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Consumer search: What can we learn from pre-purchase data? 消费者搜索:我们能从购买前数据中学到什么?
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2024.02.003
Elisabeth Honka , Stephan Seiler , Raluca Ursu

Researchers are increasingly able to observe consumers’ behavior prior to a purchase, such as their navigation through a store or website and the products they consider. Such pre-purchase (or search) data can be valuable to researchers in a variety of ways: as an additional source of information to estimate consumer preferences, to understand how firms can influence the search process through marketing mix variables, and to analyze how limited information about products affects equilibrium market outcomes. We provide an overview of these three research areas with a particular emphasis on online and offline retailing.

研究人员越来越有能力观察消费者在购买前的行为,例如他们在商店或网站上的浏览以及他们考虑的产品。这些购买前(或搜索)数据对研究人员有多方面的价值:作为估算消费者偏好的额外信息来源,了解企业如何通过营销组合变量影响搜索过程,以及分析有限的产品信息如何影响均衡市场结果。我们概述了这三个研究领域,并特别强调了线上和线下零售。
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引用次数: 0
Household and retail panel data in retailing research: Time for a renaissance? 零售业研究中的家庭和零售面板数据:复兴的时刻到了?
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2024.02.004
Harald J. van Heerde , Marnik G. Dekimpe

Household panel data track purchases of a panel of households over time, while retail panel data track ̶ for a panel of retail stores ̶ brand or SKU sales at the store or retail-chain level over time. While most quantitative retailing research in the 1980s and 1990s was based on (household or retail) panel data, other data sets have since emerged shedding light on important new retailing concepts such as online sales, digital customer journeys, mobile marketing, and electronic word-of-mouth. Although to some retailing researchers panel data may have become a rather antiquated type of data, this article argues there are several trends to expect a panel-data revival or renaissance in retailing research. These include (1) an increasingly complete coverage of digital channels, (2) a wider acceptance of Empirics-First (EF) research, (3) an increased focus on Better-Marketing-for-a- Better-World topics, (4) a growing interest in pan-international research, (5) an increased focus on causality, (6) a growing recognition of the advantages of data fusion, and (7) more pressure to obtain research grants. As panel data have unique strengths that make them suitable for addressing these trends, there is considerable scope for a continuing important role for panel data in modern retailing research.

家庭面板数据跟踪的是一个家庭面板在一段时间内的购买情况,而零售面板数据跟踪的是̶零售店面板̶品牌或 SKU 在商店或零售连锁店层面在一段时间内的销售情况。20 世纪 80 年代和 90 年代的大多数定量零售研究都是基于(家庭或零售)面板数据,而后来出现的其他数据集则揭示了重要的新零售概念,如在线销售、数字化顾客旅程、移动营销和电子口碑。虽然对一些零售业研究人员来说,面板数据可能已经成为一种过时的数据类型,但本文认为,有几种趋势值得期待面板数据在零售业研究中的复兴或复兴。这些趋势包括:(1) 数字渠道的覆盖面越来越广;(2) 更广泛地接受经验第一(EF)研究;(3) 更多关注 "更好的营销促进更好的世界 "主题;(4) 对泛国际研究的兴趣越来越浓;(5) 对因果关系的关注越来越多;(6) 越来越多的人认识到数据融合的优势;(7) 获得研究基金的压力越来越大。由于面板数据具有独特的优势,适合应对这些趋势,因此面板数据在现代零售业研究中继续发挥重要作用的空间很大。
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引用次数: 0
Unlocking the Potential of Web Data for Retailing Research 释放网络数据在零售业研究中的潜力
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2024.02.002
Jonne Y. Guyt , Hannes Datta , Johannes Boegershausen

Web data collected via web scraping and application programming interfaces (APIs) has opened many new avenues for retail innovations and research opportunities. Yet, despite the abundance of online data on retailers, brands, products, and consumers, its use in retailing research remains limited. To spur the increased use of web data, we aim to achieve three goals. First, we review existing retailing applications using web data. Second, we demystify the use of web data by discussing its value in the context of existing retail data sets and to-be-constructed primary web datasets. Third, we provide a hands-on guide to help retailing researchers incorporate web data collection into their research routines. Our paper is accompanied by a mock-up digital retail store (music-to-scrape.org) that researchers and students can use to learn to collect web data using web scraping and APIs.

