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Customizing Promotions in Online Stores

机译:自定义在线商店中的促销

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The main objective of this paper is to provide a decision-support system of micro-level customized promotions, primarily for use in online stores. Our proposed approach utilizes the one-on-one and interactive nature of the Internet shopping environment and provides recommendations on when to promote how much to whom. We address the issue by first constructing a joint purchase incidence-brand choice-purchase quantity model that incorporates how variety-seeking/inertia tendency differs among households and change over time for the same household. Based on the model, we develop an optimization procedure to derive the optimal amount of price discount for each household on each shopping trip. We demonstrate that the proposed customization method could greatly improve the effectiveness of current promotion practices, and discuss the implications for retailers and consumer packaged goods companies in the age of Internet technology.
机译:本文的主要目的是提供主要用于在线商店的微观定制促销的决策支持系统。我们提出的方法利用了互联网购物环境的一对一和交互性,并提供了有关何时向谁宣传多少的建议。为了解决这个问题,我们首先构建了一个联合购买发生率-品牌选择-购买数量模型,该模型包含了不同家庭之间寻求品种/惯性趋势如何不同以及同一家庭随时间变化的方式。基于该模型,我们开发了一个优化程序,可以得出每次购物旅行中每个家庭的最优价格折扣。我们证明了所提出的定制方法可以大大提高当前促销实践的有效性,并讨论了互联网技术时代对零售商和消费者包装商品公司的影响。

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