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Impacts of generative AI on user contributions: evidence from a coding Q &A platform 生成式人工智能对用户贡献的影响:来自编码问答平台的证据
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-09-18 DOI: 10.1007/s11002-024-09747-1
Xinyu Li, Keongtae Kim

This study investigates the short-term impact of generative AI, exemplified by the introduction of ChatGPT, on user contributions in a coding Q&A platform. We find that the introduction of ChatGPT led to a reduction in the number of high-quality answers provided by users, particularly among highly engaged contributors, despite an overall increase in answers. We identify two key mechanisms: (1) increased perceived question sophistication despite no actual change in content and (2) reduced motivation of loyal users in providing answers in the face of AI-generated alternatives. The findings suggest that while generative AI can facilitate value creation on user-generated content (UGC) platforms, it also poses challenges in retaining core contributors and managing content quality. The paper contributes to the literature on the impact of AI adoption on platforms and suggests practical implications for UGC platform management, such as the need for AI content disclosure measures to retain engaged users.

本研究调查了生成式人工智能(以 ChatGPT 的引入为例)对编码问答平台中用户贡献的短期影响。我们发现,ChatGPT 的引入导致用户提供的高质量答案数量减少,尤其是在高度参与的贡献者中,尽管答案数量总体上有所增加。我们发现了两个关键机制:(1)尽管内容没有发生实际变化,但用户感知到的问题复杂程度却提高了;(2)面对人工智能生成的答案,忠实用户提供答案的积极性降低了。研究结果表明,虽然人工智能生成技术可以促进用户生成内容(UGC)平台的价值创造,但它也给留住核心贡献者和管理内容质量带来了挑战。本文对有关人工智能应用对平台影响的文献做出了贡献,并提出了对 UGC 平台管理的实际影响,例如需要采取人工智能内容披露措施来留住参与其中的用户。
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引用次数: 0
Advancing the science of marketing 推进营销科学
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-09-13 DOI: 10.1007/s11002-024-09745-3
Greg M. Allenby

This paper presents a comprehensive overview of the significant contributions of the 2024 AMA Converse Award recipient Dr. Greg M. Allenby, as presented at the Converse Symposium held at the Gies College of Business, University of Illinois, at Urbana-Champaign. Highlighting the dual emphasis on theory and practice, the paper underscores Dr. Allenby’s pivotal role in advancing Bayesian statistical methods within marketing, thereby shaping modern marketing research methodologies. His work encompasses a broad spectrum of research, including choice modeling, heterogeneous response analysis, decision theory, and the integration of text data into marketing models. The paper also reflects on Dr. Allenby’s academic journey, professional achievements, and his influential role in national marketing and statistical organizations. Additionally, the paper discusses the historical context and ongoing evolution of the Converse Award, emphasizing its importance in recognizing and fostering innovation and leadership in the field of marketing.

本文全面概述了 2024 年度美国营销协会匡威奖获得者 Greg M. Allenby 博士在伊利诺伊大学厄巴纳-香槟分校吉斯商学院举行的匡威研讨会上所做的重大贡献。论文强调了理论与实践的双重重点,强调了 Allenby 博士在推动市场营销领域贝叶斯统计方法方面的关键作用,从而塑造了现代市场营销研究方法。他的工作涵盖了广泛的研究领域,包括选择建模、异质反应分析、决策理论以及将文本数据整合到营销模型中。本文还回顾了艾伦比博士的学术历程、专业成就以及他在国家营销和统计组织中的影响力。此外,论文还讨论了匡威奖的历史背景和持续发展,强调了该奖项在认可和促进市场营销领域的创新和领导力方面的重要性。
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引用次数: 0
Myopic marketing management and stock performance in the short term: the moderating role of asset turnover 近视营销管理与短期股票表现:资产周转率的调节作用
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-09-11 DOI: 10.1007/s11002-024-09744-4
Evelini Lauri Morri Garcia, Valter Afonso Vieira, Pravin Nath

The literature on marketing myopia suggests the need for exploring conditions under which myopic marketing management differs in its impact on stock performance. To that end, the authors investigate the role of asset turnover (AT), which is the ratio of the firm’s sales or revenues to its assets, indicating the effectiveness with which a firm is using its assets to generate incomes. AT suggests a persistent signal of the firm’s potential for future cash flows. The authors test their model on data from 210 publicly traded Brazilian companies from 2001 to 2017. Results show that when there is high AT, the stock performance in the short term (i) is higher in non-myopic firms with positive earnings surprise compared to myopic firms and (ii) does not significantly differ between non-myopic firms with negative earnings surprise and myopic firms. The study demonstrates that AT contributes to the identification, signalization, and evaluation of marketing myopia.

