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Algorithms propagate gender bias in the marketplace—with consumers’ cooperation 算法在市场上传播性别偏见——与消费者合作
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-04-12 DOI: 10.1002/jcpy.1351
Shelly Rathee, Sachin Banker, Arul Mishra, Himanshu Mishra

Recent research shows that algorithms learn societal biases from large text corpora. We examine the marketplace-relevant consequences of such bias for consumers. Based on billions of documents from online text corpora, we first demonstrate that from gender biases embedded in language, algorithms learn to associate women with more negative consumer psychographic attributes than men (e.g., associating women more closely with impulsive vs. planned investors). Second, in a series of field experiments, we show that such learning results in the delivery of gender-biased digital advertisements and product recommendations. Specifically, across multiple platforms, products, and attributes, we find that digital advertisements containing negative psychographic attributes (e.g., impulsive) are more likely to be delivered to women compared to men, and that search engine product recommendations are similarly biased, which influences consumer's consideration sets and choice. Finally, we empirically examine consumer's role in co-producing algorithmic gender bias in the marketplace and observe that consumers reinforce these biases by accepting gender stereotypes (i.e., clicking on biased ads). We conclude by discussing theoretical and practical implications.

最近的研究表明,算法从大型文本语料库中学习社会偏见。我们研究了这种偏见对消费者的市场相关后果。基于来自在线文本语料库的数十亿份文件,我们首先证明,从语言中嵌入的性别偏见来看,算法学会将女性与比男性更负面的消费者心理特征联系在一起(例如,将女性与冲动投资者和计划投资者联系得更紧密)。其次,在一系列实地实验中,我们表明,这种学习会导致提供带有性别偏见的数字广告和产品推荐。具体而言,在多个平台、产品和属性中,我们发现,与男性相比,包含负面心理属性(如冲动)的数字广告更有可能传递给女性,搜索引擎的产品推荐也有类似的偏见,这会影响消费者的考虑因素和选择。最后,我们实证研究了消费者在市场中共同产生算法性别偏见中的作用,并观察到消费者通过接受性别刻板印象(即点击有偏见的广告)来强化这些偏见。最后,我们讨论了理论和实践意义。
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引用次数: 1
A desire to create shared memories increases consumers' willingness to sacrifice experience quality for togetherness 创造共享记忆的愿望增加了消费者为了团聚而牺牲体验质量的意愿
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-04-09 DOI: 10.1002/jcpy.1352
Ximena Garcia-Rada, Michael I. Norton, Rebecca K. Ratner

This work examines the trade-offs that consumers in relationships make between the overall quality of an activity (i.e., experience quality) and the ability to share the activity in physical proximity to a relationship partner (i.e., togetherness). A pilot study and five experiments demonstrate that consumers value togetherness (vs. experience quality) relatively more when they share the experience with a close (vs. distant) relationship partner. Importantly, this work documents a novel mechanism underlying the value that consumers place on togetherness: a desire to create shared memories. Supportive of this mechanism, the extent to which consumers value togetherness (vs. experience quality) is increased when outcomes for the self and the partner are asymmetrical (vs. symmetrical) if choosing to be apart and is reduced when the experience is framed as utilitarian (vs. hedonic) and when consumers are reminded that they can create shared memories even when apart. Taken together, this work extends previous research on shared consumption by documenting a desire to create shared memories as a novel driver of consumer decision-making in the context of close relationships.

