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A dual-orientation framework integrating explicit and silent information for Mobile game improvement and publicity: An asymmetry and term-level CR analysis based on online reviews 整合显性和隐性信息的手机游戏改进和宣传的双取向框架:基于在线评论的不对称期限级CR分析
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-10 DOI: 10.1016/j.jretconser.2025.104677
Yanze Liu , Tian-Hui You , Bing-Bing Cao , Junrong Zou
This study proposes a dual-orientation framework for mining customer requirements (CRs) from online reviews to support product improvement and publicity in mobile games. Existing research often overlooks silent information embedded in unmentioned CRs, limiting the effectiveness of strategic decision-making. Our framework integrates explicit and silent information through term-level asymmetry analysis. Specifically, BERTopic and BW-CNN are used to extract CRs and sentiments, while SHAP quantifies their influence on satisfaction. A four-quadrant perception model is developed to conduct asymmetry analysis of silent information, and the Kano model is applied to perform asymmetry analysis of explicit feedback. Finally, LIME-based term contribution analysis integrates these perspectives to evaluate the priorities of CR improvement and publicity. Experiments on 72,000 reviews from eight mobile games demonstrate the effectiveness of the proposed method in providing a comprehensive understanding of customer perceptions and supporting more targeted product improvement and publicity strategies.
本研究提出了一个双重导向的框架,用于从在线评论中挖掘客户需求(CRs),以支持手机游戏的产品改进和宣传。现有的研究往往忽略了隐藏在未被提及的cr中的沉默信息,从而限制了战略决策的有效性。我们的框架通过术语级不对称分析集成了显式和隐性信息。具体来说,BERTopic和BW-CNN用于提取cr和情感,而SHAP量化了它们对满意度的影响。建立了四象限感知模型对沉默信息进行不对称分析,并应用Kano模型对显式反馈进行不对称分析。最后,基于lime的期限贡献分析整合了这些观点,以评估企业社会责任改善和宣传的优先级。对来自8款手机游戏的72000条评论进行的实验表明,该方法在全面了解用户看法、支持更有针对性的产品改进和宣传策略方面是有效的。
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引用次数: 0
The new frontier of customer understanding: Financial satisfaction and AutoML in banking 客户理解的新前沿:金融满意度和银行自动化
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-10 DOI: 10.1016/j.jretconser.2025.104601
Manuel Alonso Dos Santos , Carmen Zarco-Fernández , Francisco Liébana-Cabanillas
The objective of this study is to examine the factors associated with financial satisfaction using microdata from the Bank of Spain's Financial Competence Survey (2016 and 2021). Machine learning allows us to explore a wide range of possible predictors of financial satisfaction, overcoming the limitations of traditional approaches. The proposed methodological design combines predictive accuracy with interpretability, capturing hierarchical effects and interaction patterns that traditional approaches often overlook. The results consistently highlight household income and employment status as key structural factors, while perceived financial constraints, ability to meet expenses, and financial concerns emerge as influential perceptual correlates. The comparative analysis reveals two complementary segmentation logics: one dominated by objective resources and another focused on perceptions and planning behaviors, with evidence of a shift between 2016 and 2021 toward the growing importance of subjective assessments. This approach enables us to identify the variables most strongly associated with financial satisfaction, complementing existing models in the literature. Substantively, the results highlight that financial well-being is not only related to objective resources but also to how individuals interpret and manage them. These associations should be understood as correlational patterns rather than causal effects. From a managerial perspective, the findings underscore the need for retail financial institutions to integrate perceptual and behavioral dimensions into segmentation strategies to anticipate dissatisfaction, tailor services, and strengthen long-term consumer relationships.
