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Gender and racial price disparities in the NFT marketplace NFT 市场上的性别和种族价格差异
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-30 DOI: 10.1016/j.ijresmar.2024.08.008
Yuan Yuan, Xiao Liu, Shunyuan Zhang, Kannan Srinivasan
This paper empirically investigates the causal impact of avatar gender and race on transaction prices within the Non-Fungible Token (NFT) marketplace. The impetus behind this investigation is grounded in the observation that NFT investors frequently represent a younger, wealthier, and politically progressive demographic, which raises the question of whether this marketplace is less susceptible to prejudice and social bias. Contrary to such expectations, our analysis reveals pronounced gender and racial disparities in NFT prices. Specifically, CryptoPunks avatars are transacted at a 36.8% lower price compared to their counterparts (i.e., avatars with similar image attributes), while CryptoPunks avatars are transacted at a 30.7% lower price compared to their counterparts. We further identify that avatar features linked to high-tech or higher education attributes (e.g., 3D glasses, Virtual Reality glasses, Nerd glasses) can effectively counter these disparities. We verify the causal patterns revealed in the NFT dataset with a controlled experiment, where NFT buyers are randomly shown the comparable avatars that exhibit variations in race or gender, enabling us to evaluate the impact of these attributes on buyer choices and willingness-to-pay. The experiment confirms the (male) and (white) price premium in the NFT market and suggests that buyers exhibit a preference for NFT avatars resembling their personal identity. We offer insights into policy strategies aimed at promoting racial and gender equity within the NFT marketplace.
本文通过实证研究,探讨了虚拟化身的性别和种族对不可兑换代币(NFT)市场交易价格的因果影响。这项调查背后的推动力源于这样一种观察,即 NFT 投资者通常代表着更年轻、更富有、政治上更进步的人群,这就提出了这样一个问题,即这个市场是否不太容易受到偏见和社会偏见的影响。与这种预期相反,我们的分析揭示了 NFT 价格中明显的性别和种族差异。具体来说,CryptoPunks 头像的交易价格比同类头像(即具有相似图像属性的头像)低 36.8%,而 CryptoPunks 头像的交易价格比同类头像低 30.7%。我们进一步发现,与高科技或高等教育属性相关的头像特征(如 3D 眼镜、虚拟现实眼镜、书呆子眼镜)可以有效地消除这些差异。我们通过一个受控实验来验证 NFT 数据集中揭示的因果模式,即随机向 NFT 买家展示在种族或性别上存在差异的可比化身,从而评估这些属性对买家选择和支付意愿的影响。该实验证实了 NFT 市场中(男性)和(白人)的价格溢价,并表明买家对与其个人身份相似的 NFT 头像表现出偏好。我们为旨在促进 NFT 市场种族和性别平等的政策战略提供了见解。
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引用次数: 0
A method for measuring consumer confusion due to lookalike labels 一种测量消费者因相似标签而产生混淆的方法
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-29 DOI: 10.1016/j.ijresmar.2024.08.010
Martin Schoemann, Piet van de Mosselaar, Sonja Perkovic, Jacob L. Orquin
We propose that some products carry labels that mimic the features of certified health and sustainability labels and that such lookalike labels can confuse consumers into believing that a product has specific, desirable attributes. To address this, we develop a mouse-tracking method for measuring consumer confusion about product attributes. In Study 1, we show that lookalike labels often mislead consumers into believing a product includes a certified label, and that mouse cursor movements provide insights into confusion levels. By applying signal-detection theory to mouse cursor movements, we develop a novel metric that quantifies product attribute confusion and accurately flags products as either “attribute confusion suspect” or “attribute confusion safe”. In Study 2, we replicate our findings and show that attribute confusion is associated with a higher willingness-to-pay. In Study 3, we test the robustness of the metric under different exposure times. The novel attribute confusion metric provides marketers, policymakers, and consumer advocacy groups with a tool to design less confusing labels and can serve as evidence in cases where a product is suspected of misleading consumers or copycatting certified or trademarked labels.
