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Can loyalty be pursued and achieved? An extended RFD model to understand and predict user loyalty to mobile apps

机译:可以追求和实现忠诚吗? 一个扩展的RFD模型,以了解和预测移动应用程序的忠诚度

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摘要

Although millions of mobile apps have been published in the app store, the majority are seldom downloaded or used. This phenomenon has intensified the competition among service providers for user loyalty. There were plenty of studies investigating user loyalty in the mobile-app context; nevertheless, most failed to identify those true loyalty users who embraced attitudinal and behavioral loyalty. To address this research gap, this study aims to understand and predict user loyalty by an extended RFD model. We propose that recency, frequency, and duration are able to reflect behavioral loyalty, while category frequency rate and category duration rate are representations of attitudinal loyalty. Using the actual data collected from a third-party app, we calculate the weights of each variable through the entropy weight method, evaluate users' loyalty in two dimensions, and classify users into four groups (i.e., true loyalty, latent loyalty, moderate loyalty, and no loyalty). We also conduct a dynamic analysis to investigate how users move across different loyalty conditions. The results indicate that majority of users tend to stay on their initial loyalty conditions. For those who have changed their loyalty conditions, it is found that true loyalty users are more likely to become latent loyalty users.
机译:虽然在App Store上发表了数百万的移动应用程序,但大多数人很少下载或使用。这种现象加剧了服务提供商之间的竞争,以满足用户忠诚度。有大量的研究调查移动应用程序上下文中的用户忠诚度;然而,最终未能识别那些拥抱态度和行为忠诚的真正忠诚度用户。为了解决这一研究差距,本研究旨在通过扩展RFD模型来理解和预测用户忠诚度。我们提出了新近度,频率和持续时间能够反映行为忠诚度,而类别频率率和类别持续时间率是态度忠诚度的表示。使用从第三方应用中收集的实际数据,我们通过熵权法计算每个变量的权重,评估用户两个维度的忠诚度,并将用户分为四组(即真正的忠诚度,潜在忠诚度,适度忠诚度而且没有忠诚。我们还进行了动态分析,以调查用户如何在不同的忠诚度条件下移动。结果表明,大多数用户倾向于留在其初始忠诚度条件下。对于那些改变忠诚度条件的人来说,发现真正的忠诚度用户更有可能成为潜在的忠诚度用户。

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