本研究的目的是使用西班牙银行金融能力调查(2016年和2021年)的微观数据来研究与财务满意度相关的因素。机器学习使我们能够探索各种可能的财务满意度预测因素,克服传统方法的局限性。所提出的方法设计结合了预测准确性和可解释性,捕获了传统方法经常忽略的层次效应和交互模式。结果一致强调,家庭收入和就业状况是关键的结构性因素,而感知到的财务约束、支付费用的能力和财务担忧则是有影响力的感知相关因素。对比分析揭示了两种互补的分割逻辑:一种以客观资源为主,另一种侧重于感知和规划行为,有证据表明,2016年至2021年间,主观评估的重要性日益增加。这种方法使我们能够识别与财务满意度最密切相关的变量,补充了文献中的现有模型。从本质上讲,研究结果强调,财务健康不仅与客观资源有关,而且与个人如何解释和管理资源有关。这些关联应该被理解为相关模式,而不是因果关系。从管理角度来看,研究结果强调了零售金融机构需要将感知和行为维度整合到细分策略中,以预测不满意,定制服务,并加强长期消费者关系。
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引用次数: 0
The effect of cross-gender endorsement in live streaming:the moderating role of sexually related products 直播中的跨性别代言效应:性相关产品的调节作用
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-10 DOI: 10.1016/j.jretconser.2025.104676
Shuwei Mo , Yixing Yang
This study investigates the impact of cross-gender endorsements in live-streaming e-commerce on consumer behaviors, revealing the mediating pathway through engagement atmosphere and the boundary of sexually related products (e.g., intimate apparel). Based on 325,298 livestreaming records from Douyin (TikTok China), Word2Vec-RF sentiment analysis and econometric regression are employed. The findings indicate that cross-gender endorsements (e.g., male streamers promoting female-targeted products or female streamers promoting male-targeted products) reduce livestream sales. Further mechanism analysis demonstrates that the engagement atmosphere (e.g., danmaku emotion, virtual gifts and purchasing display) in live streaming mediates this relationship. Simultaneously, sexually related products activate consumers’ short-term mating motives and mitigate status quo bias, thereby weakening the negative impact of cross-gender endorsements on livestream revenue. The research uncovers the dynamic interplay between gender roles and product categories, providing theoretical support for e-commerce platforms to optimize streamer-gender matching strategies.
本研究考察了电商直播中跨性别代言对消费者行为的影响,揭示了参与氛围和性相关产品(如贴身服饰)边界的中介路径。基于抖音(TikTok中国)的325,298条直播记录,采用Word2Vec-RF情感分析和计量经济回归。研究结果表明,跨性别代言(例如,男性主播推广针对女性的产品或女性主播推广针对男性的产品)会减少直播销售。进一步的机制分析表明,直播中的参与氛围(如弹幕情绪、虚拟礼物和购买展示)起到了中介作用。同时,性相关产品激活了消费者的短期交配动机,缓解了现状偏见,从而削弱了跨性别代言对直播收入的负面影响。研究揭示了性别角色与产品品类之间的动态相互作用,为电商平台优化主播性别匹配策略提供理论支持。
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引用次数: 0
Exploring psychological dependency on romantic companion robots in the single economy: Implications for digital intimacy and consumer services 探索在单一经济中对浪漫伴侣机器人的心理依赖:对数字亲密和消费者服务的影响
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-08 DOI: 10.1016/j.jretconser.2025.104665
Qian Bao , Guanhong Xie , Yuan Yao
The emergence of the single economy, combined with advances in artificial intelligence (AI), has given rise to AI technologies centred on romantic companion robots (RCRs). These technologies are profoundly reshaping young users' perceptions and experiences of intimate relationships. Drawing on the stimulus–organism–response (S–O–R) theoretical framework, this study employs a multi-method approach that integrates partial least squares structural equation modelling (PLS-SEM), artificial neural networks (ANNs), and necessary condition analysis (NCA) to develop and validate a composite pathway model of users' psychological dependence on RCRs. Using the ‘Xingye’ RCR application as a case study, 457 valid responses were collected to evaluate the effects of six key stimulus variables – perceived personalisation, anthropomorphism, interactivity, hedonic motivation, intimacy, and moral perception – on user trust and satisfaction. Moreover, this study examined the mediating roles of trust and satisfaction in shaping psychological dependence. Results from PLS-SEM supported all hypothesised relationships, confirming trust and satisfaction as critical mediators. ANN analysis further revealed significant nonlinear effects of intimacy, moral perception, and interactivity on trust and satisfaction. In addition, NCA identified intimacy and interactivity as necessary conditions for the formation of psychological dependence. Furthermore, immersion tendency significantly moderates the relationship between interactivity and trust, while demographic factors such as gender, age, and education level exert differential influences. Overall, these findings advance empirical understanding of human–robot intimacy in the era of digital affective technologies and provide theoretical foundations and practical implications for the personalised design, ethical regulation, and market deployment of RCR products.
