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Consumer responses to firm-owned devices in self-service technologies: Insights from a data privacy perspective 消费者对自助服务技术中公司拥有的设备的反应:从数据隐私角度的见解
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.08.003
Stefanie Sohn , Oliver Schnittka , Barbara Seegebarth

While self-service technologies (SSTs) enable customers to produce services such as food ordering, hotel check-in, and retail store checkout on their own, they involve the use of devices that are either firm-owned (e.g., the retailer provides a handheld device for self-checkout) or customer-owned (e.g., a customer uses a personal smartphone for self-checkout). With the increasing relevance of customer-owned devices, the role of firm-owned devices is an open question. Therefore, this study examines the role of devices in SSTs. In a series of six empirical studies and drawing on data privacy theory, we explore consumer responses to firm-owned (vs. customer-owned) devices. The findings reveal that consumers prefer firm-owned devices in SSTs and that their general need for data privacy guides these preferences. The findings also show that the interaction with firm-owned (vs. customer-owned) devices is associated with increasing perceptions of data privacy because consumers feel less vulnerable when interacting with firm-owned devices. However, this effect changes depending on the service firm’s practices of customer data usage (data sensitivity and transparency). These findings add to knowledge about consumer response to SSTs and devices, and thereby unfold how devices are interwoven with consumer data privacy. Practitioners learn how consumers respond to device ownership in SSTs and when firm-owned (vs. customer-owned) devices induce favorable customer responses.

虽然自助服务技术(SST)能让客户自行提供订餐、酒店入住和零售店结账等服务,但它们涉及使用企业自有设备(如零售商提供用于自助结账的手持设备)或客户自有设备(如客户使用个人智能手机进行自助结账)。随着顾客自带设备的重要性日益凸显,企业自带设备的作用就成了一个悬而未决的问题。因此,本研究探讨了设备在 SST 中的作用。通过六项实证研究,并借鉴数据隐私理论,我们探讨了消费者对企业自有设备(与顾客自有设备)的反应。研究结果表明,在 SST 中,消费者更倾向于使用公司所有的设备,而他们对数据隐私的普遍需求则引导着这些偏好。研究结果还表明,与公司(与客户)自有设备的互动与数据隐私感知的提高有关,因为消费者在与公司自有设备互动时感觉不那么脆弱。然而,这种影响会随着服务公司对客户数据使用的做法(数据敏感性和透明度)而改变。这些发现增加了消费者对 SST 和设备的反应,从而揭示了设备如何与消费者数据隐私相互交织。从业人员可以了解消费者如何对 SST 中的设备所有权做出反应,以及公司(与客户)拥有的设备何时会引起客户的良好反应。
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引用次数: 0
Consumers’ multistage data control in technology-mediated environments 消费者在以技术为媒介的环境中的多阶段数据控制
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.09.004
Johanna Zimmermann , Kelly D. Martin , Jan H. Schumann , Thomas Widjaja

New technologies create novel tensions, such as between providing consumers with greater control over their personal data and enhancing the technological sophistication of firms’ offerings (e.g., through automation). Resolving such control-related tensions requires specific, comprehensive conceptualizations and measures of consumers’ perceived data control. Drawing from conceptual notions of control, the authors develop a novel, multistage account of control across consumer–firm data exchanges in various traditional (active and passive) and new, hybrid data disclosure settings. By distinguishing, defining, and operationalizing control activities pertaining to the collection, submission, access, and use of personal data, this article proposes a means to capture consumers’ subjective control perceptions. Study 1, focused on quantitative measure validation, establishes that consumers can distinguish the four data control activities; Study 2, a qualitative account using depth interviews, reveals that consumers identify the four control activities unprompted and across diverse situations. Collectively, these findings present both theoretical and practical implications. This article concludes with a robust set of research directions for an expanded understanding of data control activities in technology-mediated environments.

