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YouTube It Before You Buy It: The Role of Parasocial Interaction in Consumer-to-Consumer Video Reviews 在你购买它之前YouTube:在消费者对消费者的视频评论中副社交互动的作用
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-08-15 DOI: 10.1177/10949968221102825
Valeria Penttinen, Robert Ciuchita, Martina Čaić
Consumer-to-consumer (C2C) online reviews are important sources of information that help consumers decide which products and services to buy. Although C2C reviews in video format (e.g., on YouTube) have become increasingly popular, research remains focused primarily on textual reviews. This article emphasizes the importance of C2C video reviews in influencing consumer outcomes through parasocial interaction, a special—albeit one-sided—connection with reviewers. Interactivity and self-disclosure are suggested as online communication techniques reviewers can use to foster parasocial interaction with their viewers in a single encounter. Parasocial interaction is further established as a psychological mechanism that underlines the impacts of interactivity and self-disclosure on source credibility, leading to improved consumer purchase intentions. The authors also propose that strong parasocial interaction with reviewers exerts a particularly powerful influence on the purchase decisions of consumers who experience low levels of decision confidence, while arguing for the importance of C2C video reviews in guiding the decisions of various consumer groups. Research recommendations reveal how managers can encourage consumers to create and share video reviews on different platforms and offer guidance on the ways companies can foster parasocial interaction through firm-related marketing communications.
消费者对消费者(C2C)在线评论是帮助消费者决定购买哪些产品和服务的重要信息来源。尽管视频格式的C2C评论(例如在YouTube上)越来越受欢迎,但研究仍然主要集中在文本评论上。本文强调了C2C视频评论在通过准社会互动影响消费者结果方面的重要性,这是一种与评论人的特殊联系,尽管是片面的。建议将互动性和自我揭露作为在线交流技术,供评论者在一次会面中与观众进行准社交互动。准社会互动被进一步确立为一种心理机制,强调互动和自我披露对来源可信度的影响,从而改善消费者的购买意愿。作者还提出,与评论者的强烈准社会互动对决策信心水平较低的消费者的购买决策产生了特别强大的影响,同时认为C2C视频评论在指导各种消费者群体决策方面的重要性。研究建议揭示了管理者如何鼓励消费者在不同平台上创建和分享视频评论,并就公司如何通过与公司相关的营销传播促进准社会互动提供指导。
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引用次数: 9
Bridging the Gap: A Systematic Benchmarking of Uplift Modeling and Heterogeneous Treatment Effects Methods 弥合差距:隆起建模和异质治疗效果方法的系统基准
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-08-11 DOI: 10.1177/10949968221111083
J. Rößler, D. Schoder
Choosing the correct method to predict the incremental effect of a treatment on customer response is critical to optimize targeting policies in many important applications such as churn management and patient care. Two research streams, uplift modeling and heterogeneous treatment effects (HTE), have emerged that scrutinize the incremental effect of a treatment on customer response. So far, these research streams mostly remain independent, with few studies comparing methods across these communities. However, if the goal is to estimate the incremental effect in the best possible way or to make a new contribution in the context of targeting policies, ignoring either uplift modeling or HTE methods is a serious omission. To fill this research gap, the authors benchmark 15 methods from both literatures on synthetic and real-world data sets. They perform benchmarking to contrast the performance of different methods from both research streams and to highlight the importance of evaluating methods from uplift modeling and HTE. The results show that although most methods suffer from volatility, some methods perform better and are more robust than others. In addition, the authors demonstrate that using the incremental effect can substantially improve a targeting policy, but only if academics and practitioners evaluate various methods from both uplift modeling and HTE.
在许多重要应用程序(如流失管理和患者护理)中,选择正确的方法来预测治疗对客户反应的增量影响对于优化目标策略至关重要。已经出现了两种研究流,即提升建模和异质治疗效果(HTE),它们仔细研究了治疗对客户反应的增量影响。到目前为止,这些研究流大多保持独立,很少有研究比较这些社区的方法。然而,如果目标是以尽可能好的方式估计增量效应,或者在目标政策的背景下做出新的贡献,那么忽略提升建模或HTE方法是一个严重的遗漏。为了填补这一研究空白,作者在合成数据集和真实世界数据集上对文献中的15种方法进行了基准测试。他们进行基准测试,以对比两个研究流中不同方法的性能,并强调隆起建模和HTE评估方法的重要性。结果表明,尽管大多数方法都存在波动性,但有些方法比其他方法性能更好、更稳健。此外,作者证明,使用增量效应可以显著改善目标政策,但前提是学者和从业者评估提升建模和HTE的各种方法。
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引用次数: 2
Do Handwritten Notes Benefit Online Retailers? A Field Experiment 手写笔记对在线零售商有利吗?田间试验
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-07-19 DOI: 10.1177/10949968221102306
Sanghwa Kim, Jeonghye Choi, Seung Hyun Kim
Despite the technological advances in online retailing, the human touch continues to be essential to relationships between retailers and customers. Although a handwritten note is proposed as a simple means to help establish a personal relationship, its economic significance and alignment with current practices have been insufficiently studied. In this article, the authors evaluate the benefits of a handwritten note for an online retailer and reveal the boundary conditions of its benefits. A randomized field experiment demonstrates that presenting a handwritten note has a positive and significant effect on customer spending. More importantly, the authors observe that an additional marketing incentive (i.e., giveaway, price discount) attenuates this beneficial effect. Further, the study shows that these two effects arise with loyal customers, but not with nonloyal customers. A follow-up experiment reveals that warmth underlies the key findings, lending support for the theoretical prediction. The article concludes with a general discussion that the authors hope will inspire future research on relationship management in online retailing.