单一经济的出现,加上人工智能(AI)的进步,催生了以浪漫伴侣机器人(rcr)为中心的人工智能技术。这些技术正在深刻地重塑年轻用户对亲密关系的看法和体验。本研究基于刺激-生物-反应(S-O-R)理论框架,采用偏最小二乘结构方程模型(PLS-SEM)、人工神经网络(ann)和必要条件分析(NCA)相结合的多方法方法,构建并验证了用户对rcr心理依赖的复合路径模型。以“星业”RCR应用程序为例,收集了457份有效回复,以评估六个关键刺激变量(感知个性化、拟人化、互动性、享乐动机、亲密感和道德感知)对用户信任和满意度的影响。此外,本研究还考察了信任和满意度在心理依赖形成中的中介作用。PLS-SEM的结果支持所有假设的关系,证实信任和满意度是关键的中介。人工神经网络分析进一步揭示了亲密度、道德感知和互动性对信任和满意度的显著非线性影响。此外,NCA认为亲密和互动是形成心理依赖的必要条件。此外,沉浸倾向显著调节互动性与信任的关系,而性别、年龄和受教育程度等人口因素对互动性和信任的影响存在差异。总体而言,这些发现促进了对数字情感技术时代人机亲密关系的实证理解,并为RCR产品的个性化设计、伦理监管和市场部署提供了理论基础和实践意义。
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引用次数: 0
Doing good but feeling bad: How checkout donation requests might backfire for retailers by eliciting negative emotional and cognitive consumer response 做得好,但感觉不好:结账捐赠请求如何引起消费者消极的情绪和认知反应,从而对零售商产生适得其反的效果
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-08 DOI: 10.1016/j.jretconser.2025.104673
Ying Zou, David Matthews, Sally Rao Hill, Arvid O.I. Hoffmann
Checkout donation requests are increasingly common and are generally considered beneficial for both charities and retailers. In a novel contribution, we investigate potential negative effects of such requests and how they may backfire on retailers. Drawing on the Stimulus–Organism–Response (S–O–R) framework, we explore consumers’ emotional (feeling of anxiety) and cognitive (perceived intrusiveness) responses to checkout donation requests, and the subsequent effects on both donation outcomes (donation intention) and retailer-relevant non-donation outcomes (checkout satisfaction, attitude towards retailer, repurchase intention). We focus on perceived time and social pressure as triggers of negative responses and test whether donation-related warm glow and checkout charity skepticism mediate those associations. Analyzing survey data from U.S. consumers (N = 329) using partial least squares structural equation modeling demonstrates that time pressure and social pressure are associated with negative consumer responses. Anxiety reduces donation intentions via diminished warm glow and may also link to lower checkout satisfaction through warm glow. In contrast, perceived intrusiveness may be associated with donation intentions and checkout satisfaction through increased skepticism. Perceived intrusiveness influences outcomes for retailers primarily through increased skepticism rather than warm glow. These findings suggest that retailers should prioritize minimizing consumer skepticism when designing checkout donation requests to avoid potential backfire effects on both donations and customer experience. We contribute to theory by identifying antecedents of negative consumer responses and explain how they may harm retailers through dual affective and cognitive mechanisms, providing guidance for more effective checkout charity campaigns.
结帐捐赠请求越来越普遍,通常被认为对慈善机构和零售商都有好处。在一项新颖的贡献中,我们调查了这些要求的潜在负面影响,以及它们如何对零售商产生适得其反的影响。利用刺激-机体-反应(S-O-R)框架,我们探讨了消费者对结帐捐赠请求的情感(焦虑感)和认知(感知侵入性)反应,以及随后对捐赠结果(捐赠意愿)和与零售商相关的非捐赠结果(结帐满意度、对零售商的态度、再购买意愿)的影响。我们关注感知时间和社会压力作为负面反应的触发因素,并测试与捐赠相关的温暖辉光和结账慈善怀疑是否介导了这些关联。利用偏最小二乘结构方程模型分析美国消费者(N = 329)的调查数据表明,时间压力和社会压力与消费者的负面反应有关。焦虑通过减少暖光降低捐赠意愿,也可能通过暖光降低结帐满意度。相比之下,通过增加怀疑,感知到的侵入性可能与捐赠意图和结帐满意度有关。感知到的侵入性影响零售商的结果主要是通过增加怀疑,而不是温暖的光芒。这些发现表明,零售商在设计结账捐赠请求时应优先考虑尽量减少消费者的怀疑,以避免对捐赠和客户体验产生潜在的适得其反的影响。我们通过识别负面消费者反应的前因,并解释它们如何通过双重情感和认知机制损害零售商,为更有效的结账慈善活动提供指导,从而为理论做出贡献。
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引用次数: 0
Beyond technology: The dual role of AI and narratives in driving ESG performance in China's retail industry 超越技术:人工智能和叙事在推动中国零售业ESG绩效方面的双重作用
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-06 DOI: 10.1016/j.jretconser.2025.104675
Tian tian Mu , Qiaojuan Shan , Guangyu Zhu , Yang Xu , Gomaa Agag , Osman Alipour