我们提出,有些产品贴有模仿健康和可持续发展认证标签特征的标签,这种外观相似的标签会使消费者产生混淆,误以为产品具有特定的、理想的属性。为了解决这个问题,我们开发了一种鼠标跟踪方法来测量消费者对产品属性的混淆。在研究 1 中,我们发现外观相似的标签经常会误导消费者,使其相信产品包含认证标签,而鼠标光标的移动可以帮助我们了解消费者的混淆程度。通过将信号检测理论应用于鼠标光标移动,我们开发出了一种新的度量方法,可以量化产品属性混淆,并准确地将产品标记为 "属性混淆可疑 "或 "属性混淆安全"。在研究 2 中,我们复制了我们的研究结果,并表明属性混淆与较高的支付意愿相关。在研究 3 中,我们测试了该指标在不同暴露时间下的稳健性。新颖的属性混淆度量为营销人员、政策制定者和消费者权益保护组织提供了一种设计混淆程度较低的标签的工具,并可在产品涉嫌误导消费者或山寨认证或商标标签时作为证据。
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引用次数: 0
Online reviews: A literature review and roadmap for future research 在线评论:文献综述和未来研究路线图
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-29 DOI: 10.1016/j.ijresmar.2024.08.009
Martina Pocchiari, Davide Proserpio, Yaniv Dover
This paper reviews and synthesizes existing research on online reviews, addresses the knowledge gaps, and proposes directions for future research. Taking an interdisciplinary approach, we delve into the stages of the online review process (creation, engagement, impact, and insight) and discuss how they are affected by behavioral biases, review formats, reviewer identity, managerial interventions, and platform design. We discuss the benefits of online reviews—from boosting sales to impacting firms’ reputations and reducing information asymmetries—and the flaws that can compromise their reliability and helpfulness, including promotional reviews, behavioral biases, and context effects. Finally, we identify research gaps in the literature and propose a roadmap for future research. As technology advances and consumer needs evolve, the complexity of online reviews must be further explored to unleash novel insights, guide decisions, and better shape the future landscape of digital platforms.
本文回顾并综合了有关在线评论的现有研究,探讨了知识差距,并提出了未来研究的方向。我们采用跨学科方法,深入探讨了在线评论过程的各个阶段(创建、参与、影响和洞察),并讨论了行为偏见、评论格式、评论者身份、管理干预和平台设计对这些阶段的影响。我们讨论了在线评论的益处--从促进销售到影响公司声誉和减少信息不对称,以及可能损害其可靠性和有用性的缺陷,包括促销评论、行为偏差和情境效应。最后,我们指出了文献中的研究空白,并提出了未来研究的路线图。随着技术的进步和消费者需求的发展,我们必须进一步探索在线评论的复杂性,以获得新的见解、指导决策,并更好地塑造数字平台的未来格局。
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引用次数: 0
Strange Case of Dr. Bidder and Mr. Entrant: Consumer Preference Inconsistencies in Costly Price Offers 出价博士和入价先生的奇特案例:高成本价格要约中的消费者偏好不一致性
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-27 DOI: 10.1016/j.ijresmar.2024.08.006
Robert Zeithammer, Lucas Stich, Martin Spann, Gerald Häubl
Consumers make price offers to sellers in a variety of domains, such as when buying cars or houses or when bidding in auctions for airline upgrades, art, or collectibles. Submitting an offer typically entails administrative, waiting, and opportunity costs. Making such costly price offers involves two intertwined decisions—in addition to determining how much to offer, consumers must also decide whether to make an offer in the first place. We examine the impact of offer-submission costs on consumer behavior using a series of incentive-compatible experiments. Our findings reveal a preference inconsistency, whereby the preferences implied by one of the decisions do not align with the preferences implied by the other. In particular, potential buyers enter more often than their offer amounts would predict based on standard economic models. This preference inconsistency is robust to two interventions designed to help consumers make offer-amount and entry decisions—(1)the provision of interactive-feedback decision aids and (2)the sequencing of the two sub-decisions in the normative order. Neither of these interventions resolves the inconsistency. Instead, the patterns of results suggest that consumers approach the offer-amount and entry decisions as if they were . We discuss the implications of our findings for the design of offer-submission interfaces, as well as for econometric attempts to infer consumer preferences from offer and bidding data.