新技术带来了新的矛盾,例如在为消费者提供对其个人数据的更大控制权与提高企业产品的技术先进性(如通过自动化)之间的矛盾。要解决这种与控制相关的矛盾,需要对消费者感知到的数据控制进行具体、全面的概念化和测量。作者从控制权的概念出发,对消费者与企业在各种传统(主动和被动)和新型混合数据披露环境下的数据交换控制权进行了多阶段的新颖阐述。通过区分、定义和操作与收集、提交、访问和使用个人数据相关的控制活动,本文提出了一种捕捉消费者主观控制感知的方法。研究一侧重于定量测量验证,结果表明消费者能够区分四种数据控制活动;研究二采用深度访谈进行定性分析,结果表明消费者能够在没有提示的情况下识别四种控制活动,而且能够在不同情况下识别。总之,这些研究结果具有理论和实践意义。本文最后提出了一系列有力的研究方向,以扩大对以技术为媒介的环境中数据控制活动的理解。
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引用次数: 0
How can academics generate great research ideas? Inspiration from ideation practice 学术界如何才能产生伟大的研究创意?从构思实践中获得灵感
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.10.002
Stefan Stremersch

How can academic scholars come up with great ideas, such that their research becomes even more important, relevant, and interesting? Based on ideation practices of sophisticated companies, this paper triggers academic researchers to self-reflect on: (1) the source used for ideation, (2) the scope applied to ideation, (3) the sharing of ideas during ideation, and (4) the selection of ideas. The paper also offers concrete improvements that researchers can implement in their ideation practices on ideation processes, tools, and methods along three ideation phases: domain exploration, domain immersion, and research project design. It reviews recent advances in AI and how researchers can leverage AI in their research ideation. The paper aims to stimulate more research on (academic) research ideation (i.e., “more research on research”) and advances a research agenda.

学术学者如何才能想出好点子,从而使自己的研究变得更加重要、更加相关、更加有趣?本文以先进企业的构思实践为基础,引发学术研究人员在以下方面进行自我反思:(1)构思所使用的来源;(2)构思所应用的范围;(3)构思过程中的构思分享;以及(4)构思的选择。论文还就领域探索、领域浸入和研究项目设计这三个构思阶段的构思流程、工具和方法提出了研究人员在构思实践中可以实施的具体改进措施。论文回顾了人工智能的最新进展,以及研究人员如何在研究构思中利用人工智能。本文旨在激发更多关于(学术)研究构思的研究(即 "更多关于研究的研究"),并推进研究议程。
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引用次数: 0
Overwhelming targeting options: Selecting audience segments for online advertising 压倒性的目标选择:选择在线广告的受众群体
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.08.004
Iman Ahmadi , Nadia Abou Nabout , Bernd Skiera , Elham Maleki , Johannes Fladenhofer

Even as online advertising continues to grow, a central question remains: Who to target? Yet, advertisers know little about how to select from the hundreds of audience segments for targeting (and combinations thereof) for a profitable online advertising campaign. Utilizing insights from a field experiment on Facebook (Study 1), we develop a model that helps advertisers solve the cold-start problem of selecting audience segments for targeting. Our model enables advertisers to calculate the break-even performance of an audience segment to make a targeted ad campaign at least as profitable as an untargeted one. Advertisers can use this novel model to decide whether to test specific audience segments in their campaigns (e.g., in randomized controlled trials). We apply our model to data from the Spotify ad platform to study the profitability of different audience segments (Study 2). Approximately half of those audience segments require the click-through rate to double compared to an untargeted campaign, which is unrealistically high for most ad campaigns. Our model also shows that narrow segments require a lift that is likely not attainable, specifically when the data quality of these segments is poor. We confirm this theoretical finding in an empirical study (Study 3): A decrease in data quality due to Apple’s introduction of the App Tracking Transparency (ATT) framework more negatively affects the click-through rate of narrow (versus broad) audience segments.

即使网络广告持续增长,一个核心问题依然存在:目标受众是谁?然而,对于如何从数以百计的受众群体中选择目标受众(以及目标受众的组合)以开展盈利性在线广告活动,广告商却知之甚少。我们利用从 Facebook 实地实验(研究 1)中获得的洞察力,建立了一个模型,帮助广告商解决选择目标受众群体的冷启动问题。我们的模型使广告商能够计算受众群体的收支平衡表现,从而使定向广告活动的盈利能力至少与非定向广告活动相当。广告商可以利用这个新颖的模型来决定是否在广告活动中测试特定的受众群体(例如,在随机对照试验中)。我们将模型应用于 Spotify 广告平台的数据,研究不同受众群体的盈利能力(研究 2)。在这些受众群中,大约有一半的受众群要求点击率比非定向广告活动翻一番,而这对大多数广告活动来说都是不切实际的高要求。我们的模型还显示,狭窄的细分市场需要的提升可能无法实现,特别是当这些细分市场的数据质量较差时。我们在一项实证研究(研究 3)中证实了这一理论发现:苹果公司推出的应用程序跟踪透明度(ATT)框架导致数据质量下降,这对狭义受众群(相对于广义受众群)的点击率产生了更为不利的影响。
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引用次数: 0
Consumer preferences and firm technology choice 消费者偏好与企业技术选择
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.06.008
Yi Liu , Pinar Yildirim , Z. John Zhang