This research explores the dual role of artificial intelligence (AI) and its narratives in shaping environmental, social, and governance (ESG) performance in China's retail industry. Drawing on the dynamic capabilities view and signaling theory, we conceptualize AI as both a substantive technological resource and a symbolic communicative mechanism, with green innovation serving as a mediating process. Using panel data of 2306 A-share listed retail firms from 2020 to 2024 (9710 firm-year observations), we employ system generalized method of moments (GMM) estimations to address dynamic panel bias, endogeneity, and unobserved heterogeneity. The findings reveal that both AI technology and AI narrative have a positive impact on ESG performance, with AI technology exerting a stronger substantive effect and AI narratives functioning as credible signals that enhance legitimacy. Moreover, green innovation significantly improves ESG outcomes and partially mediates the artificial intelligence - ESG performance relationship. Robustness checks using alternative measures, estimators, subsamples, and placebo tests confirm the stability of the findings. This research contributes to the literature by linking digital transformation and sustainability, highlighting the interplay between substantive and symbolic mechanisms, and providing insights from an emerging economy context. The findings offer theoretical, managerial, and policy implications for leveraging AI to advance sustainable development in retailing.
本研究探讨了人工智能(AI)及其叙事在塑造中国零售业环境、社会和治理(ESG)绩效方面的双重作用。借鉴动态能力观和信号理论,我们将人工智能定义为一种实质性的技术资源和一种象征性的沟通机制,绿色创新是其中的中介过程。利用2020年至2024年2306家a股零售上市公司的面板数据(9710家公司年观测数据),我们采用系统广义矩量法(GMM)估计来解决动态面板偏差、内生性和未观察到的异质性。研究结果表明,人工智能技术和人工智能叙事对ESG绩效都有积极影响,人工智能技术发挥了更强的实质性作用,人工智能叙事作为可信的信号,增强了合法性。此外,绿色创新显著改善了ESG结果,并部分中介了人工智能与ESG绩效的关系。鲁棒性检查使用替代措施,估计,子样本,和安慰剂测试证实了研究结果的稳定性。本研究通过将数字化转型与可持续性联系起来,突出了实质性机制和象征性机制之间的相互作用,并从新兴经济背景下提供了见解,从而为文献做出了贡献。研究结果为利用人工智能促进零售业的可持续发展提供了理论、管理和政策启示。
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引用次数: 0
The role of scent congruence with luxury brand image in consumers’ emotions, memory, and brand resonance: A mixed-methods approach using EEG and quantitative analyses 气味与奢侈品牌形象的一致性在消费者情感、记忆和品牌共鸣中的作用:使用脑电图和定量分析的混合方法方法
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-05 DOI: 10.1016/j.jretconser.2025.104663
Sanghee Kim , Hyo Jung (Julie) Chang , Bengie L. Ortiz , Jo Woon Chong
The extension of luxury retailers into the fragrance segment is an emerging trend, particularly as a compelling strategy to target young consumers. In line with this shift in the luxury market, through the lens of cognitive balance theory and the Proust effect, this study explores how the congruence of scents with the luxury brand image affects consumers' positive emotions (Study 1), memory, and approach responses (Study 2). By leveraging electroencephalography (EEG) analysis, Study 1 reveals contradictory results regarding emotional reactions: scent incongruence with the luxury brand image increases joy, while scent congruence elicits liking. Meanwhile, Study 2's findings indicate the importance of brand cues in cognitive reactions. The findings empirically demonstrate that scent congruence with the luxury brand image has a greater effect on consumer preference and memory, thereby leading to satisfaction, brand resonance, and purchase intention. The paradoxical findings from the EEG and quantitative analyses highlight that immediate brain responses and cognitive evaluations differ in consumer decision-making regarding luxury fragrances. This research enhances knowledge of luxury retailing concerning sensory experience and brand extension, providing practical insights for luxury retailers as they foray into the fragrance category as an effective strategy to strengthen consumer–brand relationships and drive potential luxury product purchases.