有关营销近视的文献表明,有必要探讨近视营销管理对股票业绩影响的不同条件。为此,作者研究了资产周转率(AT)的作用,即公司销售额或收入与其资产的比率,表明公司利用资产创收的有效性。资产周转率是企业未来现金流潜力的持续信号。作者利用 2001 年至 2017 年期间 210 家巴西上市公司的数据对其模型进行了检验。结果表明,当AT较高时,(i) 与近视公司相比,非近视公司的正盈利惊喜的股票短期表现较高;(ii) 非近视公司的负盈利惊喜的股票短期表现与近视公司没有显著差异。研究表明,AT 有助于识别、发出信号和评估营销近视。
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引用次数: 0
Celebrating excellence: insights from the 2024 Paul D. Converse Symposium 庆祝卓越:2024 年保罗-D-匡威研讨会的启示
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-09-09 DOI: 10.1007/s11002-024-09743-5
Maria A. Rodas, Ravi Mehta

As co-chairs of the 21st Paul D. Converse Marketing Symposium, we are honored to introduce the groundbreaking contributions of the 2024 Converse Award recipients, Dr. Jennifer Aaker from Stanford University and Dr. Greg Allenby from Ohio State University. The Converse Award, one of the highest honors in the marketing discipline, celebrates exceptional research that significantly advances marketing science. Dr. Aaker’s pioneering work on the psychology of happiness and meaningfulness and Dr. Allenby’s influential advancements in Bayesian methods for marketing data analysis are exemplary milestones in our field. This preface provides an overview of their significant contributions and underscores the historical significance and enduring legacy of the Converse Award and Symposium, hosted by the marketing area at the University of Illinois at Urbana-Champaign. We highlight the symposium’s role in fostering a collaborative environment for enriching discussions that shape the future of marketing. Furthermore, we emphasize the University of Illinois commitment to advancing the field through rigorous scholarship and interdisciplinary collaboration. By honoring distinguished scholars like Aaker and Allenby, the Paul D. Converse Symposium continues to propel marketing science forward, ensuring its relevance and responsiveness to the evolving needs of academia and industry.

作为第 21 届保罗-D-匡威营销研讨会的联合主席,我们非常荣幸地向大家介绍 2024 年度匡威奖获得者--来自斯坦福大学的珍妮弗-艾克博士和来自俄亥俄州立大学的格雷格-艾伦比博士--的开创性贡献。匡威奖是市场营销学科的最高荣誉之一,旨在表彰对市场营销科学有重大推动作用的杰出研究。Aaker 博士在幸福感和意义心理学方面的开创性工作,以及 Allenby 博士在贝叶斯营销数据分析方法方面具有影响力的进步,都是我们这个领域的里程碑式典范。本序言概述了他们的重大贡献,并强调了由伊利诺伊大学香槟分校市场营销领域主办的匡威奖和研讨会的历史意义和持久遗产。我们强调了研讨会在营造合作环境、丰富讨论内容、塑造市场营销未来方面所发挥的作用。此外,我们还强调伊利诺伊大学致力于通过严谨的学术研究和跨学科合作来推动该领域的发展。通过表彰像 Aaker 和 Allenby 这样的杰出学者,保罗-D-匡威研讨会将继续推动市场营销学向前发展,确保其相关性并满足学术界和产业界不断变化的需求。
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引用次数: 0
Navigating choices: a framework of consumer search 选择导航:消费者搜索框架
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-08-24 DOI: 10.1007/s11002-024-09741-7
Alexander K. Moore, Reid Hastie

Consumers are inundated with choices, yet they effectively find products that satisfy them. In this review, we draw from the marketing, economics, psychology, and ecology literatures to outline a general framework for consumer search, implicit in many prior descriptions of consumer behavior. Within the framework, we particularly focus on navigation, which we define as the act of deciding the order in which to inspect products with the intention of learning more about them. We focus on navigation because it has received relatively little attention in marketing. We also highlight opportunities for future research in understanding interactions between stages of the framework. By understanding this framework, researchers and marketers can gain key theoretical insights into the consumer experience when looking for a product. Further, understanding these processes is likely to yield practical results that can help in the design of more effective search experiences, ultimately increasing consumer satisfaction.