Advances in technology change the way consumers search and shop for products. Emerging is the trend of home-shopping devices such as Amazon’s Alexa and Google Home, which allow consumers to search or order products. We investigate how consumer brand and technology preferences may interact with the functionalities of technology-enabled shopping (TES) devices to determine the channel structure and market competition.

In specific, we break the functionalities of the TES devices into two: (1) the shopping support functionality (SSF), and (2) the ordering convenience functionality (OCF). Via a series of experiments, we document that stronger brand preferences are negatively correlated with the willingness to use a TES device that offers SSF. However, there is no association with brand preferences and desire to use a TES device when it offers OCF.

We build an analytical model integrating the findings from these experiments, and then derive the equilibrium channel and pricing strategies for two competing retailers. Our findings show that the functionality of TES devices results in vastly different distribution and pricing strategies in retail markets. In particular, consumers’ heterogeneous valuation of the SSF results in a monopolistic adoption of TES devices by the retailers in equilibrium, and generates Pareto improvements for both. In contrast, when the TES devices offer OCF, in equilibrium, retailers adopt TES channels competitively, resulting in a prisoners' dilemma outcome. In the extensions, studying a third-party technology developer's decision to invest in OCF and SSF technologies, we show that the contrast between the channel strategies under the OCF and the SSF also impact the incentives to develop TES. We show that in some cases, in an effort to mitigate downstream retail competition, the provider may prefer not to offer the best possible OCF technology to consumers. These findings shed light on the future adoption and the functionalities of shopping technologies offered by retailers.

技术的进步改变了消费者搜索和选购产品的方式。亚马逊的 Alexa 和 Google Home 等家庭购物设备让消费者可以搜索或订购产品,这种趋势正在兴起。我们研究了消费者的品牌和技术偏好如何与科技购物(TES)设备的功能相互作用,从而决定渠道结构和市场竞争。具体而言,我们将科技购物设备的功能分为两部分:(1)购物支持功能(SSF)和(2)订购便利功能(OCF)。通过一系列实验,我们发现较强的品牌偏好与使用提供购物支持功能的 TES 设备的意愿呈负相关。我们结合这些实验结果建立了一个分析模型,然后推导出两个相互竞争的零售商的均衡渠道和定价策略。我们的研究结果表明,TES 设备的功能导致零售市场的分销和定价策略大相径庭。特别是,消费者对 SSF 的异质性评价导致零售商在均衡情况下垄断性地采用 TES 设备,并为双方带来帕累托改进。相反,当 TES 设备提供 OCF 时,在均衡状态下,零售商会竞争性地采用 TES 渠道,从而导致囚徒困境的结果。在扩展部分,通过研究第三方技术开发商投资 OCF 和 SSF 技术的决策,我们发现 OCF 和 SSF 下渠道策略的对比也会影响开发 TES 的动机。我们发现,在某些情况下,为了缓解下游零售业的竞争,供应商可能宁愿不向消费者提供最好的OCF技术。这些发现为零售商未来采用购物技术及其功能提供了启示。
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引用次数: 0
AI on the street: Context-dependent responses to artificial intelligence 街头人工智能:对人工智能的情境相关反应
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.08.010
Matilda Dorotic , Emanuela Stagno , Luk Warlop

As artificial intelligence (AI) applications proliferate, their creators seemingly anticipate that users will make similar trade-offs between costs and benefits across various commercial and public applications, due to the technological similarity of the provided solutions. With a multimethod investigation, this study reveals instead that users develop idiosyncratic evaluations of benefits and costs depending on the context of AI implementation. In particular, the tensions that drive AI adoption depend on perceived personal costs and choice autonomy relative to the perceived (personal vs. societal) benefits. The tension between being served rather than exploited is lowest for public AI directed at infrastructure (cf. commercial AI), due to lower perceived costs. Surveillance AI evaluations are driven by fears beyond mere privacy breaches, which overcome the societal and safety benefits. Privacy-breaching applications are more acceptable when public entities implement them (cf. commercial). The authors provide guidelines for public policy and AI practitioners, based on how consumers trade off solutions that differ in their benefits, costs, data transparency, and privacy enhancements.

