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Gift Givers Over Avoid Sending Used Gifts 不要送二手礼物
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-11-12 DOI: 10.1111/ijcs.70138
Tian Qiu, Jingyi Lu

Research has shown mismatches between the gifts that givers give and the gifts that recipients want. However, these mismatches are mostly observed in decisions regarding new products. With the rapid growth of the resale market, an important yet overlooked question is whether givers send used items as often as receivers expect. This study investigates how givers and receivers choose between used gifts that match receivers' tastes and new gifts that are less taste matching. We demonstrate a giver–receiver mismatch: benchmarked against receiver willingness, givers over-avoid sending used gifts. This occurs because givers are more sensitive to the brand-newness norm and less sensitive to taste match than receivers are. This mismatch is mitigated when gifts are exchanged on casual occasions, between close friends, when used gifts are of poor quality, or when the purpose of gifting is to encourage resource utilization. Our study contributes to the gift-giving literature by demonstrating an understudied giver–receiver mismatch and a novel gift-giving norm.

研究表明,送礼者送出的礼物和收礼者想要的礼物不匹配。然而,这些不匹配主要是在新产品决策中观察到的。随着转售市场的快速增长,一个重要但被忽视的问题是,送礼者是否像收礼者期望的那样频繁地发送二手物品。本研究探讨了送礼者和受礼者如何在符合受礼者口味的旧礼物和口味不太匹配的新礼物之间进行选择。我们展示了一个送礼人与受礼人的不匹配:以受礼人的意愿为基准,送礼人过度避免送用过的礼物。这是因为与接受者相比,给予者对品牌的新鲜感更敏感,对口味匹配的敏感度更低。当在休闲场合、亲密朋友之间交换礼物、使用的礼物质量较差或赠送礼物的目的是鼓励资源利用时,这种不匹配就会得到缓解。我们的研究通过展示一个未被充分研究的送礼者-受礼者不匹配和一个新的送礼者规范,为送礼文献做出了贡献。
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引用次数: 0
Social Exclusion and Logic of Consumption: The Sensitive-Receptive Orientations of Rural-To-Urban Migrants 社会排斥与消费逻辑:农民工的敏感-接受取向
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-11-08 DOI: 10.1111/ijcs.70132
Soundararaj Ajitha, Pushparaj Nancyprabha

After integrating into urban life, do rural migrants experience social exclusion and alter their consumption habits because of how they live now? The authors applied a grounded theory approach with semi-structured in-depth interviews and field notes from direct interaction to answer this question. The study explores how rural-to-urban migrants use consumerism to cope with their feelings of exclusion. We interacted with migrants who are first-generation cohorts moving from rural to urban areas in search of exposure and opportunity. The study identified two consumer orientations. Sensitive orientation: anchored in performative adaptation through social legibility, community membership, and social camouflage. It reflects emotional responses to social pressure. In contrast, receptive orientation, characterized by reflective adaptation through self-plasticity and intentional resistance, captures openness to adopt or resist new behaviors to fit into the new place. According to the findings, rural migrants face challenges in assimilating through consumption, as these activities shape their behaviors in symbolic or purposeful ways, depending on how they expect to adapt within the dominant culture. These insights could enable practitioners and academic scholars to understand better consumer realities and the shades of consumption under exclusionary pressure.

在融入城市生活后,农民工是否会因为现在的生活方式而经历社会排斥并改变他们的消费习惯?作者运用扎根理论的方法,通过半结构化的深度访谈和直接互动的实地记录来回答这个问题。该研究探讨了农村到城市的移民如何使用消费主义来应对他们的排斥感。我们与移民进行了互动,他们是从农村到城市地区寻找接触和机会的第一代移民。该研究确定了两种消费者取向。敏感取向:通过社会易读性、社区成员和社会伪装,以表演适应为基础。它反映了对社会压力的情绪反应。相比之下,接受性取向的特点是通过自我可塑性和有意抵抗来反思适应,它捕捉了采用或抵制新行为以适应新环境的开放性。根据调查结果,农村移民在通过消费同化方面面临挑战,因为这些活动以象征性或有目的的方式塑造了他们的行为,这取决于他们希望如何适应主流文化。这些见解可以使从业者和学术学者更好地了解消费者现实和排他性压力下的消费阴影。
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引用次数: 0
Rethinking the Customer Journey: Impact of AI for Consumers and Businesses—A Systematic Literature Review and Research Agenda 重新思考客户旅程:人工智能对消费者和企业的影响——系统的文献综述和研究议程
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-11-07 DOI: 10.1111/ijcs.70136
Jorge Gouveia, Susana Santos