这项研究探讨了处于恋爱关系中的消费者在活动的整体质量(即体验质量)和与恋爱伙伴近距离分享活动的能力(即亲密程度)之间的权衡。一项试点研究和五项实验证明,当消费者与关系亲密(与关系疏远)的伴侣分享体验时,他们相对更看重 "相聚"(与体验质量相比)。重要的是,这项研究记录了消费者重视 "团聚 "的新机制:创造共同回忆的愿望。支持这一机制的是,当选择分开时自己和伴侣的结果不对称(与对称)时,消费者对团聚(与体验质量)的重视程度就会增加;当体验被定格为功利性(与享乐性)时,以及当消费者被提醒即使分开也能创造共同回忆时,消费者对团聚(与体验质量)的重视程度就会降低。综上所述,这项研究扩展了以往关于共同消费的研究,记录了在亲密关系中,创造共同回忆的愿望是消费者决策的新驱动力。
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引用次数: 0
Materialism and life satisfaction relations between and within people over time: Results of a three-wave longitudinal study 随着时间的推移,人们之间和内部的物质主义与生活满意度的关系:三波纵向研究的结果
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-04-04 DOI: 10.1002/jcpy.1350
Esther D. T. Jaspers, Mario Pandelaere, Rik G. M. Pieters, L. J. Shrum

The negative association between materialism and life satisfaction is well-documented, but it is unclear what the directionality of the association is. To address this issue, we (a) conducted a three-wave longitudinal study (N = 6551) over 3 years and examined the bidirectional relations between life satisfaction and materialism as a composite measure and with each of its three facets (happiness, success, and centrality), and (b) estimated Random Intercept Cross-Lagged Panel Models (RI-CLPMs) that separate inter- and intra-individual effects and compared them with traditional CLPMs that do not. The traditional CLPM showed bidirectional negative associations between composite materialism and life satisfaction and strong negative bidirectional association for the happiness facet, but positive effects of the centrality facet on life satisfaction. However, and importantly, the RI-CLPM revealed that these relations exist predominantly between people. Within people, materialism does not impact life satisfaction, but life satisfaction does impact the happiness facet negatively. These findings challenge common ideas that the direction of the effect is from materialism to life satisfaction and that it is unilaterally negative.

物质主义和生活满意度之间的负面联系是有据可查的,但这种联系的方向是什么还不清楚。为了解决这一问题,我们(a)进行了为期3年的三波纵向研究(N = 6551),并将生活满意度与物质主义作为一种复合衡量标准及其三个方面(幸福、成功和中心性)中的每一个方面进行了双向关系检验,(b)估计了随机截距交叉滞后面板模型(ri - clpm),该模型分离了个体间和个体内部的影响,并将其与传统的clpm进行了比较。传统的CLPM结果显示复合物质主义对生活满意度的影响为双向负相关,而幸福感对生活满意度的影响为双向负相关,而中心性对生活满意度的影响为正相关。然而,重要的是,RI-CLPM揭示了这些关系主要存在于人与人之间。对人来说,物质主义不会影响生活满意度,但生活满意度确实会对幸福感产生负面影响。这些发现挑战了普遍的观点,即影响的方向是从物质主义到生活满意度,并且它是单方面消极的。
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引用次数: 0
“Inside” versus “outside” trends in consumer research 消费者研究的“内部”与“外部”趋势
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-04-01 DOI: 10.1002/jcpy.1349
Edwin Camilleri, Nitika Garg, Shah Jahan Miah

Given its multi-faceted nature, consumer research has evinced interest from scholars both within and outside the marketing domain, resulting in ongoing knowledge contributions from a diverse range of disciplines. We conduct a comprehensive review and comparison across both marketing (“inside”) and non-marketing (“outside”) disciplines to identify which topics are most and least focused on within each disciplinary domain and which are emerging as the most impactful. We also identify which of the marketing (FT50) journals are at the forefront of cutting-edge research and demonstrate their contributions to the progression of the most impactful topics in the field. Based on our findings, we identify key gaps and under-researched areas of substantive interest, highlight impactful emerging topics in non-marketing journals where marketing could offer unique perspectives, and provide concrete suggestions and directions to further progress and stimulate consumer research.

