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When Post Hoc Explanation Knocks: Consumer Responses to Explainable AI Recommendations 当事后解释来敲门时:消费者对可解释人工智能推荐的反应
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2023-12-07 DOI: 10.1177/10949968231200221
Changdong Chen, Allen Ding Tian, Ruochen Jiang
Artificial intelligence (AI) recommendations are becoming increasingly prevalent, but consumers are often reluctant to trust them, in part due to the “black-box” nature of algorithm-facilitated recommendation agents. Despite the acknowledgment of the vital role of interpretability in consumer trust in AI recommendations, it remains unclear how to effectively increase interpretability perceptions and consequently enhance positive consumer responses. The current research addresses this issue by investigating the effects of the presence and type of post hoc explanations in boosting positive consumer responses to AI recommendations in different decision-making domains. Across four studies, the authors demonstrate that the presence of post hoc explanations increases interpretability perceptions, which in turn fosters positive consumer responses (e.g., trust, purchase intention, and click-through) to AI recommendations. Moreover, they show that the facilitating effect of post hoc explanations is stronger in the utilitarian (vs. hedonic) decision-making domain. Further, explanation type modulates the effectiveness of post hoc explanations such that attribute-based explanations are more effective in enhancing trust in the utilitarian decision-making domain, whereas user-based explanations are more effective in the hedonic decision-making domain.
人工智能(AI)推荐正变得越来越普遍,但消费者往往不愿信任它们,部分原因是算法辅助推荐代理的“黑箱”性质。尽管人们认识到可解释性在消费者对人工智能推荐的信任中起着至关重要的作用,但如何有效地提高可解释性认知,从而增强消费者的积极反应,目前尚不清楚。目前的研究通过调查事后解释的存在和类型在促进消费者对不同决策领域的人工智能建议的积极反应方面的影响来解决这个问题。在四项研究中,作者证明,事后解释的存在增加了可解释性的感知,这反过来又促进了消费者对人工智能推荐的积极反应(例如信任、购买意愿和点击)。此外,他们还表明,事后解释的促进效应在功利性(相对于享乐性)决策领域更强。此外,解释类型调节了事后解释的有效性,例如基于属性的解释在功利决策领域更有效地增强信任,而基于用户的解释在享乐决策领域更有效。
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引用次数: 1
The Effects of Comparative Reviews on Product Sales 比较性评论对产品销售的影响
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2023-11-15 DOI: 10.1177/10949968231196578
Min Zhang, Yuzhuo Li, Lin Sun, G. A. Wang, Jiangang Du
Consumers increasingly rely on online reviews to make their purchase decisions. Drawing from linguistics and sociology research, the authors posit that comparative reviews, which highlight the similarities and differences between a focal product and its alternatives, may influence consumers’ regulation systems and perceived credibility, thereby affecting product sales. The authors examined 61,480 reviews on e-commerce platforms to explore the effects of comparative reviews and their valence on product sales. By using a supervised learning approach, they identified positive and negative comparative reviews, as well as positive and negative regular reviews, and then applied a two-way fixed-effects model. The results show that comparative reviews positively impacted product sales. Specifically, positive comparative reviews had a greater effect than positive regular reviews, whereas negative comparative reviews had a lesser absolute effect than negative regular reviews on product sales. Moreover, positive comparative reviews exerted a greater absolute effect than negative ones. A follow-up controlled lab study further substantiated the authors’ results and insights. The findings offer new insights and practical guidance for marketers and practitioners in promoting more comparative review posts and optimizing online review presentations.
消费者越来越依赖在线评论来做出购买决定。作者从语言学和社会学研究中得出结论,比较性评论强调了重点产品与其替代品之间的异同,可能会影响消费者的调节系统和感知可信度,从而影响产品销售。作者研究了电子商务平台上的 61480 条评论,探讨了比较性评论及其价值对产品销售的影响。通过使用监督学习方法,他们识别了正面和负面的比较评论,以及正面和负面的常规评论,然后应用了双向固定效应模型。结果表明,比较性评论对产品销售有积极影响。具体来说,正面比较评论比正面常规评论对产品销售的影响更大,而负面比较评论比负面常规评论对产品销售的绝对影响更小。此外,正面比较评论的绝对影响大于负面评论。一项后续对照实验室研究进一步证实了作者的结果和见解。研究结果为营销人员和从业人员提供了新的见解和实际指导,帮助他们推广更多的比较性评论帖子,优化在线评论展示。
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引用次数: 0
Examining the Impact of Sponsored Search Results on Choice: An Anchoring Perspective 研究赞助商搜索结果对选择的影响:锚定视角
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2023-11-15 DOI: 10.1177/10949968231195856
Abhi Bhattacharya, Stacey Robinson, Satadruta Mookherjee, Herman Blöte
Online sponsored search advertising has emerged as a dominant form of advertising. While prior research has investigated the impact of such advertising as a signal for the advertiser, it has largely neglected the impact of sponsored ads on subsequent choice and evaluations. Using a mixed-method approach combining secondary data from a large hotel aggregator and experimental studies, the present work investigates the effect of anchoring, a commonly used heuristic in the context of online search. This research indicates that a sponsored (i.e., paid) search result acts as an anchor influencing subsequent consumer choice when it is shown as the first-ranked result. The strength of the anchoring effect varies across multiple factors, including the similarity of other search results and the size of the search device screen.