The rapid emergence of artificial intelligence (AI) is fundamentally transforming the relationship between consumers and businesses, introducing new dynamics that remain only partially understood. Although this relationship has long been examined in the research domains of consumer behavior and customer relationship management, the new AI-enabled customer journey has been reshaped by data-driven co-creation and predictive analytics, which enhance personalization and real-time engagement to unprecedented levels. Fast-paced waves of technological evolution and the transformative potential of AI demand a rethinking of the customer journey. Therefore, this systematic literature review uses the SPAR-4 protocol guided by the TCCM (Theory, Context, Characteristics, and Methodology) framework to assess 101 peer-reviewed journal articles published between 2020 and 2024. This review identifies the prevailing theoretical foundations, research contexts, key characteristics, and methodological approaches at the intersection of AI and customer journey research. Furthermore, it synthesizes the primary benefits and barriers associated with AI adoption for consumers and organizations. The study proposes a comprehensive research agenda that signals a way to expand theoretical perspectives (Theory); diversify AI tools, customer segments, organizational types, and cultural settings studied (Context); and expand new variables (Characteristics) and methodological innovations (Methodology) to advance knowledge in this evolving field.

人工智能(AI)的迅速崛起正在从根本上改变消费者与企业之间的关系,引入了目前尚不完全了解的新动态。尽管这种关系长期以来一直在消费者行为和客户关系管理的研究领域进行研究,但数据驱动的共同创造和预测分析已经重塑了新的人工智能客户旅程,这将个性化和实时参与提升到了前所未有的水平。快节奏的技术发展浪潮和人工智能的变革潜力要求我们重新思考客户的旅程。因此,本系统文献综述采用以TCCM (Theory, Context, Characteristics, and Methodology)框架为指导的SPAR-4协议,评估了2020年至2024年间发表的101篇同行评议期刊文章。本综述确定了人工智能和客户旅程研究交叉领域的主流理论基础、研究背景、关键特征和方法方法。此外,它综合了与消费者和组织采用人工智能相关的主要好处和障碍。该研究提出了一个全面的研究议程,标志着拓展理论视角的途径(理论);多样化的人工智能工具、客户群体、组织类型和文化背景(背景);并扩展新的变量(特征)和方法创新(方法论),以推进这一不断发展的领域的知识。
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引用次数: 0
Stylistic Signals in Professional and Amateur Language Used in C2C Markets C2C市场中专业与业余语言的文体信号
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-11-05 DOI: 10.1111/ijcs.70137
József Hubert, Zsófia Kenesei, András Bauer

In consumer-to-consumer (C2C) markets, individuals must decide whether to sell property directly or rely on professional intermediaries. While digital technologies increasingly enable direct transactions, the expertise and strategic communication skills of intermediaries continue to play an important role. Our objective in this research is to connect expertise theory with signaling theory by examining whether professionals employ stylistic elements in real estate listings that traditionally convey quality and trustworthiness, and how these differ from those used by amateurs. To address this, we introduce topic-prevalent n-grams to examine stylistic patterns across a large dataset of more than 300,000 real estate advertisements in the United States. Two consecutive studies apply natural language processing (NLP) techniques to uncover systematic differences in wording, tone, and rhetorical strategies between professional brokers and amateur homeowners. A third study, which involved a scenario-based experiment with US homeowners, illustrates how potential buyers perceive and respond to the different linguistic styles. The results show that professional brokers use language strategically to convey quality signals and enhance buyer engagement, while amateur homeowners often rely on emotional expression and negative phrasing, which can increase trustworthiness but result in less favorable responses overall. These findings highlight the central role of language style as a signal of expertise, influencing trust, perceptions of quality, and ultimately buyer decision-making. Beyond offering empirical evidence for the impact of stylistic variation, the study contributes a methodological innovation by demonstrating how topic-prevalent n-grams can be used as a powerful tool for text classification and for advancing research on language, expertise, and consumer behavior.