消费者在各种领域向卖家提出报价,如购买汽车或房屋,或在拍卖会上竞拍航空升舱、艺术品或收藏品。提交报价通常会产生管理成本、等待成本和机会成本。进行这种代价高昂的报价涉及两个相互交织的决策--除了决定报价多少,消费者还必须决定是否首先报价。我们通过一系列激励兼容的实验来研究要约提交成本对消费者行为的影响。我们的研究结果揭示了一种偏好不一致性,即其中一个决策所隐含的偏好与另一个决策所隐含的偏好不一致。特别是,根据标准经济模型的预测,潜在购买者的进入频率高于他们的出价金额。这种偏好不一致在两种旨在帮助消费者做出报价金额和入市决策的干预措施下都能得到解决--(1) 提供互动反馈决策辅助工具;(2) 按照规范顺序排列两个子决策。这两项干预措施都没有解决不一致的问题。相反,研究结果的模式表明,消费者在做出报价金额和进入市场的决策时,会把它们当作......来处理。我们将讨论我们的发现对要约提交界面设计的影响,以及对从要约和投标数据中推断消费者偏好的计量经济学尝试的影响。
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引用次数: 0
Herding behavior in NFT Auction: The role of visual complexity and familiarity NFT 拍卖中的群聚行为:视觉复杂性和熟悉度的作用
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-25 DOI: 10.1016/j.ijresmar.2024.08.007
Peiwen Xie, Eunsoo Kim, Shun Yin Lam, Sadat Reza
Despite the growing popularity of non-fungible tokens (NFTs) in the market, they still lack established valuation guidelines. Invoking herding and auction theories, this study investigates how NFT collectors’ bidding tendencies are influenced by other collectors’ bidding decisions (herding behavior). This study also examines how NFT visual characteristics, such as complexity and familiarity, moderate herding behavior. We use a computer vision technique to quantify the visual complexity of an NFT and apply transfer learning to capture its visual familiarity. Examining data from a widely used NFT platform, we find evidence of herding behavior in such auctions. Furthermore, our results show that there are nonlinear moderating effects of visual characteristics on herding behavior. Specifically, we find that consumers exhibit a stronger herding tendency at the two extremes of complexity distribution and at the lower extreme of familiarity distribution. Further analysis of the NFT resale market suggests that auction winners consider herding in the primary sale of an NFT as a signal of high demand; thus, they are more willing to resell it and set a higher price premium in the resale. These findings can be taken as input by the NFT market platforms in their NFT display decisions to boost primary market sales and promote resale market participation. The findings can also help content creators formulate creative strategies that lead to higher bidding probability or sales performance.
尽管不可兑换代币(NFT)在市场上越来越受欢迎,但它们仍然缺乏既定的估值准则。本研究引用羊群效应和拍卖理论,探讨非风化代币收藏者的出价倾向如何受到其他收藏者出价决定的影响(羊群效应)。本研究还探讨了复杂性和熟悉度等 NFT 视觉特征如何缓和羊群行为。我们使用计算机视觉技术来量化 NFT 的视觉复杂性,并应用迁移学习来捕捉其视觉熟悉度。通过研究一个广泛使用的 NFT 平台的数据,我们发现了在此类拍卖中存在羊群行为的证据。此外,我们的结果表明,视觉特征对羊群行为有非线性调节作用。具体来说,我们发现在复杂度分布的两个极端和熟悉度分布的较低极端,消费者表现出更强的羊群行为倾向。对非快消品转售市场的进一步分析表明,拍卖获胜者将非快消品初次销售中的羊群行为视为高需求信号,因此他们更愿意转售非快消品,并在转售中设定更高的溢价。这些发现可作为网拍市场平台在决定网拍展示时的参考,以促进一级市场的销售和转售市场的参与。这些发现还有助于内容创作者制定创意策略,从而提高竞拍概率或销售业绩。
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引用次数: 0
To post or not to post: How minority opinion and posting frequency impact online review posting 发帖还是不发帖?少数意见和发布频率如何影响在线评论的发布
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-10 DOI: 10.1016/j.ijresmar.2024.08.005
Jana Möller-Herm, Sabrina A. Gottschalk, Alexander Mafael
Consumers are often exposed to prior reviews when considering posting themselves. We examine how finding one’s opinion in the minority (vs. majority) of previous ratings affects a consumer’s decision to post. Specifically, we contrast the posting decisions of frequent posters with those of less frequent posters. Results from seven experimental studies show that frequent posters prefer review environments in which their opinion belongs to the minority of previously posted ratings. We support these findings with additional evidence from secondary review data. This behavior sets them apart from infrequent posters, who are reluctant to share minority opinions. In addition, we show that this effect is driven by differences in how a minority post is perceived: As an opportunity to signal one’s reviewer identity or as socially risky. Based on these insights, we explore how rating platforms can motivate review posting, particularly among infrequent posters. Our findings extend previous research on social influence effects in online reviews and have implications for various stakeholders who rely on and aim to solicit reviews on rating platforms.
