Dynamics in International Market Segmentation of New Product Growth

A. Lemmens, C. Croux, Stefan Stremersch
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引用次数: 33

Abstract

Prior international segmentation studies have been static in that they have identified segments that remain stable over time. This paper shows that country segments in new product growth are intrinsically dynamic. We propose a semiparametric hidden Markov model to dynamically segment countries based on the observed penetration pattern of new product categories. This methodology allows countries to switch between segments over the life cycle of the new product, with time-varying transition probabilities. Our approach is based on penalized splines and can thus be flexibly applied to any nonstationary phenomenon, beyond the new product growth context. For the penetration of six new product categories in 79 countries, we recover the dynamic membership of each country to segments over the life cycle. Our findings reveal substantial dynamics in international market segmentation, especially at the beginning of the product life. Finally, we exploit the dynamic segments to predict the national penetration patterns of a new product before its launch and show that our forecasts outperform forecasts derived from alternate parametric and/or static methods. Our results should encourage multinational corporations to adopt dynamic segmentation methods rather than static methods.
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新产品增长的国际市场细分动态
先前的国际细分研究是静态的,因为它们已经确定了随着时间的推移保持稳定的细分。本文表明,新产品增长的国家细分本质上是动态的。基于新产品类别的渗透模式,提出了一种半参数隐马尔可夫模型来动态划分国家。这种方法允许各国在新产品的生命周期中以随时间变化的过渡概率在各个部分之间切换。我们的方法是基于惩罚样条,因此可以灵活地应用于任何非平稳现象,超出了新的产品增长背景。对于六个新产品类别在79个国家的渗透,我们在生命周期内恢复每个国家的动态成员资格。我们的研究结果揭示了国际市场细分的实质性动态,特别是在产品生命周期的开始。最后,我们利用动态细分来预测新产品上市前的全国渗透模式,并表明我们的预测优于其他参数和/或静态方法的预测。我们的研究结果应该鼓励跨国公司采用动态分割方法,而不是静态方法。
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