在消费者对消费者(C2C)市场中,个人必须决定是直接出售房产还是依靠专业中介。虽然数字技术日益使直接交易成为可能,但中介机构的专业知识和战略沟通技巧继续发挥重要作用。我们在这项研究中的目标是通过检查专业人士是否在房地产列表中使用传统上传达质量和可信度的风格元素,以及这些元素与业余爱好者使用的风格元素有何不同,将专业知识理论与信号理论联系起来。为了解决这个问题,我们引入了主题流行的n-grams来检查美国超过30万个房地产广告的大型数据集的风格模式。两个连续的研究应用自然语言处理(NLP)技术来揭示专业经纪人和业余房主在措辞、语气和修辞策略上的系统性差异。第三项研究涉及对美国房主进行的基于场景的实验,说明了潜在买家如何感知和回应不同的语言风格。结果表明,专业经纪人策略性地使用语言来传达质量信号并提高买家参与度,而业余房主往往依赖于情感表达和负面措辞,这可以增加可信度,但总体上导致不太有利的反应。这些发现强调了语言风格作为专业知识信号的核心作用,影响信任、对质量的感知,并最终影响买家决策。除了为文体变化的影响提供经验证据外,该研究还通过展示主题流行的n-grams如何作为文本分类和推进语言、专业知识和消费者行为研究的强大工具,为方法论创新做出了贡献。
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引用次数: 0
The Evolution of the Experience Economy in 25 Years: Conceptual Shifts, Emerging Themes, and Future Directions (1998–2023) 25年来体验经济的演变:概念转变、新兴主题和未来方向(1998-2023)
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-11-03 DOI: 10.1111/ijcs.70135
Pedro Arturo Flores-Gómez, Héctor Hugo Pérez-Villarreal, María Pilar Martínez-Ruiz, Doreén Pick

The present study offers insights into the evolution of the Experience Economy (EE) theory over the past 25 years (1998–2023), identifying the conceptual and intellectual structure of academic outputs, as well as emerging and potential themes. Using a sample of articles from Scopus and Web of Science (WoS), 548 records were analyzed through a co-word analysis with SciMAT, establishing four periods: “1998–2008,” “2009–2013,” “2014–2018,” and “2019–2023.” Focusing on the most recent period (n = 246), a bibliographic coupling analysis was performed using Bibliometrix. A content analysis was then conducted to gain deeper insights into scenarios where EE is currently being applied. The findings reveal that the original model has expanded by exploring new contexts, consumption modes, and incorporating diverse theoretical frameworks, while also underscoring how the original components of the EE model remain a robust foundation for analyzing emerging phenomena, particularly in the context of digital transformation and personalized customer experiences. This research provides insights into the future trajectory of the EE, emphasizing transformative and life-changing experiences as key drivers of business innovation.

本研究提供了对体验经济(EE)理论在过去25年(1998-2023)的演变的见解,确定了学术产出的概念和知识结构,以及新兴和潜在的主题。以Scopus和Web of Science (WoS)的548篇文章为样本,通过与SciMAT的共词分析,确定了“1998-2008”、“2009-2013”、“2014-2018”和“2019-2023”四个时期。针对最近的时期(n = 246),使用Bibliometrix进行书目耦合分析。然后进行内容分析,以更深入地了解当前应用EE的场景。研究结果表明,通过探索新的环境、消费模式和整合不同的理论框架,原始模型得到了扩展,同时也强调了EE模型的原始组件如何仍然是分析新兴现象的坚实基础,特别是在数字化转型和个性化客户体验的背景下。这项研究提供了对电子商务未来发展轨迹的洞察,强调变革和改变生活的体验是商业创新的关键驱动力。
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引用次数: 0
The Influence of ‘Algorithm Aversion’ and ‘Algorithm Appreciation’ Among Consumers in Unstructured Tasks 非结构化任务中消费者“算法厌恶”和“算法欣赏”的影响
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-25 DOI: 10.1111/ijcs.70133
Xiaotong Jin, Jiayang Li

Consumer algorithmic trust represents a research topic of both theoretical and practical significance. Existing research has identified two key phenomena within the domain of consumer algorithmic trust: algorithm aversion and algorithm appreciation. However, the majority of prior studies have primarily focused on one of these two phenomena. The present research demonstrates that consumers exhibit both algorithm aversion and algorithm appreciation across various unstructured tasks. Utilizing a text analysis from Douyin (the Chinese TikTok) and three experimental studies, it is demonstrated that consumers have higher trust in algorithm agents compared with human agents in lower-degree unstructured tasks, with perceived accuracy mediating this effect. Conversely, higher trust in human agents compared with algorithm agents is observed in higher-degree unstructured tasks, with perceived flexibility mediating this effect. This study contributes to the extant literature on consumer algorithmic trust and offers actionable insights for the development of artificial intelligence systems.