随着人工智能(AI)应用的激增,其创造者似乎预计,由于所提供解决方案的技术相似性,用户将在各种商业和公共应用中对成本和收益做出类似的权衡。本研究采用多种方法进行调查,揭示了用户会根据人工智能的实施背景,对收益和成本进行特异性评估。特别是,推动人工智能应用的紧张关系取决于个人成本感知和选择自主权与感知(个人与社会)利益之间的关系。对于针对基础设施的公共人工智能(参见商业人工智能)而言,由于感知成本较低,被服务而非被利用之间的矛盾最小。对监控人工智能评估的驱动力不仅仅是对隐私泄露的担忧,而是对社会和安全利益的担忧。当公共实体实施破坏隐私的应用时,人们更容易接受这些应用(参照商业应用)。作者根据消费者如何权衡在收益、成本、数据透明度和隐私增强方面各不相同的解决方案,为公共政策和人工智能从业者提供了指导。
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引用次数: 0
How video conferencing promotes preferences for self-enhancement products 视频会议如何促进人们对自我提升产品的偏好
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2023.09.001
Li Huang , Laura Pricer

The pandemic has led to a significant increase in the use of video conferencing platforms such as Zoom, Google Meet and Microsoft Teams. Yet little is known about the impact of video conferencing on subsequent consumer decisions. Across six studies, we examine the effects of video conferencing in both consumption (e.g., sales) and nonconsumption (e.g., school and work) contexts and find that video conferencing can trigger greater interest in products that can enhance the self - physically, intellectually, and/or mentally - due to heightened social appearance anxiety. This effect is attenuated when technology allows users to reduce social appearance anxiety (e.g., the use of ring lights or the ability to turn off web cameras) but accentuated when social anxiety is increased (e.g., the use gallery/speaker views) and is more pronounced among consumers who are low in self-esteem.

大流行导致 Zoom、Google Meet 和 Microsoft Teams 等视频会议平台的使用大幅增加。然而,人们对视频会议对消费者后续决策的影响知之甚少。通过六项研究,我们考察了视频会议在消费(如销售)和非消费(如学校和工作)情境中的影响,发现视频会议会因社交外貌焦虑的加剧而引发人们对能提升自我(身体、智力和/或精神)的产品的更大兴趣。当技术允许用户减少社交外观焦虑时(如使用环形灯或关闭网络摄像头的功能),这种效应就会减弱,但当社交焦虑增加时(如使用画廊/扬声器视图),这种效应就会增强,而且在自尊心较低的消费者中更为明显。
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引用次数: 0
Do great powers come with great responsibility? Opportunities and tensions of new technologies in marketing 权力越大责任越大吗?营销新技术的机遇与挑战
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-03-01 DOI: 10.1016/j.ijresmar.2024.01.006
J. Jeffrey Inman, Robert J. Meyer, David A. Schweidel, Raji Srinivasan
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引用次数: 0
The role of reviewer badges in the dynamics of online reviews 评论者徽章在在线评论动态中的作用
IF 5.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-01-29 DOI: 10.1016/j.ijresmar.2024.01.003

In this research, we examine the role of reviewer badges in the spread of opinion in the context of online reviews. Specifically, we investigate how ratings from badged and non-badged reviewers influence the opinions of subsequent reviewers, how this influence varies depending on whether the subsequent reviewer is badged, and the dynamics of review time and recent product popularity. Using a multimethod approach and archival data covering a two-year period of 458,305 reviews for products in both hedonic and utilitarian categories on Amazon (with data from TripAdvisor as a robustness check), we uncover several unique insights. First, badged reviewers tend to give lower ratings than non-badged reviewers. Second, prior ratings from badged reviewers have a smaller positive influence on subsequent reviewers than ratings from non-badged reviewers. Third, when we distinguish between badged and non-badged subsequent reviewers, we find that ratings from prior non-badged reviewers have a negative effect on ratings awarded by subsequent badged reviewers. These three effects are consistent with badged reviewers’ drive to differentiate their reviews. Finally, we find that badged reviewers tend toward stronger differentiation behavior when the reviewed product has recently become available online and when it has a high proportion of recent reviews from non-badged reviewers. The findings have important implications for marketing managers seeking to influence the review-generation process for their products and for platform managers working to incentivize the quantity and quality of reviews on their websites by awarding badges or other forms of recognition.