在线赞助搜索广告已成为一种主要的广告形式。虽然之前的研究调查了此类广告作为广告商信号的影响,但在很大程度上忽略了赞助广告对后续选择和评价的影响。本研究采用一种混合方法,结合一家大型酒店聚合网站的二手数据和实验研究,调查了锚定(一种在线搜索中常用的启发式方法)的影响。研究表明,赞助商(即付费)的搜索结果如果显示为排名第一的结果,就会成为影响消费者后续选择的锚点。锚定效应的强度因多种因素而异,包括其他搜索结果的相似性和搜索设备屏幕的大小。
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引用次数: 0
The Power of AI-Generated Voices: How Digital Vocal Tract Length Shapes Product Congruency and Ad Performance 人工智能生成声音的力量:数字声道长度如何影响产品一致性和广告效果
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2023-11-15 DOI: 10.1177/10949968231194905
Fotis Efthymiou, Christian Hildebrand, Emanuel de Bellis, William H. Hampton
Can AI-generated voices be designed to improve product and brand perceptions? Akin to human voices that evoke mental images in a listener even without visual cues, artificially generated voices can be intentionally designed to elicit envisioned mental representations. Drawing from prior work on sound symbolism and computational advances in speech synthesis, the authors explore how the voice of an AI-powered conversational agent (e.g., a voice assistant such as Amazon Alexa) impacts consumer perceptions and choice. Specifically, the authors examine how altering a conversational agent's digital vocal tract length (i.e., timbre) shapes consumers’ physical ascriptions of the agent and subsequent voice–product congruency evaluations. Four experiments, including a large-scale field experiment, demonstrate that increasing (decreasing) the vocal tract length promotes congruency attributions toward stereotypically masculine (feminine) products and improves advertising performance (higher click-through rates and lower costs per click). This article represents a critical first step in deepening understanding on how artificially generated voices shape the consumer experience, demonstrating how firms could enhance product congruency perceptions and advertising performance by leveraging a more theory-driven approach to voice marketing.
人工智能生成的声音能否改善产品和品牌认知?人类的声音即使在没有视觉线索的情况下也能唤起听者的心理图像,与此类似,人工智能生成的声音也可以有意识地设计来唤起设想中的心理表征。作者借鉴之前在声音符号学和语音合成计算方面的研究成果,探讨了人工智能驱动的对话代理(如亚马逊 Alexa 等语音助手)的声音如何影响消费者的认知和选择。具体来说,作者研究了改变对话代理的数字声道长度(即音色)如何影响消费者对代理的物理描述以及随后的语音-产品一致性评价。包括大规模现场实验在内的四项实验证明,增加(减少)声道长度可促进对刻板印象中男性(女性)产品的一致性归因,并提高广告效果(提高点击率和降低每次点击成本)。这篇文章在加深理解人工生成的声音如何塑造消费者体验方面迈出了关键的第一步,展示了企业如何利用更多理论驱动的语音营销方法来提高产品一致性认知和广告效果。
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引用次数: 0
Acknowledgments 致谢
1区 管理学 Q1 BUSINESS Pub Date : 2023-10-10 DOI: 10.1177/10949968231203613
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引用次数: 0
Surprising Consequences of Innocuous Mobile Transaction Reminders of Credit Card Use 无伤大雅的手机交易提醒信用卡使用的惊人后果
1区 管理学 Q1 BUSINESS Pub Date : 2023-09-25 DOI: 10.1177/10949968231189505
Jikyung (Jeanne) Kim, Yeohong Yoon, Jeonghye Choi, Hang Dong, Dilip Soman
Excessive credit card use has been a serious concern across the world since the introduction of the payment method. In South Korea, credit card companies and the government collaborated on a behavioral intervention, the transaction reminder service, to help consumers better manage their credit. Credit card transactions trigger text message confirmations sent to users’ mobile phones, increasing the salience and memory of expenses and resulting in more controlled spending. Experimenting in an institutional setting in which one group receives reminders and the other does not, the authors combined difference-in-differences methodology with inverse probability treatment weighting to assimilate random assignment. The empirical findings show that this intervention counterintuitively brings an overall increase in spending. This increase is substantial among those who had been light to medium spenders before the implementation, whereas historically high spenders experience little to no change after receiving the transaction reminders. The results are consistent with a theory that users reallocate the mental effort of remembering their past spending (mental recordkeeping) to digital devices, leading to higher spending due to poor recall. These findings attest to the value of evaluating a policy before scaling it broadly.