消费者的选择无处不在,但他们却能有效地找到令自己满意的产品。在这篇综述中,我们借鉴了市场营销、经济学、心理学和生态学等方面的研究成果,概述了消费者搜索的总体框架,这一框架隐含在之前对消费者行为的许多描述中。在这一框架内,我们特别关注导航,我们将其定义为决定检查产品的顺序以了解更多产品信息的行为。我们将重点放在导航上,是因为导航在市场营销中受到的关注相对较少。我们还强调了未来在理解该框架各阶段之间的相互作用方面的研究机会。通过了解这一框架,研究人员和营销人员可以从理论上深入了解消费者在寻找产品时的体验。此外,了解这些过程很可能会产生实际结果,有助于设计更有效的搜索体验,最终提高消费者满意度。
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引用次数: 0
The offer framing effect: a replication and extension 报价框架效应:复制与扩展
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-07-29 DOI: 10.1007/s11002-024-09739-1
Louisa M. Pfeifer, Thomas F. Schreiner

The article by Mittelman et al. (2014, Journal of Consumer Research, 41(4):953–964) introduced the offer framing effect, suggesting that consumers exhibit greater variety-seeking behavior when selecting products sequentially (single offering) compared to choosing from bundles (bundled offering). The opposite was found by O’Donnell et al. (2023, Journal of Consumer Research, 49(5):861–881), resulting in opposing management implications. To clarify the direction of effect, we conducted four studies in two product categories and found evidence of a stronger preference for variety in bundled offering conditions (compared to single offering conditions), replicating O’Donnell et al.’s (2023) findings. However, utilizing logistic regression analyses, we identify product liking discrepancies as the primary driver of variety seeking. We further reveal that the offer framing effect is more distinctive for choices between products with prosocial attributes compared to hedonic attributes. Our findings provide valuable insights for marketers aiming to optimize product bundling strategies.

米特尔曼等人(2014,《消费者研究杂志》,41(4):953-964)的文章提出了产品框架效应,认为消费者在选择产品时,连续选择(单一产品)比捆绑选择(捆绑产品)表现出更大的多样性追求行为。而 O'Donnell 等人(2023 年,《消费者研究杂志》,49(5):861-881)的研究结果恰恰相反,从而产生了截然相反的管理影响。为了明确影响的方向,我们在两个产品类别中进行了四项研究,发现有证据表明,在捆绑销售条件下(与单一销售条件相比),消费者更偏好多样性,这与 O'Donnell 等人(2023 年)的研究结果如出一辙。然而,通过逻辑回归分析,我们发现产品喜好差异是寻求多样性的主要驱动因素。我们进一步发现,与享乐属性相比,优惠框架效应在具有亲社会属性的产品之间的选择中更为明显。我们的研究结果为营销人员优化产品捆绑策略提供了有价值的见解。
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引用次数: 0
Patient text reviews and preference estimation 患者文本评论和偏好估计
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-07-18 DOI: 10.1007/s11002-024-09738-2
Nah Lee, Richard Staelin

The goal of this paper is to illustrate how customer text reviews can be used to identify (a) the factors underlying consumers’ preference for a product offering and (b) the magnitude of each of these factors on the consumers’ overall assessment of the product offering experience. The authors do this using approximately 317k Google patient reviews for U.S. acute care hospitals. They first analyze the texts using Natural Language Processing and find eleven valenced topics well-describe the types of healthcare experiences. Then, after describing the structure of these reviews, they use regression analysis to estimate the magnitude of each type of experience on the patient’s overall evaluation of the experience after adjusting for any halo effect associated with the dominantly discussed topic, which has the potential of influencing the impact of the other discussed experiences. The authors conclude by providing numerous managerially significant insights coming from these analyses.

本文的目的是说明如何利用客户的文字评论来确定 (a) 消费者对产品的偏好因素,以及 (b) 这些因素对消费者对产品体验的总体评价的影响程度。作者利用谷歌上约 317k 条关于美国急症护理医院的患者评论来实现这一目标。他们首先使用自然语言处理技术对文本进行了分析,发现 11 个有价值的主题很好地描述了医疗保健体验的类型。然后,在描述了这些评论的结构后,他们使用回归分析估计了每种类型的经历对患者总体评价的影响程度,并调整了与主要讨论主题相关的晕轮效应,因为晕轮效应有可能影响其他讨论经历的影响。最后,作者从这些分析中提出了许多对管理具有重要意义的见解。
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引用次数: 0
A picture’s worth a thousand shares: An empirical analysis of logo sizes in social media posts and their impact on content virality 一张图片胜过一千次分享:社交媒体帖子中标识大小及其对内容病毒性影响的实证分析
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-07-06 DOI: 10.1007/s11002-024-09736-4
Wooyong Jo, Hyejeong Kim, Jeonghye Choi

Social media marketing is an established promotion strategy that offers firms extensive opportunities to nurture brand equity and to disseminate product information. Therefore, it is crucial for firms to create content with significant potential for virality. However, understanding the elements that make certain content more viral than others, especially regarding unstructured data such as images, is not straightforward to marketers. Using data collected from the Twitter API of 54 major fashion brands over 55 months, we investigated how image factors—particularly the size of brands’ logos in posted images—influence the virality of social media content. Our findings suggest that larger logos in posted images correspond to a greater number of retweets for midtier fashion brands. However, we find an opposite effect for top-tier brands—the smaller the logo, the greater the number of retweets. Bottom-tier brands also benefit from larger logos, but the impact is significantly less pronounced compared with midtier brands. These results present significant implications for viral marketing as well as the design of social media content.