鉴于消费者研究的多面性,市场营销领域内外的学者都对消费者研究产生了浓厚的兴趣,从而促使不同学科不断贡献知识。我们对市场营销("内部")和非市场营销("外部")两个学科进行了全面的回顾和比较,以确定每个学科领域内哪些课题最受关注,哪些课题最不被关注,以及哪些课题正在成为最有影响力的课题。我们还确定了哪些市场营销(FT50)期刊处于前沿研究的最前沿,并展示了它们对该领域最具影响力的课题的进展所做的贡献。根据我们的研究结果,我们确定了关键差距和研究不足的实质性兴趣领域,强调了非市场营销学期刊中具有影响力的新兴主题,其中市场营销学可以提供独特的视角,并为进一步推动和促进消费者研究提供了具体的建议和方向。
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引用次数: 0
A joint account with my future self: Self-continuity facilitates adjustment of present spending to future income changes 与未来的自己共同开设账户:自我连续性有助于调整当前支出以适应未来收入的变化
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-03-17 DOI: 10.1002/jcpy.1348
Anja D. Schanbacher, David Faro, Simona Botti

Is consumers' present spending influenced by future changes in their income? From an economic perspective, consumers should reduce present spending when anticipating a future income decrease and boost spending when anticipating a future income increase to maximize their welfare. We find that although consumers tend to adjust their spending to a future income decrease, they are less likely to do so to a future income increase. We show that this is, in part, due to a low sense of self-continuity, a tendency to view the future self whose income increases as if it were a different person and, as a result, to categorize present and future income into two separate mental accounts. Enhancing self-continuity leads consumers to combine present and future income in a single mental account, and thereby facilitates adjustment of present spending to a future income increase. Whereas prior work linked high self-continuity to reduced present spending, we identify a context in which high self-continuity can boost present spending. We discuss the implications of these findings for consumer well-being.

消费者现在的支出是否会受到未来收入变化的影响?从经济学角度看,消费者在预期未来收入减少时应减少当前支出,而在预期未来收入增加时应增加支出,以实现福利最大化。我们发现,虽然消费者倾向于在未来收入减少时调整支出,但他们不太可能在未来收入增加时这样做。我们的研究表明,造成这种情况的部分原因是消费者的自我连续性意识薄弱,他们倾向于将收入增加的未来自己视为另一个人,并因此将现在和未来的收入划分为两个不同的心理账户。自我连续性的增强会使消费者将现在和未来的收入合并到一个心理账户中,从而有利于根据未来收入的增长调整现在的支出。之前的研究将高自我连续性与减少当前支出联系在一起,而我们则发现了高自我连续性可以促进当前支出的情况。我们将讨论这些发现对消费者福祉的影响。
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引用次数: 0
Feedback-induced action–outcome associations increase consumer impatience 反馈诱导的行动-结果关联增加了消费者的不耐烦
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-03-09 DOI: 10.1002/jcpy.1347
Haichao Lin, Qian Xu, Liyin Jin

Do various kinds of feedback influence consumer impatience? Five studies involving hypothetical and real behavioral consequences demonstrate that compared with lump-sum feedback (i.e., feedback provided in bulk at the end), piecemeal feedback (i.e., feedback provided piece by piece in the process) increases consumer impatience (i.e., preference toward now options). This effect occurs because piecemeal feedback (vs. lump-sum feedback) establishes a reliable action–outcome association, which activates a general action goal to induce consumers to be more action oriented, making them more eager to complete actions for outcomes in subsequent related or unrelated situations. This effect is robust regardless of whether the valence of feedback is positive or negative, whether the outcome involves gain or loss (Study 1), and whether the form of feedback is monetary or informative (Study 2). Furthermore, we show that piecemeal feedback increases consumer impatience only when it is provided at a fixed ratio rather than at a variable ratio schedule (Study 3), when it is provided directly following behaviors (Study 4), and when it is directed to actions (vs. inactions) (Study 5). These findings contribute to the action goal research and consumer impatience literature.

