into “lifetime value” calculations. Among the models that provide such capabilities, the Pareto/NBD “counting your customers” framework proposed by...
Persistent link: https://www.econbiz.de/10008789807
The Pareto/NBD model is one of the best-known models in customer base analysis. Extant literature has brought up three different Markov Chain Monte Carlo (MCMC) procedures for parameter estimation of this model. Nevertheless, three main research gaps remain. Firstly, the issue of hyper parameter...
Persistent link: https://www.econbiz.de/10014501795
Las implicaciones sobre la calidad del agua, medida ésta a través de los parámetros de carácter físico-químico empleados en la literatura específica, es uno de los principales problemas asociados a los trasvases de aguas superficiales. En este trabajo se realiza una valoración de la...
Persistent link: https://www.econbiz.de/10005549566
Persistent link: https://www.econbiz.de/10010427995
Customer retention and customer churn are key metrics of interest to marketers, but little attention has been placed on linking the different reasons for which customers churn to their value to a contractual service provider. In this paper, we put forth a hierarchical competing-risk model to...
Persistent link: https://www.econbiz.de/10010630455
As the 2000 election so vividly showed, it is Electoral College standings rather than national popular votes that determine who becomes President. But current pre-election polls focus almost exclusively on the popular vote. Here we present a method by which pollsters can achieve both point...
Persistent link: https://www.econbiz.de/10005369008
In this research we introduce a new class of multivariate probability models to the marketing literature. Known as "copula models," they have a number of attractive features. First, they permit the combination of any univariate marginal distributions that need not come from the same...
Persistent link: https://www.econbiz.de/10009218484
Estimating copula models using Bayesian methods presents some subtle challenges, ranging from specification of the prior to computational tractability. There is also some debate about what is the most appropriate copula to employ from those available. We address these issues here and conclude by...
Persistent link: https://www.econbiz.de/10009218490