自从引入这种支付方式以来,过度使用信用卡一直是世界各地的一个严重问题。在韩国,信用卡公司和政府合作推出了一项行为干预,即交易提醒服务,以帮助消费者更好地管理自己的信用。信用卡交易触发发送到用户手机的确认短信,增加了消费的显著性和记忆性,从而使消费更加可控。在一组收到提醒而另一组没有的制度设置中进行实验,作者将差异中的差异方法与逆概率处理加权相结合,以吸收随机分配。实证结果表明,与直觉相反,这种干预带来了支出的总体增加。这一增长在那些在执行之前是轻到中等消费的用户中是显著的,而在收到交易提醒后,历史上的高消费用户几乎没有变化。这一结果与一种理论相一致,即用户将记忆过去消费的心理努力(心理记录)重新分配到数字设备上,导致由于记忆力差而导致更高的消费。这些发现证明了在广泛推广政策之前对其进行评估的价值。
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引用次数: 0
Conversion in Music Streaming Services 音乐流媒体服务的转换
1区 管理学 Q1 BUSINESS Pub Date : 2023-09-25 DOI: 10.1177/10949968231186950
Rouven Seifert, Janis Denk, Michel Clement, Michael Kandziora, Janek Meyn
Demand spillovers between distribution channels are critical for revenue streams in the music industry. Drawing on consumption capital theory, this study investigates the impact of a subscription (unsubscription) or upgrade (downgrade) in music streaming on live, physical, and digital music consumption. The propensity score matching approach applied to a biannual panel with six waves indicates that conversion in music subscriptions spills over to the live market and changes willingness to pay (WTP) and demand for live events. Converting from no streaming or free streaming to a premium subscription leads to a particularly high surplus in WTP and demand for live music. Unsubscribing or downgrading a music subscription decreases WTP and demand for live events. However, changes in music subscriptions are rather unrelated to physical and digital purchases. A scenario analysis indicates that deleting the free streaming option outperforms restricting the features available to free users. The authors provide contingencies of this finding.
分销渠道之间的需求溢出对音乐行业的收入流至关重要。利用消费资本理论,本研究调查了音乐流媒体的订阅(取消订阅)或升级(降级)对现场、实体和数字音乐消费的影响。倾向得分匹配方法应用于半年一次的六波面板,表明音乐订阅的转换溢出到现场市场,并改变了现场活动的支付意愿(WTP)和需求。从没有流媒体或免费流媒体转换到付费订阅会导致WTP的特别高盈余和对现场音乐的需求。取消订阅或降级音乐订阅会减少WTP和对现场活动的需求。然而,音乐订阅的变化与实体和数字购买无关。场景分析表明,删除免费流选项优于限制免费用户可用的功能。作者提供了这一发现的偶然性。
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引用次数: 0
Designing Brand Cocreation Activities to Increase Digital Consumer Engagement 设计品牌共同创造活动,提高数字消费者参与度
1区 管理学 Q1 BUSINESS Pub Date : 2023-09-20 DOI: 10.1177/10949968231191097
Heather Johnson Dretsch, Amna Kirmani, Josh Lundberg
Brand cocreation campaigns offer consumers various activities centered on interpreting brand image. Yet, little is known about what brand cocreation characteristics increase digital consumer engagement (DCE; e.g., liking a brand on Facebook) and how they do so. Given the importance of DCE, the current research addresses this gap. Three experiments demonstrate that brand cocreation activities with high (vs. low) focus on brand meaning generate greater DCE among consumers who have high self–brand connection. Evidence suggests that this occurs because an activity's high focus on brand meaning facilitates the generation of abstract brand knowledge. For consumers with low self–brand connection, focus on brand meaning does not differentially affect DCE because these consumers lack appropriate knowledge about the brand. This research also offers implications for optimizing interactive marketing practice.