通过网络搜刮和应用程序接口(API)收集的网络数据为零售创新和研究机会开辟了许多新途径。然而,尽管有大量关于零售商、品牌、产品和消费者的在线数据,但这些数据在零售业研究中的应用仍然有限。为了促进网络数据的更多使用,我们旨在实现三个目标。首先,我们回顾了使用网络数据的现有零售应用。其次,我们结合现有的零售数据集和待构建的主要网络数据集,讨论网络数据的价值,从而揭开网络数据使用的神秘面纱。第三,我们提供了一份实践指南,帮助零售业研究人员将网络数据收集纳入其研究常规。我们的论文附有一个模拟数字零售商店(music-to-scrape.org),研究人员和学生可以利用该商店学习使用网络刮擦和 API 收集网络数据。
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引用次数: 0
Healthy foods, healthy sales? Cross-category effects of a loyalty program promoting sales of fruit and vegetables 健康食品,健康销售?促进水果和蔬菜销售的忠诚度计划的跨类别效应
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2023.12.002
Luca A. Panzone , Barbara Tocco , Ružica Brečić , Matthew Gorton

Globally, consumption of Fruit and Vegetables (F&V) remains below nutritional guidelines. With retailers accounting for a large portion of F&V sales, marketing can be key to increase F&V consumption at household level. However, a key challenge is the design of strategies that benefit retailers, e.g., improving loyalty, whilst promoting societal goals. This study evaluates a points-plus-cash loyalty program where participants received points by purchasing selected F&V, redeemable against a reward (plush toys in the shape of F&V). We estimate the impact of the program by comparing expenditures in several categories before, during, and after the promotional period, across two different years, and comparing consumers who redeemed a reward and those who did not. We use loyalty card data from a Croatian retailer, containing food expenditure in five categories for 268,359 consumers, over 27 weeks for 2 years. We find that the loyalty program increased F&V expenditures at the focal retailer during the promotional period. However, the increase was only for reward-redeemers, for whom the program increased expenditures in F&V as well as in other food categories. This effect persisted – at a declining rate – after the program stopped. Exposure only had a limited effect during the campaign, leading to a reduction in expenditure after the promotional period. Results indicate that a loyalty program promoting sales of F&V can create win-win benefits to both society and the retailer: it increases expenditures on healthy foods (F&V), while improving overall loyalty (i.e., expenditures) to the retailer amongst motivated consumers.

在全球范围内,水果和蔬菜(F&V)的消费量仍然低于营养标准。零售商在果蔬销售中占很大比重,因此营销是提高家庭果蔬消费量的关键。然而,一个关键的挑战是如何设计有利于零售商的战略,例如提高忠诚度,同时促进社会目标的实现。本研究评估了一项积分加现金的忠诚度计划,参与者通过购买指定的 F&V 获得积分,积分可兑换奖励(F&V 外形的毛绒玩具)。我们通过比较促销期前、促销期中和促销期后两个不同年份中多个类别的支出,以及比较兑换了奖励和没有兑换奖励的消费者,来估算该计划的影响。我们使用了克罗地亚一家零售商的会员卡数据,其中包含 268 359 名消费者在两年中 27 周内的五类食品支出。我们发现,在促销期间,忠诚度计划增加了重点零售商的食品和饮料支出。然而,这种增长只针对奖励兑现者,对他们来说,该计划不仅增加了食品和饮料支出,还增加了其他食品类别的支出。在促销活动停止后,这种影响仍在持续,但速度有所下降。在活动期间,曝光只产生了有限的效果,导致促销期结束后支出减少。结果表明,促进 F&V 销售的忠诚度计划可以为社会和零售商创造双赢的利益:它增加了健康食品(F&V)的支出,同时提高了有积极性的消费者对零售商的整体忠诚度(即支出)。
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引用次数: 0
What is holding private label back in the United States and in emerging markets? 是什么阻碍了自有品牌在美国和新兴市场的发展?
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2023.11.002
Jan-Benedict E.M. Steenkamp

Private labels (PL), also known as store brands or private brands, account for hundreds of billions of dollars in consumer packaged goods sales every year. PLs build store loyalty, improve margins and have been a key factor in changing the balance of power between retailers and national brand (NB) manufacturers. Thus, retailers around the world have a stake in pushing their own store brands. Yet, while PLs enjoy great success in Western, and increasingly Central, Europe, their performance is much more muted in the world's largest market, the United States, and in emerging markets. Why is that the case? This thought piece provides a number of ideas, summarized in propositions that can be tested in future research.