各种反馈会影响消费者的不耐烦吗?五项涉及假设和真实行为后果的研究表明,与一次性反馈(即在最后提供的大量反馈)相比,零散反馈(即在过程中逐条提供的反馈)会增加消费者的不耐烦程度(即对现在选择的偏好)。之所以会产生这种效应,是因为零碎反馈(相对于一次性反馈)建立了可靠的行动-结果关联,从而激活了一般行动目标,诱导消费者更加注重行动,使他们更渴望在随后相关或不相关的情境中完成行动以获得结果。无论反馈的价值是积极的还是消极的,无论结果涉及收益还是损失(研究 1),也无论反馈的形式是货币性的还是信息性的(研究 2),这种效应都是稳健的。此外,我们还发现,只有在以固定比例而非可变比例提供反馈时(研究 3)、在行为发生后直接提供反馈时(研究 4)以及在针对行动(而非不行动)提供反馈时(研究 5),零散反馈才会增加消费者的不耐烦。这些发现为行动目标研究和消费者不耐烦文献做出了贡献。
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引用次数: 0
Style, content, and the success of ideas 风格、内容和想法的成功
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-03-06 DOI: 10.1002/jcpy.1346
Reihane Boghrati, Jonah Berger, Grant Packard

From marketers and consumers to leaders and health officials, everyone wants to increase their communications' impact. But why are some communications more impactful? While some argue that content drives success, we suggest that style, or the way ideas are presented, plays an important role. To test style's importance, we examine it in a context where content should be paramount: academic research. While scientists often see writing as a disinterested way to communicate unobstructed truth, a multi-method investigation indicates that writing style shapes impact. To separate content from style, we focus on a unique class of words linked to style (i.e., function words such as “and,” “the,” and “on”) that are devoid of content. Natural language processing of almost 30,000 articles from a range of disciplines finds that function words explain 4–11% of overall variance explained and 11–27% of language content's impact on citations. Additional analyses examine particular style features that may shape success, and why, highlighting the role of writing simplicity, personal voice, and temporal perspective. Experiments further indicate the causal impact of style. The results suggest ways to boost communication's impact and highlight the value of natural language processing for understanding the success of ideas.

从营销人员和消费者到领导者和卫生官员,每个人都希望增加他们的沟通影响力。但为什么有些沟通更有影响力呢?虽然有些人认为内容驱动成功,但我们认为风格或想法的表达方式起着重要作用。为了检验风格的重要性,我们将在内容至上的背景下进行研究:学术研究。虽然科学家们经常将写作视为一种无私的方式来传达无障碍的真相,但一项多方法的调查表明,写作风格会影响影响力。为了将内容与风格区分开来,我们关注一类与风格相关的独特单词(即虚词,如“and”、“the”和“on”),这些单词没有内容。对来自一系列学科的近30000篇文章的自然语言处理发现,虚词解释了解释的4-11%的总体方差和11-27%的语言内容对引文的影响。额外的分析考察了可能塑造成功的特定风格特征及其原因,强调了写作简洁、个人声音和时间视角的作用。实验进一步表明了风格的因果影响。研究结果提出了提高沟通影响力的方法,并强调了自然语言处理对理解想法成功的价值。
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引用次数: 3
Low-fit cause-related marketing: When and why do consumers respond positively? 低合身公益营销:消费者何时以及为什么会积极响应?
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-03-03 DOI: 10.1002/jcpy.1345
Yoshiko DeMotta, Catherine Janssen, Sankar Sen

This paper examines when and why consumers are likely to support low-fit cause-related marketing (CM) initiatives. Through six studies, we demonstrate that when consumers think more holistically rather than analytically, they are likely to respond as positively to low-fit CM initiatives as high-fit ones. This effect occurs because holistic thinkers focus not only on the company and its characteristics but also on the perceived need of the cause beneficiaries, making them more likely to perceive the corporate motives to be public-serving, producing more favorable evaluations of the company. Dispositional skepticism toward corporate social responsibility (CSR) acts as a boundary condition of this effect.