消费者在考虑发布自己的评论时,往往会接触到之前的评论。我们研究了消费者发现自己的观点在之前的评价中处于少数(与多数)是如何影响其发布决定的。具体来说,我们对比了经常发帖者和不经常发帖者的发帖决定。七项实验研究的结果表明,经常发帖的人更喜欢他们的意见在之前发布的评价中属于少数的评论环境。我们从二次评论数据中获得了更多证据来支持这些发现。这种行为使他们有别于不经常发表评论的人,后者不愿意分享少数人的意见。此外,我们还证明了这种效应是由人们对少数意见帖子的不同看法所驱动的:是表明评论者身份的机会,还是社交风险。基于这些见解,我们探讨了评分平台如何激励评论发帖,尤其是不经常发帖的人。我们的研究结果扩展了之前关于在线评论中社会影响效应的研究,并对依赖于评级平台并希望在评级平台上征求评论的各利益相关者产生了影响。
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引用次数: 0
Luxury branding and the creator Economy: Emerging challenges and future avenues 奢侈品品牌与创造者经济:新出现的挑战和未来的途径
IF 5.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-08 DOI: 10.1016/j.ijresmar.2024.07.004
Emanuela Prandelli , Yajin Wang , Henri Weijo

This paper identifies and discusses the main issues luxury brands should focus on when building relationships with content creators. We build on the most recent scholarship into luxury brand management as well as emerging evidence from recent initiatives put in place by some pioneers in the field, as recounted in interviews by both luxury brand managers and creator economy stakeholders. Specifically, our contribution wants to address two major challenges that luxury brands are facing in setting the right content creator ecosystem: how should creators be incorporated as strategic partners in luxury brands and how to leverage creators innovate luxury brands. Both theoretical implications and a clear set of managerial guidelines to orient luxury brands’ actions in the content creator economy are provided.

本文指出并讨论了奢侈品牌在与内容创作者建立关系时应关注的主要问题。我们以奢侈品牌管理方面的最新学术研究为基础,并根据奢侈品牌管理者和内容创作者经济利益相关者的访谈,从这一领域的一些先驱者最近采取的举措中获得新的证据。具体而言,我们希望解决奢侈品牌在建立正确的内容创作者生态系统时面临的两大挑战:如何将创作者纳入奢侈品牌的战略合作伙伴,以及如何利用创作者创新奢侈品牌。我们将为奢侈品牌在内容创作者经济中的行动提供理论意义和一套明确的管理指南。
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引用次数: 0
Environmental sustainability considerations (or lack thereof) in consumer decision making 消费者决策中对环境可持续性的考虑(或缺乏考虑
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-08 DOI: 10.1016/j.ijresmar.2024.08.003
Larissa Elmor, Guilherme A. Ramos, Yan Vieites, Bernardo Andretti, Eduardo B. Andrade
Environmental sustainability is often depicted as an important attribute of consideration among consumers. Even if multiple barriers may prevent them from “walking the talk,” a common implicit assumption is that consumers think about sustainability but choose a less eco-friendly route once confronted with such obstacles (e.g., higher prices). Absent from the literature, however, is a systematic investigation of the extent to which sustainability thoughts even come to consumers’ minds. Across six studies using a diverse set of measurements (free and aided elicitation), time of purchase (past or contemporaneous), consumer contexts (online or brick-and-mortar settings), levels of consequentialism (hypothetical or incentive-compatible), and samples (Brazil, UK, and US; =7,942), our research consistently demonstrates that most consumers neglect the products’ environmental impact when making purchase decisions of fast-moving consumer goods. Environmental sustainability considerations are low in absolute terms, relative to other attributes, and even compared to participants’ own injunctive norms. Cognitive accessibility and contextual salience help explain the phenomenon. Considerations increase among consumers with strong environmental goals (e.g., high on biospheric values), for products highly prototypical of the sustainability cause (e.g., plastic bags), and when consumers are prompted with sustainability cues prior to choice (e.g., eco-labels). Methodological, managerial, and policy implications are discussed, and a simple framework to promote environmental sustainability consideration is proposed.
