Multidimensional Targeting and Consumer Response

提交 业务 营销 利润(经济学) 定向广告 产品(数学) 维数(图论) 偏移量(计算机科学) 产业组织 计算机科学 经济 微观经济学 广告 数据库 数学 几何学 程序设计语言 纯数学
作者
Stylianos Despotakis,Jungju Yu
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
卷期号:69 (8): 4518-4540 被引量:9
标识
DOI:10.1287/mnsc.2022.4604
摘要

Advancements in targeting technology have allowed firms to engage in more precise targeting based on several aspects of consumers’ preferences. Exposed to more targeted ads, consumers are becoming increasingly aware of being targeted and respond accordingly. This paper provides a theoretical analysis of multidimensional targeting under which consumers can draw inferences about multiple components of their utility from the advertised product. We show that the firm can be worse off under multidimensional targeting than under single-dimensional targeting, in which the firm targets consumers based only on a single component of their utility. This is because, with multidimensional targeting, targeted consumers may face greater uncertainty about on which specific dimension(s) they can expect to enjoy the advertised product. Therefore, they may be less willing to exert a costly effort of clicking the ad and making a purchase decision. When this result holds, the firm may want to adopt a single-dimensional targeting strategy. However, we show that the firm cannot credibly commit to such a strategy once given access to multiple dimensions of customer data. Interestingly, a higher unit cost of advertising can mitigate the firm’s commitment problem for using customer data and thus increase the firm’s profit. Moreover, the firm can sometimes lower the price to recover some of, but not entirely offset, the drawbacks of multidimensional targeting. We discuss the implications of our results regarding the current practice of targeted advertising and data privacy protection policies. This paper was accepted by Dmitri Kuksov, marketing. Funding: This work was supported by the Korea Advanced Institute of Science and Technology [Grant G04210017]. Supplemental Material: The online appendix is available at https://doi.org/10.1287/mnsc.2022.4604 .
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