消费者算法信任是一个既有理论意义又有现实意义的研究课题。现有的研究已经确定了消费者算法信任领域的两个关键现象:算法厌恶和算法欣赏。然而,大多数先前的研究主要集中在这两种现象中的一种。本研究表明,消费者在各种非结构化任务中同时表现出算法厌恶和算法欣赏。利用抖音(中国的TikTok)的文本分析和三项实验研究表明,在较低程度的非结构化任务中,与人类代理相比,消费者对算法代理的信任更高,感知准确性介导了这种效应。相反,在更高程度的非结构化任务中,与算法代理相比,人类代理的信任度更高,感知灵活性介导了这种效应。本研究对现有的消费者算法信任文献做出了贡献,并为人工智能系统的发展提供了可操作的见解。
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引用次数: 0
Evolution of Robo-Advisors: A Literature Review and Future Research Agenda 机器人顾问的演变:文献综述和未来研究议程
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-22 DOI: 10.1111/ijcs.70131
Farida Akhtar, Shumi Akhtar, Maryam Laeeq

Robo-advisors are algorithm-driven platforms that automate financial planning and investment management, offering cost-effective and accessible services with minimal human interaction. Despite their rapid adoption, particularly among retail investors, scholarly research remains fragmented. This study conducts a systematic review of 71 peer-reviewed articles using the SPAR-4-SLR protocol and organises the analysis through the theories, contexts, characteristics, methodologies (TCCM) framework. Findings demonstrate that prominent contributions are published in finance and marketing journals, with the United States and United Kingdom leading global research productivity. Robo-advisor adoption is primarily driven by attitude and social influence, while behavioural intention, adoption, and continued use are mediated by financial literacy, user perception, emotion, and moderated by trust, demographic characteristics, and income-to-investment ratios. This research identifies underexplored theoretical perspectives, including commitment-trust theory, critical theory of technology and the affect infusion model, particularly from psychological and marketing domains. It further calls for methodological diversification, advocating for quantitative, qualitative and mixed-method approaches. Emerging research opportunities include novel outcome variables such as consumer vulnerability, resilience and adaptability, especially in response to technological disruption and data breaches. This review advances theoretical development and offers practical insights to support sustained engagement with robo-advisory services in the post-adoption phase.

Robo-advisors是一种算法驱动的平台,可以自动化财务规划和投资管理,以最少的人工交互提供具有成本效益和可访问的服务。尽管它们被迅速采用,尤其是在散户投资者中,但学术研究仍然是碎片化的。本研究使用SPAR-4-SLR协议对71篇同行评议文章进行了系统回顾,并通过理论、背景、特征、方法(TCCM)框架组织分析。研究结果表明,在金融和市场营销期刊上发表了突出的贡献,其中美国和英国的研究生产力领先全球。机器人顾问的采用主要受态度和社会影响的驱动,而行为意图、采用和持续使用受金融素养、用户感知、情感的调节,并受信任、人口特征和收入与投资比率的调节。本研究确定了尚未开发的理论观点,包括承诺-信任理论、技术批判理论和情感灌输模型,特别是来自心理学和营销领域。它还要求方法多样化,提倡数量、质量和混合方法。新兴的研究机会包括新的结果变量,如消费者的脆弱性、弹性和适应性,特别是在应对技术破坏和数据泄露方面。这篇综述推进了理论发展,并提供了实际见解,以支持在采用后阶段与机器人咨询服务的持续接触。
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引用次数: 0
Research Methods in a Nutshell: What, Why, When, Where, Who, and How? 研究方法概述:什么,为什么,何时,何地,谁,如何?
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-18 DOI: 10.1111/ijcs.70134
Justin Paul, Rahul Pratap Singh Kaurav

Over the years, it has been observed that discussions on research methods in academic writing often oscillate between two extremes: either abstract philosophical debates or purely technical instructions. Many early career researchers—and sometimes even experienced scholars—struggle with the simple question: Which method should be used? The answer, however, is rarely straightforward. It depends not only on the convenience or the disciplinary habit of a researcher but also on the nature of the research question, the timing of the inquiry, the context in which it is situated, the units of analysis involved, and the resources available for its execution. Textbooks have contributed richly to our understanding, yet they frequently overwhelm rather than provide clarity. In this context, we provide a comparative overview of important research methods using the 5WH framework (What, Why, When, Where, Who, and How), based on years of experience as an Editor. We provide a synthesis of regression-based methods, experimental methods, multivariate methods, qualitative methods, mixed methods, configurational and comparative methods (QCA family), big data and computational methods, AI-driven methods and techniques, and finally, literature review methods.

