A Flexible Demand Model for Complements Using Household Production Theory

Ludovic Stourm, R. Iyengar, Eric T. Bradlow
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引用次数: 1

Abstract

According to household production theory, consumers buy inputs and combine them to produce final goods from which they derive utility. We use this idea to build a micro-level model for the quantity demanded by a consumer across product categories. Our model proposes an intuitive explanation for the existence of negative cross-price effects across categories and can be estimated on purchase data in the presence of corner solutions and indivisible packages. We find that, even when reusing the same functional form as some previous models of demand for substitutes, our model can accommodate very different patterns of consumer preferences from perfect complementarity to no complementarity between goods. We estimate the model on purchase data from a panel of consumers and find that it yields a better fit than a set of benchmark models. We then show how the demand system estimated can be used to increase the profitability of couponing strategies by taking into account the spillover effect of coupons on demand for complementary categories and by manufacturers to make decisions regarding the size of packages by taking into account cross-category consumption. We also use the model to simulate demand under a shift in the proportions used in joint consumption, which could be stimulated via marketing efforts.
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基于家庭生产理论的补品柔性需求模型
根据家庭生产理论,消费者购买投入物并将它们组合起来生产最终产品,并从中获得效用。我们使用这个想法来建立一个微观层面的模型,用于消费者对不同产品类别的需求数量。我们的模型为跨类别的负交叉价格效应的存在提供了一个直观的解释,并且可以在存在角落解决方案和不可分割包装的情况下根据购买数据进行估计。我们发现,即使重复使用与之前一些替代品需求模型相同的功能形式,我们的模型也可以适应商品之间从完全互补性到不互补性的截然不同的消费者偏好模式。我们对来自消费者面板的购买数据模型进行估计,发现它比一组基准模型产生更好的拟合。然后,我们展示了估算的需求系统如何通过考虑优惠券对互补类别需求的溢出效应来提高优惠券策略的盈利能力,以及制造商如何通过考虑跨类别消费来决定包装的大小。我们还使用该模型来模拟共同消费比例变化下的需求,这可以通过营销努力来刺激。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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