体验式活动的建模与优化

Qing Liu, Sandeep R. Chandukala, Jeffrey P. Dotson
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引用次数: 0

摘要

尽管体验式活动(如产品演示、产品抽样)已被证明对短期销售和整体消费者体验都有积极影响,但人们对推动其成功的因素以及这些活动的影响如何随着时间的推移而演变知之甚少。在本文中,我们使用商店级扫描仪数据加深了我们对体验事件对产品性能影响的理解。我们提出了一个模型,该模型捕捉了这些类型的促销的各种显著特征(例如,短期和长期影响,事件的离散性,空间依赖性)。我们将我们的模型应用于店内抽样事件的数据,并找到抽样对产品销售产生重大长期影响的证据。我们还发现,活动的成功与否受举办活动的商店规模以及最近竞争对手的类型和数量的影响。这些结果用于为制造商和零售商提供指导,帮助他们更好地设计和实施这些类型的促销活动,包括优化选择进行活动的商店集的任务。
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Modeling and Optimizing the Performance of Experiential Events
Although experiential events (e.g., product demos, product sampling) have been shown to have a positive impact on both short-term sales and the overall consumer experience, little is known about the factors that drive their success or how the effect of these events evolves over time. In this paper, we deepen our understanding of the impact of experiential events on product performance using store-level scanner data. We propose a model that captures a variety of salient features of these types of promotions (e.g., short and long-term effects, the discrete nature of the event, spatial dependence). We apply our model to data from an in-store sampling event and find evidence of a significant long-term effect of sampling on product sales. We also find that the success of the event is moderated by the size of the store conducting the event and the type and number of proximal competitors. These results are used to provide guidance to manufacturers and retailers that can help them better design and implement these types of promotions, including the task of optimally selecting the set of stores in which to conduct an event.
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