奢侈品零售商向香水领域的扩张是一种新兴趋势,尤其是作为一种吸引年轻消费者的有力战略。根据奢侈品市场的这种转变,本研究通过认知平衡理论和普鲁斯特效应的视角,探讨了气味与奢侈品品牌形象的一致性如何影响消费者的积极情绪(研究1)、记忆和方法反应(研究2)。通过利用脑电图(EEG)分析,研究1揭示了情绪反应的矛盾结果:与奢侈品牌形象不一致的气味增加了快乐,而气味一致则引起了喜欢。同时,研究2的发现表明品牌线索在认知反应中的重要性。研究结果表明,气味与奢侈品品牌形象的一致性对消费者偏好和记忆的影响更大,从而导致消费者满意度、品牌共鸣和购买意愿。来自脑电图和定量分析的矛盾发现强调了消费者对奢侈香水的决策时,大脑的即时反应和认知评估是不同的。本研究提高了奢侈品零售在感官体验和品牌延伸方面的知识,为奢侈品零售商提供了实用的见解,因为他们将香水作为一种有效的策略来加强消费者与品牌的关系,并推动潜在的奢侈品购买。
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引用次数: 0
Is entering the low-end market better? The implication of managing out-of-season product with pricing strategies 进入低端市场更好吗?用定价策略管理过季产品的含义
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-05 DOI: 10.1016/j.jretconser.2025.104650
Li Hengyu , Man Jiahe , Gegen Tana , Chai Junwu
Contemporary retailers face a critical marketing decision in managing out-of-season products: whether to introduce them into low-end markets or to dispose of them entirely. This paper characterizes three pricing mechanisms free pricing, differentiated pricing, and uniform pricing to investigate how retailers strategically select among these options alongside the scrapping alternative. Our principal findings are as follows. First, when scrapping costs are low, retailers are inclined to adopt a scrapping strategy; however, when scrapping costs are high, the decision depends on factors such as sales rate, negative brand effects, and the size of the low-end market. Specifically, when the low-end market is small and the sales rate is moderate, retailers tend to prefer a free pricing strategy, whereas an expanding low-end market supports a uniform pricing strategy. Additionally, increases in the sales rate and negative brand impact drive firms toward a differentiated pricing approach to mitigate adverse brand perceptions and attract price-sensitive consumers. Second, selling out-of-season products can be environmentally beneficial under conditions of low scrapping costs with minimal environmental impact, or in scenarios where both scrapping costs and associated pollution are comparatively high. Finally, and counterintuitively, our results indicate that profitability, consumer surplus and social welfare do not necessarily increase with the sales rate; instead, they may decrease when the sales rate exceeds a relatively high threshold. An important implication for the retailer is that pursuing an excessively high sales rate may be detrimental to both retailer profit and social welfare.
当代零售商在管理过季产品时面临着一个关键的营销决策:是将这些产品引入低端市场,还是完全抛弃它们。本文描述了三种定价机制,即自由定价、差别定价和统一定价,以探讨零售商如何在这些选项和报废选项之间进行战略选择。我们的主要发现如下。首先,当报废成本较低时,零售商倾向于采用报废策略;然而,当报废成本较高时,决策取决于销售率,负面品牌效应和低端市场规模等因素。具体来说,当低端市场规模较小且销售率适中时,零售商倾向于采用自由定价策略,而当低端市场不断扩大时,零售商则倾向于采用统一定价策略。此外,销售率的增加和负面的品牌影响促使公司采取差异化定价方法,以减轻不良的品牌认知,吸引对价格敏感的消费者。其次,在报废成本低、对环境影响最小的情况下,或者在报废成本和相关污染都相对较高的情况下,销售过季产品可能对环境有益。最后,与我们的直觉相反,我们的结果表明,盈利能力、消费者剩余和社会福利并不一定随着销售率的增加而增加;相反,当销售率超过一个相对较高的阈值时,它们可能会下降。对零售商来说,一个重要的启示是,追求过高的销售率可能对零售商的利润和社会福利都有害。
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引用次数: 0
An innovation resistance theory perspective on augmented reality in retail: The moderating role of culture in active and passive resistance 零售业增强现实创新阻力理论视角:文化在主动和被动阻力中的调节作用
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-04 DOI: 10.1016/j.jretconser.2025.104655
Daniel K. Maduku , Joyce I. Mxinwa
As retailers increasingly adopt augmented reality (AR) to enhance shopping experiences, consumer resistance remains a critical barrier to its widespread adoption. This research extends innovation resistance theory (IRT) by introducing a dual-pathway model of resistance, distinguishing between active (deliberate opposition) and passive (non-engagement) forms. Based on a survey of South African consumers (n = 516), we investigate how usage, value, risk, tradition, and image barriers drive passive and active resistance and examine the moderating role of individual-level uncertainty avoidance (UA). The results establish image and value as universal drivers of both resistance forms. However, the pathways diverge: risk and tradition barriers uniquely predict passive resistance, whereas usage complexity specifically fuels active resistance. Furthermore, UA acts as a critical contingency, amplifying the effects of usage and tradition barriers while paradoxically attenuating the influence of value barriers. These findings reveal that AR resistance is a multifaceted phenomenon shaped by the interplay of innovation barriers and cultural predispositions. The study contributes a reconceptualized, culturally moderated model of AR resistance and provides novel insights from an under-explored emerging market context.