本文探讨了消费者何时以及为何会支持低契合度的原因相关营销(CM)活动。通过六项研究,我们证明了当消费者更多地从整体角度而非分析角度考虑问题时,他们很可能对低契合度的公益营销活动做出与高契合度的公益营销活动同样积极的回应。产生这种效应的原因是,全面思考者不仅关注公司及其特点,还关注事业受益人的感知需求,这使他们更有可能认为公司的动机是为公众服务,从而对公司做出更有利的评价。对企业社会责任(CSR)的倾向性怀疑是这一效应的边界条件。
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引用次数: 0
How economic system justification shapes demand for peer-to-peer providers 经济体系的合理性如何影响对点对点服务提供者的需求
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-02-09 DOI: 10.1002/jcpy.1344
Aylin Cakanlar, Nailya Ordabayeva

With the proliferation of peer-to-peer (P2P) exchanges in the marketplace, understanding which consumer factors drive demand for P2P providers is important. We examine the role of consumers' economic system justification (ESJ) beliefs (about the fairness of existing economic arrangements and outcomes), which, despite their growing salience in the marketplace, have been overlooked in extant P2P research. We show that high (vs. low) ESJ increases consumers' interest in purchasing from P2P providers because it heightens perceptions of these providers' entrepreneurial spirit. The effect emerges in the laboratory and in the field with measured and manipulated ESJ, and it is attenuated for traditional commercial providers. The findings offer novel insights and implications for practice and emerging research on P2P exchanges, system justification, and ideological consumption more broadly.

随着点对点(P2P)交易在市场上的扩散,了解哪些消费者因素推动了对P2P提供商的需求是很重要的。我们研究了消费者的经济系统正当性(ESJ)信念(关于现有经济安排和结果的公平性)的作用,尽管它们在市场中日益突出,但在现有的P2P研究中却被忽视了。我们表明,高(相对于低)ESJ增加了消费者从P2P提供商那里购买的兴趣,因为它提高了对这些提供商的创业精神的看法。该效应在实验室和现场通过测量和操纵的ESJ出现,并且对于传统的商业供应商来说是减弱的。这些发现为P2P交换、系统论证和更广泛的意识形态消费的实践和新兴研究提供了新的见解和启示。
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引用次数: 0
Proximity bias: Interactive effect of spatial distance and outcome valence on probability judgments 邻近偏差:空间距离和结果效价对概率判断的交互作用
IF 4.8 2区 管理学 Q2 BUSINESS Pub Date : 2023-01-10 DOI: 10.1002/jcpy.1341
Jennifer Seokhwa Hong, Chiara Longoni, Vicki G. Morwitz

Across a range of decision contexts, we provide evidence of a novel proximity bias in probability judgments, whereby spatial distance and outcome valence systematically interact in determining probability judgments. Six hypothetical and incentive-compatible experiments (combined N = 4007) show that a positive outcome is estimated as more likely to occur when near than distant, whereas a negative outcome is estimated as less likely to occur when near than distant (studies 1–6). The proximity bias is explained by wishful thinking and thus perceptions of outcome desirability (study 3), and it does not manifest when an outcome is less relevant for the self, such as the case of outcomes with little consequence for the self (studies 4 and 5) or when estimating outcomes for others who are irrelevant to the self (study 6). Overall, the proximity bias we document deepens our understanding of the antecedents of probability judgments.

在一系列决策情境中,我们提供了概率判断中一种新的接近偏差的证据,即空间距离和结果价值在决定概率判断时系统性地相互作用。六项假设和激励相容的实验(总人数= 4007)表明,正面结果在近处发生的可能性比远处大,而负面结果在近处发生的可能性比远处小(研究 1-6)。就近偏差可以用一厢情愿的想法来解释,因此也可以用对结果可取性的感知来解释(研究 3),当结果与自己的相关性较低时,如对自己影响不大的结果(研究 4 和 5),或在估计与自己无关的他人的结果时(研究 6),就不会表现出就近偏差。总之,我们记录的接近性偏差加深了我们对概率判断前因的理解。
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引用次数: 0
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Journal of Consumer Psychology
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