自有品牌(PL),也被称为商店品牌或自有品牌,每年在包装消费品销售额中占数千亿美元。PLs建立了商店忠诚度,提高了利润率,并已成为改变零售商和国家品牌(NB)制造商之间力量平衡的关键因素。因此,世界各地的零售商都希望推广自己的商店品牌。然而,尽管PLs在西欧和越来越多的中欧取得了巨大的成功,但它们在世界上最大的市场美国和新兴市场的表现却要低调得多。为什么会这样呢?这篇思想文章提供了一些想法,总结为命题,可以在未来的研究中进行测试。
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引用次数: 0
Where you live matters: The impact of offline retail density on mobile shopping app usage 居住地很重要:线下零售密度对移动购物应用程序使用的影响
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.jretai.2023.10.001
Xuebin Cui , Ting Zhu , Yubo Chen

Consumers residing in different areas have varying levels of access to local retail stores. In contrast, with the prevalence of mobile internet, consumers have gained widespread access to mobile shopping. This research examines the impact of local offline retail density on consumers’ mobile shopping app usage and heterogeneity across consumer segments and different types of shopping apps. We use a unique dataset of individual-level mobile app usage with real-time location information across 1622 counties in China and employ the control function approach to address the endogenous retail density. Overall, the findings show that local offline retail density has a negative effect on mobile shopping app usage frequency and duration, indicating that consumers in areas with lower offline retail density engage more in mobile shopping app usage. This negative effect is weaker for consumers with higher mobility. Also, we find that this negative effect is weaker for shopping apps selling more technically complex products such as electronics than for those selling less technically complex products such as clothing and cosmetics. These results offer managerial implications for online retailers to launch targeting strategies to enhance consumer engagement with their shopping apps.

居住在不同地区的消费者进入当地零售店的机会各不相同。与此形成鲜明对比的是,随着移动互联网的普及,消费者获得了广泛的移动购物机会。本研究探讨了本地线下零售密度对消费者使用移动购物应用程序的影响,以及不同消费群体和不同类型购物应用程序之间的异质性。我们使用了一个独特的数据集,该数据集包含了中国1622个县的个人层面移动应用使用情况和实时位置信息,并采用控制函数方法来解决零售密度的内生性问题。总体而言,研究结果表明,本地线下零售密度对移动购物应用的使用频率和持续时间有负面影响,表明线下零售密度较低地区的消费者使用移动购物应用的频率更高。对于流动性较高的消费者来说,这种负面影响较弱。此外,我们还发现,与销售服装和化妆品等技术复杂度较低的产品相比,销售技术复杂度较高的产品(如电子产品)的购物应用程序的负效应更弱。这些结果为在线零售商提供了管理上的启示,帮助他们推出有针对性的策略,提高消费者对其购物应用程序的参与度。
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引用次数: 0
Dynamic pricing: Definition, implications for managers, and future research directions 动态定价:定义、对管理者的启示及未来研究方向
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2023-12-01 DOI: 10.1016/j.jretai.2023.11.003
Praveen K. Kopalle , Koen Pauwels , Laxminarayana Yashaswy Akella , Manish Gangwar

Dynamic pricing has evolved with technology from earlier price negotiations. To maximize revenue and provide specialized shopping experiences, businesses today use algorithms and data analysis to adapt prices. We define dynamic pricing as price changes that are prompted by changes or differences in four key underlying market demand drivers: (1) People (i.e., individual consumers or consumer segments), (2) Product configurations, (3) Periods (i.e., time), and (4) Places (i.e., locations). The transition from static pricing (uniform prices) to dynamic pricing (changing prices) is evident from different examples, such as online retailers personalizing offers based on customer behavior, and algorithms using facial recognition for personalized pricing in physical stores.

Fueled by AI and machine learning algorithms, dynamic pricing is transforming industries from transportation to e-commerce, optimizing revenue and enhancing customer experiences. While it offers benefits like personalization, challenges include ethical concerns, cost of implementation, and customer dissatisfaction. Effective data organization and AI expertise are crucial, but potential pitfalls and regulatory oversight must also be considered. This paper examines the multidimensional application of dynamic pricing, highlights the adaptability and efficiency of dynamic pricing in forming profitable pricing strategies and maximizing revenue, and calls for continued research on the topic to balance revenue, customer satisfaction, and ethics.