随着零售商越来越多地采用增强现实(AR)来增强购物体验,消费者的抵制仍然是其广泛采用的关键障碍。本研究扩展了创新抵抗理论(IRT),引入了抵抗的双途径模型,区分了主动(故意反对)和被动(不参与)形式。基于对南非消费者(n = 516)的调查,我们调查了使用、价值、风险、传统和形象障碍如何驱动被动和主动抵抗,并检查了个人层面的不确定性规避(UA)的调节作用。结果确立了形象和价值作为两种抵抗形式的普遍驱动因素。然而,途径是不同的:风险和传统障碍唯一地预测了被动阻力,而使用复杂性特别地激发了主动阻力。此外,UA作为一个关键的偶然性,放大了使用和传统障碍的影响,同时矛盾地减弱了价值障碍的影响。这些发现表明,抗AR是一种由创新障碍和文化倾向相互作用形成的多方面现象。该研究提供了一个重新概念化的、文化调节的抗AR模型,并从一个未被开发的新兴市场背景下提供了新的见解。
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引用次数: 0
Reconciling consumer intuition and machine: Algorithmic intuition conflict and the design of Consumer–AI collaboration 调和消费者直觉与机器:算法直觉冲突与消费者-人工智能协作的设计
IF 13.1 1区 管理学 Q1 BUSINESS Pub Date : 2025-12-04 DOI: 10.1016/j.jretconser.2025.104660
Sreejesh S, Souvik Singha
Consumers increasingly rely on AI recommenders, yet often resist their advice when it conflicts with “what feels right.” We theorize Algorithmic Intuition Conflict (AIC), the subjective misfit when algorithmic advice contradicts a user's gut choice, and show that AIC depresses satisfaction not because of perceived inaccuracy, but by eroding decision confidence and felt autonomy. Across six studies, including a field experiment with a music-streaming platform, we (1) establish AIC's causal effect on satisfaction above and beyond accuracy; (2) demonstrate dual mechanisms via reduced confidence and autonomy; (3) identify explanation quality as a system-side remedy that restores confidence; (4) reveal identity relevance as a boundary condition and show that a brief identity-anchoring prompt neutralizes AIC's confidence loss; and (5) translate mechanism to practice with a dual-track interface that presents a “logic-best” and an “intuition-friendly” option with commensurate reasons. The dual-track design improves satisfaction, reduces choice deferral, increases acceptance, and critically sustains adoption, repeat usage, and word-of-mouth in the field. We contribute a fit-based account of consumer–AI collaboration, clarify why contradictions hurt even when quality is held constant, and offer deployable interface guidance for platforms seeking to reconcile machine insight with human intuition.
消费者越来越依赖人工智能推荐,但当它们的建议与“感觉正确的”相冲突时,消费者往往会抵制它们。我们将算法直觉冲突(AIC)理论化,即当算法建议与用户的直觉选择相矛盾时的主观不匹配,并表明AIC降低满意度不是因为感知到不准确,而是因为侵蚀了决策信心和自主权。在六项研究中,包括对音乐流媒体平台的现场实验,我们(1)建立了AIC对满意度的因果关系。(2)通过降低信心和自主性表现出双重机制;(3)将解释质量确定为恢复信心的制度性补救措施;(4)揭示身份相关性作为边界条件,并表明一个简短的身份锚定提示可以中和AIC的信心损失;(5)将机制转化为实践,以双轨界面呈现“逻辑最佳”和“直觉友好”选项,并有相应的理由。双轨设计提高了满意度,减少了选择延迟,增加了接受度,并关键地维持了该领域的采用、重复使用和口碑。我们为消费者与人工智能的合作提供了一个基于契合度的描述,阐明了为什么即使在质量保持不变的情况下,矛盾也会造成伤害,并为寻求调和机器洞察力与人类直觉的平台提供了可部署的界面指导。
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引用次数: 0
期刊
Journal of Retailing and Consumer Services
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