Impact of Inventory Levels and Product Variety on Consumers’ Perceptions of Brands

Koushyar Rajavi, Sina Golara, Sajad Modaresi
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Abstract

Past research in operations management and marketing on inventory levels and product variety has predominantly focused on their effects on brand performance indicators, such as sales and market share, while overlooking the influence on consumers’ perceptions of brands. Brand perceptions, encompassing reputation, quality, credibility, and emotional associations, go beyond typical revenue metrics and offer foresight into a brand’s future performance. Hence, understanding the effects of inventory and product variety on brand perceptions is crucial, and that constitutes the main contribution of this paper. Through a consumer-facing automobile search platform, we collect data on new cars’ inventories of more than 20,000 dealerships in the United States from August 2020 to March 2021. We measure brand perceptions using 273,991 responses by in-market consumers collected by YouGov. To address endogeneity concerns, we model the effects of inventory and variety on perceived brand strength using three different empirical approaches: 1) high-dimensional fixed effects, 2) instrumental variables, and 3) causal forest. Across all analyses, we find that inventory has a positive effect on perceived brand strength but the main effect of product variety is not significant. Our second contribution is related to the fact that past research on inventory and variety does not, for the most part, investigate systematic heterogeneity due to brand- or consumer-specific factors that impact the effectiveness of inventory or variety; to help fill this gap in the literature, we investigate the role of two important and theoretically motivated moderators: consumer income and luxury status of the brand. We find that consumers’ income levels and brands’ luxury status negatively (positively) moderate the effects of product inventory (variety) on perceived brand strength. Our results have managerial implications for effective assortment planning under scarcity, determining the right range of product offerings for luxury versus non-luxury brands, optimizing the customer’s online browsing experience, and targeting advertisements based on brand and consumer characteristics.
库存水平和产品种类对消费者品牌认知的影响
运营管理和市场营销领域过去对库存水平和产品种类的研究主要集中在它们对品牌业绩指标(如销售额和市场份额)的影响上,而忽略了对消费者品牌认知的影响。品牌感知包括声誉、质量、可信度和情感联想,它超越了典型的收入指标,可以预见品牌的未来表现。因此,了解库存和产品种类对品牌认知的影响至关重要,这也是本文的主要贡献所在。通过面向消费者的汽车搜索平台,我们收集了 2020 年 8 月至 2021 年 3 月期间美国 20,000 多家经销商的新车库存数据。我们使用 YouGov 收集的市场内消费者的 273991 份回复来衡量品牌认知。为了解决内生性问题,我们使用三种不同的实证方法来模拟库存和品种对感知品牌强度的影响:1)高维固定效应;2)工具变量;3)因果森林。在所有分析中,我们发现库存对感知品牌强度有积极影响,但产品种类的主要影响并不显著。我们的第二个贡献与以下事实有关:过去关于库存和品种的研究大多没有调查影响库存或品种有效性的品牌或消费者特定因素所导致的系统异质性;为了帮助填补文献中的这一空白,我们调查了两个重要的、具有理论动机的调节因素的作用:消费者收入和品牌的奢侈品地位。我们发现,消费者的收入水平和品牌的奢侈品地位对产品库存(品种)对感知品牌强度的影响有负(正)调节作用。我们的研究结果对以下方面具有管理意义:稀缺条件下的有效分类规划、确定奢侈品与非奢侈品品牌的正确产品范围、优化客户的在线浏览体验,以及根据品牌和消费者特征进行有针对性的广告投放。
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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