多年来,人们观察到,学术写作中关于研究方法的讨论经常在两个极端之间摇摆:要么是抽象的哲学辩论,要么是纯粹的技术指导。许多早期的研究人员,有时甚至是经验丰富的学者,都在纠结一个简单的问题:应该使用哪种方法?然而,答案很少是直截了当的。这不仅取决于研究人员的便利性或学科习惯,还取决于研究问题的性质、调查的时间、调查所处的背景、所涉及的分析单位以及可用于执行的资源。教科书为我们的理解做出了巨大贡献,但它们往往是压倒一切的,而不是提供清晰的信息。在这种情况下,我们根据多年的编辑经验,使用5WH框架(What, Why, When, Where, Who, and How)对重要的研究方法进行了比较概述。我们提供了基于回归的方法、实验方法、多元方法、定性方法、混合方法、构型和比较方法(QCA家族)、大数据和计算方法、人工智能驱动的方法和技术,最后是文献综述方法。
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引用次数: 0
Smart Technologies, Sustainability, and Consumer Behavior: A Review and Research Agenda Using TCCM and PTM 智能技术,可持续性和消费者行为:使用TCCM和PTM的回顾和研究议程
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-16 DOI: 10.1111/ijcs.70130
Nitika Sharma, Ruchi Garg

The integration of smart technologies into everyday life has raised significant questions about their role in fostering sustainability and shaping consumer behavior. This study presents a comprehensive systematic literature review to explore the intersection of smart technologies, sustainability, and consumerism, motivated by increasing academic fragmentation across these domains. We employ a systematic review of 192 articles that combines the Theory–Context–Characteristics–Methodology (TCCM) framework with Probabilistic Topic Modeling (PTM). This dual method enables a synthesis of theoretical, contextual, and empirical developments in the field. The findings reveal dominant themes, evolving research trends, and underexplored areas, particularly in consumer-centric adoption and sustainability-centric outcomes. This contributes to the literature by offering two conceptual frameworks that integrate insights across sectors and highlight behavioral and sectoral dynamics in technology adoption. The study identifies theoretical blind spots, practical implications across industries, and proposes an agenda for future research in the era of digital and sustainable transformation.

智能技术与日常生活的融合引发了关于它们在促进可持续发展和塑造消费者行为方面所起作用的重大问题。本研究对智能技术、可持续性和消费主义的交叉领域进行了全面系统的文献综述,这些领域的学术分化日益加剧。我们对192篇结合了理论-背景-特征-方法论(TCCM)框架和概率主题建模(PTM)的文章进行了系统回顾。这种双重方法可以综合该领域的理论、背景和经验发展。调查结果揭示了主导主题、不断发展的研究趋势和未开发的领域,特别是在以消费者为中心的采用和以可持续性为中心的结果方面。这为文献提供了两个概念框架,这些框架整合了跨部门的见解,并突出了技术采用中的行为和部门动态。该研究确定了理论盲点、跨行业的实际影响,并提出了数字化和可持续转型时代的未来研究议程。
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引用次数: 0
Digital Content Marketing: A Systematic Literature Review and Research Agenda 数字内容营销:系统的文献回顾和研究议程
IF 7.6 2区 管理学 Q1 BUSINESS Pub Date : 2025-10-14 DOI: 10.1111/ijcs.70122
Sara Lapresta-Romero, Blanca Hernández-Ortega

Firms increasingly use digital content as a valuable tool to persuade consumers. Consequently, research on digital content has begun to explore which content elements help firms achieve positive outcomes. As the study of digital content continues to evolve, this systematic literature review aims to identify research gaps, thoroughly examine the state of the art, and provide researchers and managers with a comprehensive future agenda. To achieve this, we use the theory–characteristics–context–methods protocol, incorporating an analysis of 85 research articles. The findings classify digital content elements employed by firms into six broad categories—visual, auditory, linguistic, symbolic, social, and message—and identify their influence on various outcomes, including engagement, purchase intention and sales, brand-related outcomes, and consumers' content perceptions and attitudes. Additionally, the findings identify significant research gaps and propose several areas for further investigation. The article serves as a comprehensive review of digital content, addressing the fragmented nature of the field and proposing a comprehensive conceptual framework.

企业越来越多地将数字内容作为一种有价值的工具来说服消费者。因此,对数字内容的研究已经开始探索哪些内容元素有助于企业取得积极成果。随着数字内容研究的不断发展,本系统的文献综述旨在确定研究差距,彻底检查艺术状态,并为研究人员和管理人员提供全面的未来议程。为了实现这一目标,我们使用理论-特征-上下文-方法协议,结合对85篇研究文章的分析。研究结果将公司使用的数字内容元素分为六大类——视觉、听觉、语言、符号、社会和信息——并确定它们对各种结果的影响,包括参与度、购买意愿和销售、品牌相关结果以及消费者的内容感知和态度。此外,研究结果指出了重大的研究差距,并提出了几个进一步调查的领域。本文作为数字内容的全面审查,解决了该领域的碎片化性质,并提出了一个全面的概念框架。
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引用次数: 0
期刊
International Journal of Consumer Studies
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