环境可持续性通常被视为消费者考虑的一个重要因素。即使多种障碍可能阻碍他们 "说到做到",但一个常见的隐含假设是,消费者会考虑可持续发展,但一旦遇到这些障碍(如价格上涨),他们就会选择不那么环保的路线。然而,对于消费者在多大程度上想到了可持续发展,相关文献却缺乏系统的调查。在六项研究中,我们使用了不同的测量方法(自由和辅助诱导)、购买时间(过去或当时)、消费环境(在线或实体店环境)、结果主义水平(假设或激励兼容)和样本(巴西、英国和美国;=7942),我们的研究一致表明,大多数消费者在做出快速消费品购买决策时会忽略产品对环境的影响。与其他属性相比,甚至与参与者自身的强制规范相比,环境可持续性考虑的绝对值都很低。认知可及性和情境显著性有助于解释这一现象。具有强烈环保目标(如生物圈价值观高)的消费者、可持续发展事业原型性强的产品(如塑料袋)、以及在选择前有可持续发展线索提示的消费者(如生态标签),都会增加对产品的考虑。本文讨论了方法、管理和政策方面的影响,并提出了一个促进环境可持续性考虑的简单框架。
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引用次数: 0
Party Over Product: People Exaggerate the Influence of Political Cues on Others’ Consumption Preferences 党派重于产品:人们夸大政治线索对他人消费偏好的影响
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-07 DOI: 10.1016/j.ijresmar.2024.07.007
Justin Pomerance, Leaf Van Boven
Consumers often confront offerings that are associated with political cues. For example, a coffee company may tout its liberal relations with employees or suppliers, or may hang bathroom signs that promise to please liberals. In this research, we demonstrate that consumers overestimate how much these partisan cues influence others’ preferences, a pattern we term . We demonstrate exaggerated preference polarization in five studies, and show that it is robust across a variety of common consumption scenarios. While prior research demonstrates that people often overestimate others’ partisanship, the present research demonstrates that people overestimate the influence of partisan cues on other consumers’ preferences. This research contributes to the literature by identifying a novel way in which political polarization influences consumption behavior, especially for interpersonal decision making. This work also has important implications for firms, who should recognize that people will be more responsive to political signals when choosing for others. We discuss further contributions and directions for future research in the general discussion.
消费者经常会面对与政治暗示相关的产品。例如,一家咖啡公司可能会吹嘘其与员工或供应商的自由关系,或者在浴室里悬挂承诺取悦自由主义者的标志。在这项研究中,我们证明了消费者高估了这些党派线索对他人偏好的影响程度,我们将这种模式称为 "偏好极化"。我们在五项研究中证明了夸大的偏好极化现象,并表明这种现象在各种常见的消费场景中都很稳定。以前的研究表明,人们经常会高估他人的党派倾向,而本研究则表明,人们会高估党派线索对其他消费者偏好的影响。本研究发现了政治两极化影响消费行为的一种新方式,尤其是对人际决策的影响,从而为相关文献做出了贡献。这项工作对企业也有重要意义,因为企业应该认识到,人们在为他人做选择时会对政治信号做出更积极的反应。我们将在总论中讨论进一步的贡献和未来的研究方向。
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引用次数: 0
Does the online direct channel cannibalize or synergize the retail Network? The moderating impact of retailer competitive strength 网上直销渠道会蚕食还是协同零售网络?零售商竞争实力的调节作用
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2024-08-07 DOI: 10.1016/j.ijresmar.2024.08.001
Michiel Van Crombrugge, Niels Holtrop, Kathleen Cleeren, Els Breugelmans
Manufacturers in the retailing sector extensively use online sales points of their own, known as online direct channels. This form of manufacturer encroachment offers consumers the possibility to purchase directly from the manufacturer and hence may cannibalize retailer sales. However, it may also create synergy effects by increasing brand awareness, which may create additional retailer sales. In this research, we investigate the cannibalistic versus synergetic nature of the relationship between an established online direct channel and the retail network and assess whether retailer characteristics related to competitive strength impact this relationship. Using unique sales data from the toy industry and vector autoregressive modeling, we find that the short-term cross-channel price elasticity of online direct channels on retailer sales is negative and significant, indicating a synergetic relationship on average. However, the impact is heterogenous across retailers. Our analysis reveals that acquisition utility components of competitive strength, such as price and innovativeness, especially for large items, can enhance synergetic effects and mitigate the risk of cannibalization. Transaction utility components, such as online presence or the number of physical stores, do not play a moderating role.
零售业的制造商广泛使用自己的在线销售点,即所谓的在线直销渠道。这种形式的制造商蚕食为消费者提供了直接从制造商处购买的可能性,因此可能会蚕食零售商的销售额。不过,它也可能通过提高品牌知名度产生协同效应,从而增加零售商的销售额。在本研究中,我们调查了已建立的在线直销渠道与零售网络之间的蚕食性与协同性关系,并评估了与竞争实力相关的零售商特征是否会影响这种关系。利用玩具行业的独特销售数据和向量自回归模型,我们发现在线直销渠道对零售商销售的短期跨渠道价格弹性为负且显著,表明平均而言两者之间存在协同关系。然而,这种影响在不同零售商之间存在差异。我们的分析表明,竞争实力的获取效用要素,如价格和创新性,尤其是对大件商品而言,可以增强协同效应,降低蚕食风险。交易效用要素,如在线业务或实体店数量,并没有起到调节作用。
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引用次数: 0
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International Journal of Research in Marketing
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