品牌共创活动为消费者提供以诠释品牌形象为中心的各种活动。然而,对于哪些品牌共同创造特征会增加数字消费者参与度(DCE;例如,在Facebook上喜欢一个品牌)以及他们是如何做到的。鉴于DCE的重要性,目前的研究解决了这一差距。三个实验表明,高度(相对于低)关注品牌意义的品牌共同创造活动在高度自我品牌连接的消费者中产生更大的DCE。有证据表明,这是因为一项活动对品牌意义的高度关注促进了抽象品牌知识的产生。对于自我品牌连接度较低的消费者,关注品牌意义对DCE的影响并不显著,因为这些消费者缺乏适当的品牌知识。本研究也为优化互动营销实践提供了启示。
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引用次数: 0
Enhancing Digital Advertising with Blockchain Technology 用区块链技术增强数字广告
1区 管理学 Q1 BUSINESS Pub Date : 2023-09-20 DOI: 10.1177/10949968231185543
Valerio Stallone, Martin Wetzels, Dominik Mahr, Michael Klaas
The increasing popularity of blockchain technology (BCT) has spurred interest in its potential to rejuvenate the digital advertising ecosystem. Due to its transparency, decentralization, and immutability, BCT offers the potential for customer-oriented, secure, and open platforms that might improve interactions between consumers and businesses. This article investigates applications of BCT in digital advertising and develops an integrative framework to classify innovations at this intersection. With a systematic literature review and Delphi study, the authors examine ten relevant use cases and compile qualitative and quantitative data on the expected probability of realization, expected impact on the industry, desirability of occurrence, and market establishment duration. The results reveal organizational activity theory–informed areas of innovation and provide useful insights for managers, researchers, and policy makers. Managers should focus on contextual innovations such as rewarding web users for web interactions, rewarding content creators for their contributions, and ensuring user data security as the most relevant potential applications. Boundary innovations require a better understanding before deploying solutions aimed at increasing advertising supply chain transparency, mitigating fraud, and verifying content. For domain-based innovation areas, researchers must rethink their foundations. Finally, the authors propose a detailed research agenda.
区块链技术(BCT)的日益普及激发了人们对其重振数字广告生态系统潜力的兴趣。由于其透明性、去中心化和不可变性,BCT提供了面向客户、安全和开放平台的潜力,这些平台可能会改善消费者和企业之间的交互。本文研究了BCT在数字广告中的应用,并开发了一个综合框架来分类这一交叉领域的创新。通过系统的文献回顾和德尔菲研究,作者研究了10个相关用例,并编制了关于预期实现概率、对行业的预期影响、发生的可取性和市场建立时间的定性和定量数据。研究结果揭示了组织活动理论的创新领域,并为管理者、研究人员和政策制定者提供了有用的见解。管理人员应该关注上下文创新,例如奖励网络用户的网络交互,奖励内容创建者的贡献,并确保用户数据安全作为最相关的潜在应用。在部署旨在提高广告供应链透明度、减少欺诈和验证内容的解决方案之前,边界创新需要更好地理解。对于基于领域的创新领域,研究人员必须重新思考其基础。最后,提出了详细的研究议程。
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引用次数: 0
I Didn’t Win! An Overlooked Downside of Crowdsourcing? 我没赢!众包被忽视的缺点?
1区 管理学 Q1 BUSINESS Pub Date : 2023-09-11 DOI: 10.1177/10949968231184417
Tatiana Karpukhina, Martin Schreier, Chris Janiszewski, Hidehiko Nishikawa
This research identifies a surprising downside to using crowdsourcing to generate new product ideas: participants who do not win an idea generation contest temporarily disengage from the contest-hosting brand. When people lose a crowdsourcing contest, the experience of losing negatively affects the participants’ word-of-mouth and short-term purchase behaviors. Reframing the contest as a community activity (e.g., “Join the crowd and help us find a name for our new restaurant”) rather than a competition (e.g., “Compete with the crowd to be the one who names our new restaurant”) is found to positively affect a losing customer's subsequent engagement with the contest-hosting brand. Community framing shifts attention away from losing the contest (i.e., it reduces negative affect) and toward collectively creating a superior outcome (i.e., it increases one's perceived contribution), without changing the nature of the contest itself (i.e., participants continue to submit ideas). Community framing positively affects subsequent participant engagement, but it does not influence the effort the participant invests in the contest or the quality of the idea the participant submits. The evidence consists of lab experiments, field experiments, and a large-scale field study that measured actual purchase behavior.
这项研究发现了使用众包来产生新产品创意的一个令人惊讶的缺点:没有赢得创意竞赛的参与者暂时脱离了主办竞赛的品牌。当人们输掉一场众包竞赛时,失败的经历会对参与者的口碑和短期购买行为产生负面影响。将比赛重新定义为社区活动(例如,“加入人群,帮助我们为新餐厅命名”)而不是竞争(例如,“与人群竞争,成为为我们的新餐厅命名的人”),可以积极影响失去的客户随后与比赛主办品牌的互动。社区框架将注意力从输掉比赛(即减少负面影响)转移到集体创造更好的结果(即增加一个人的感知贡献),而不改变比赛本身的性质(即参与者继续提交想法)。社区框架积极影响随后的参与者参与,但它不影响参与者在比赛中投入的努力或参与者提交的想法的质量。证据包括实验室实验,现场实验,以及测量实际购买行为的大规模现场研究。
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引用次数: 0
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Journal of Interactive Marketing
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