社交媒体营销是一种成熟的推广战略,为企业提供了培育品牌资产和传播产品信息的广泛机会。因此,对于企业来说,创建具有巨大病毒式传播潜力的内容至关重要。然而,对于营销人员来说,了解使某些内容比其他内容更具病毒性的要素,尤其是图像等非结构化数据,并不是一件简单的事。利用从 54 个主要时尚品牌的 Twitter API 收集到的 55 个月内的数据,我们研究了图像因素(尤其是发布图像中品牌标志的大小)如何影响社交媒体内容的病毒性。我们的研究结果表明,对于中级时尚品牌来说,发布的图片中徽标越大,转发量越高。然而,我们发现一线品牌的效果恰恰相反--标识越小,转发量越大。底层品牌也能从更大的徽标中获益,但与中层品牌相比,其影响明显较小。这些结果对病毒式营销以及社交媒体内容的设计具有重要意义。
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引用次数: 0
Looking good and doing good: the effect of self-perceived attractiveness on prosocial behavior 好看与行善:自我感觉的吸引力对亲社会行为的影响
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-06-26 DOI: 10.1007/s11002-024-09735-5
Hongyu Meng, Jun Ye

Despite people’s universal interest in the pursuit of physical attractiveness, little is known about the behavioral consequences of individuals’ self-perceived physical attractiveness. Across four studies, we find that a boost in individuals’ self-perceived attractiveness increases public self-consciousness and thus heightens their motivation for impression management, which in turn increases prosocial behavior. Furthermore, we identify the salience of privateness as an important moderator. The effect of self-perceived attractiveness on prosocial behavior is disrupted when the privateness of prosocial behavior is made salient. This research thus provides evidence for the causal link between self-perceived physical attractiveness and prosocial behavior.

尽管人们普遍热衷于追求身体吸引力,但对个人自我感觉身体吸引力的行为后果却知之甚少。在四项研究中,我们发现,个人自我感觉吸引力的提升会增强公众的自我意识,从而提高他们进行印象管理的动机,进而增加亲社会行为。此外,我们还发现私密性的显著性是一个重要的调节因素。当亲社会行为的私密性变得突出时,自我认知吸引力对亲社会行为的影响就会被破坏。因此,这项研究为自我感觉的身体吸引力与亲社会行为之间的因果联系提供了证据。
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引用次数: 0
Too much of a good thing? High volumes of positive WOM can undermine adopters of new technology products 好事太多?大量正面的 WOM 会损害新技术产品的采用者
IF 3.6 3区 管理学 Q3 BUSINESS Pub Date : 2024-06-17 DOI: 10.1007/s11002-024-09734-6
David L. Alexander, Sarah G. Moore

We explore how first-time adopters of complex new technology products are influenced by the volume of positive WOM that they receive prior to adoption. Such positive WOM can flow through to alter adopter’s goals during initial product use, with consequences for their usage experiences and strategies. Two longitudinal surveys and an experiment reveal a potential downside of positive WOM. Specifically, receiving a greater volume of positive WOM about a new technology product can establish normative standards for adopter’s performance during product use. This leads adopters to feel pressure to meet those standards, prompting avoidance-oriented performance goals for initial use of their new product. Together, these processes undermine adopter’s experiences with their new product, as well as their strategies for using it. Our findings offer insights for marketers and researchers by identifying and explaining an ironic post-adoption effect of PWOM.

Too much of a good thing? High volumes of positive WOM can undermine adopters of new technology products.

我们探讨了复杂的新技术产品的首次采用者在采用前如何受到正面 WOM 的影响。这种正面的 WOM 会在产品的初次使用过程中改变采用者的目标,并对他们的使用体验和策略产生影响。两项纵向调查和一项实验揭示了正面 WOM 的潜在弊端。具体来说,接收到更多关于新技术产品的正面 WOM 会为采用者在产品使用过程中的表现建立规范标准。这就会让采用者感受到达到这些标准的压力,促使他们在新产品的初次使用中以回避为导向制定绩效目标。这些过程共同破坏了采用者对新产品的体验,以及他们使用新产品的策略。我们的研究结果为营销人员和研究人员提供了启示,发现并解释了PWOM具有讽刺意味的采用后效应。大量的正面 WOM 会损害新技术产品的采用者。
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引用次数: 0
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Marketing Letters
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