在本研究中,我们研究了在线评论中评论者徽章在舆论传播中的作用。具体来说,我们研究了徽章和非徽章评论者的评价如何影响后续评论者的意见,这种影响如何随后续评论者是否拥有徽章而变化,以及评论时间和近期产品受欢迎程度的动态变化。我们采用多种方法,利用两年内亚马逊上 458,305 条享乐型和功利型产品评论的档案数据(并使用 TripAdvisor 的数据作为稳健性检验),发现了一些独特的见解。首先,有徽章的评论者给出的评分往往低于无徽章的评论者。其次,与非徽章评论者的评分相比,徽章评论者之前的评分对后续评论者的积极影响较小。第三,当我们区分 "徽章 "和非 "徽章 "后审稿人时,我们发现先前非 "徽章 "审稿人的评分对后来 "徽章 "审稿人的评分有负面影响。这三种效应与徽章评论者区分其评论的驱动力是一致的。最后,我们发现,当被评论的产品最近才在网上出现,而且最近来自非徽章评论者的评论比例较高时,徽章评论者倾向于采取更强的差异化行为。这些发现对营销经理影响其产品的评论生成过程以及平台经理通过授予徽章或其他形式的认可来激励其网站上评论的数量和质量具有重要意义。
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引用次数: 0
Does Bigger Still Mean Better? How Digital Transformation Affects the Market Share-Profitability Relationship 越大越好吗?数字化转型如何影响市场份额与盈利能力之间的关系
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-01-27 DOI: 10.1016/j.ijresmar.2024.01.004
Felix Anton Sklenarz, Alexander Edeling, Alexander Himme, Julian R.K. Wichmann

Extensive research has examined the effect of market share on profitability and, in general, has found a significantly positive relationship between the two metrics. However, this article demonstrates that the digital transformation of companies has substantially altered this relationship and its underlying mechanisms. The authors first theoretically develop the different influences of digital transformation on the traditional market share–profitability framework. Subsequently, they estimate a firm–profitability model based on a sample of 6,389 observations from 824 U.S. firms over 25 years that accounts for companies’ degree of digital transformation by text mining their financial statements using a self-developed and validated dictionary. The authors find a significantly negative interaction between the degree of digital transformation of a company and the impact of market share on profitability. However, they also show that this effect is moderated by i) a firm’s digital transformation emphasis (i.e., digital transformation of internal vs. external processes; digital transformation through platformization), ii) a firm’s general strategic emphasis (value appropriation relative to value creation), and iii) a firm’s general market environment (B2C versus B2B). The findings suggest that managers and investors of digital companies should exercise caution when relying on market share as a metric for performance.

大量研究都探讨了市场份额对盈利能力的影响,并普遍发现这两个指标之间存在显著的正相关关系。然而,本文论证了企业的数字化转型已大大改变了这种关系及其内在机制。作者首先从理论上阐述了数字化转型对传统市场份额-盈利能力框架的不同影响。随后,他们以 824 家美国公司 25 年间的 6389 个观察样本为基础,通过使用自行开发和验证的词典对公司财务报表进行文本挖掘,估算了公司盈利能力模型。作者发现,公司的数字化转型程度与市场份额对盈利能力的影响之间存在明显的负交互作用。然而,他们还表明,这一影响受到以下因素的调节:i) 公司的数字化转型重点(即内部流程与外部流程的数字化转型;通过平台化实现的数字化转型);ii) 公司的总体战略重点(相对于价值创造的价值占有);iii) 公司的总体市场环境(B2C 与 B2B)。研究结果表明,数字公司的管理者和投资者在依赖市场份额作为业绩衡量标准时应谨慎行事。
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引用次数: 0
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International Journal of Research in Marketing
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