动态定价是从早期的价格谈判发展而来的。为了实现收入最大化和提供专业化的购物体验,如今的企业使用算法和数据分析来调整价格。我们将动态定价定义为由四个关键的潜在市场需求驱动因素的变化或差异引起的价格变化:(1)人(即个人消费者或消费者群体),(2)产品配置,(3)时期(即时间)和(4)地点(即地点)。从静态定价(统一价格)到动态定价(变化价格)的转变从不同的例子中可以明显看出,例如在线零售商根据客户行为个性化提供优惠,以及在实体店使用面部识别进行个性化定价的算法。在人工智能和机器学习算法的推动下,动态定价正在改变从运输到电子商务的行业,优化收入并增强客户体验。虽然它提供了个性化等好处,但挑战包括道德问题、实施成本和客户不满。有效的数据组织和人工智能专业知识至关重要,但也必须考虑潜在的陷阱和监管监督。本文探讨了动态定价的多维应用,强调了动态定价在形成有利可图的定价策略和实现收益最大化方面的适应性和效率,并呼吁对该主题进行持续研究,以平衡收益、客户满意度和道德。
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引用次数: 1
Reimagining personalization in the physical store 重新构想实体店的个性化
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2023-12-01 DOI: 10.1016/j.jretai.2023.11.001
Thomas P. Scholdra, Julian R.K. Wichmann, Werner J. Reinartz

The evolving landscape of physical retailing necessitates a reevaluation of personalization approaches to meet existing market conditions and the demands of modern customers. In this context, the authors explore the interplay between human-enabled and technology-enabled personalization, offering an examination of their characteristics, strengths, and weaknesses. The authors deconstruct the personalization process into three distinct stages, namely identification, implementation, and interaction, and discuss potential contingency factors of personalization in the physical retailing context. More so, the authors discuss the future of personalization in physical retailing along the three steps of the defined personalization process. In doing so, the authors lay out a research agenda that can serve as a valuable guide for future studies in this field.

不断发展的实体零售业需要重新评估个性化方法,以满足现有的市场条件和现代客户的需求。在这种背景下,作者探讨了人为个性化和技术个性化之间的相互作用,对它们的特点、优势和劣势进行了考察。作者将个性化过程解构为三个不同的阶段,即识别、实施和互动,并讨论了实体零售环境下个性化的潜在偶然性因素。更重要的是,作者沿着定义的个性化过程的三个步骤讨论了实体零售中个性化的未来。在此过程中,作者提出了一个研究议程,可以作为该领域未来研究的有价值的指导。
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引用次数: 1
Re-imagining the physical store 重新构想实体店
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2023-12-01 DOI: 10.1016/j.jretai.2023.11.008
Dhruv Grewal , Els Breugelmans , Dinesh Gauri , Katrijn Gielens
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引用次数: 0
The Future of Physical Stores: Creating Reasons for Customers to Visit 实体店的未来:创造顾客光顾的理由
IF 1 1区 管理学 Q1 BUSINESS Pub Date : 2023-12-01 DOI: 10.1016/j.jretai.2023.10.005
Els Breugelmans , Lina Altenburg , Felix Lehmkuhle , Manfred Krafft , Lien Lamey , Anne L. Roggeveen

This research presents a novel, conceptual perspective on distinctive opportunities available to retailers with a physical location to create reasons for customers to visit the physical store. A multi-method approach is used, where we combine the study of more than 25,000 online announcements of new approaches implemented in physical stores with 12 interviews with retail experts from around the globe. The result is an integrative framework with five key benefits and 14 subdimensions which retailers can use to create reasons for customers to visit their physical store. The five benefits are discovery, convenience, customization, community, and shoppertainment. In discussing the framework, the authors provide rich examples which illustrate different ways retailers can establish these benefits. This research also details the value and challenges of collaborating with partners when implementing new approaches to leverage such benefits. The paper concludes with a discussion of external and internal contingency factors that can impact the decision (of when) to implement (which) new approaches and offers a list of questions for further research.

本研究提出了一种新颖的、概念性的观点,即有实体店的零售商可以利用独特的机会来创造顾客光顾实体店的理由。我们采用了一种多方法的方法,其中我们结合了对25000多家实体店实施新方法的在线公告的研究,以及对全球零售专家的12次采访。结果是一个包含5个关键优势和14个子维度的综合框架,零售商可以用它来为顾客创造访问实体店的理由。这五个好处是发现、便利、定制、社区和商店娱乐。在讨论这个框架时,作者提供了丰富的例子来说明零售商建立这些利益的不同方式。本研究还详细介绍了在实施利用这些好处的新方法时与合作伙伴合作的价值和挑战。本文最后讨论了可能影响(何时)实施(哪种)新方法决策的外部和内部偶然性因素,并提出了一系列有待进一步研究的问题。
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引用次数: 0
期刊
Journal of Retailing
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