尽管在线零售技术取得了进步,但人与人之间的接触仍然是零售商和顾客之间关系的关键。尽管手写便条被认为是帮助建立个人关系的一种简单手段,但其经济意义和与当前做法的一致性尚未得到充分研究。在本文中,作者评估了手写笔记对在线零售商的好处,并揭示了其好处的边界条件。一项随机现场实验表明,出示手写便条对客户支出有积极而显著的影响。更重要的是,作者观察到,额外的营销激励(即赠品、价格折扣)会减弱这种有益效果。此外,研究表明,这两种效应发生在忠诚客户身上,但不发生在非忠诚客户身。一项后续实验表明,温暖是关键发现的基础,为理论预测提供了支持。文章最后进行了一般性的讨论,希望对未来网络零售关系管理的研究有所启发。
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引用次数: 0
When Does Information Transparency Reduce Downside of Personalization? Role of Need for Cognition and Perceived Control 信息透明何时能减少个性化的负面影响?认知需要和知觉控制的作用
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-07-04 DOI: 10.1177/10949968221095557
Laetitia Lambillotte, Yakov Bart, Ingrid Poncin
Companies increasingly use personalization to offer a better experience to their customers. Online personalization enables them to learn from customers’ data and adapt their website content accordingly. Although customers may value personalization, it may also trigger privacy concerns. In this context, both regulators and firms need a better understanding of the process underlying the effect of personalization on privacy concerns, as well as the role of information transparency in this process. Drawing on signaling theory, the authors propose how perceived control may mediate the negative impact of personalization on privacy concerns and hypothesize that the interaction effect of personalization and information transparency depends on customer need for cognition. Findings from two experimental studies show that perceived control is lower on personalized websites than on nonpersonalized websites, which leads to privacy concerns. However, the presence of a transparency message can mitigate the negative effect of website personalization for customers who are in low need for cognition.
公司越来越多地使用个性化为客户提供更好的体验。在线个性化使他们能够从客户的数据中学习,并相应地调整他们的网站内容。尽管客户可能看重个性化,但它也可能引发隐私问题。在这种情况下,监管机构和公司都需要更好地理解个性化对隐私问题的影响背后的过程,以及信息透明度在这一过程中的作用。利用信号理论,作者提出了感知控制如何调解个性化对隐私问题的负面影响,并假设个性化和信息透明度的交互效应取决于客户的认知需求。两项实验研究的结果表明,个性化网站的感知控制低于非个性化网站,这导致了对隐私的担忧。然而,透明信息的存在可以减轻网站个性化对认知需求低的客户的负面影响。
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引用次数: 2
What We Know and Don’t Know About Consumer Happiness: Three-Decade Review, Synthesis, and Research Propositions 关于消费者幸福,我们知道什么和不知道什么:三十年回顾、综合和研究主张
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-06-23 DOI: 10.1177/10949968221095548
N. Dhiman, Ajay Kumar
The recent rise of consumer happiness research in marketing literature is noticeable. This article presents a systematic review of consumer happiness research from 1991 to 2020. From an initial pool of 600 articles on consumer happiness from 158 marketing journals in the ABS and ABDC lists, 71 articles were selected. The procedure was as follows: (1) search of articles, (2) quality assessment, (3) extraction of data from articles, and (4) thematic synthesis. The review concluded that the term “consumer happiness” does not have a standardized definition in the existing literature. However, happiness has been studied in a variety of contexts, and consumer research is one of these contexts. Further, the review concluded that consumer happiness research is largely segregated across three themes: marketing beyond satisfaction, marketing for health and mind, and digital felicity. Seven areas of future research on consumer happiness are also proposed. The authors present academic and managerial contributions with scholarly implications for the literature in the areas of consumer well-being, the role of marketing/interactive marketing, and the positive side of marketing. The authors also suggest that marketers not only seek consumers’ need fulfillment and satisfaction from their product or service consumption but also try to elicit hedonic associations with their products or services.
最近市场营销文献中消费者幸福感研究的兴起是值得注意的。本文对1991年至2020年的消费者幸福感研究进行了系统回顾。从ABS和ABDC列表中158个营销期刊的600篇关于消费者幸福的文章中,选择了71篇。程序如下:(1)文章检索,(2)质量评估,(3)文章数据提取,(4)专题综合。这篇综述的结论是,在现有的文献中,“消费者幸福”一词没有一个标准化的定义。然而,人们在各种各样的背景下对幸福进行了研究,消费者研究就是其中之一。此外,该综述得出结论,消费者幸福研究主要分为三个主题:超越满意度的营销、健康和心灵营销以及数字幸福。本文还提出了未来消费者幸福感研究的七个领域。作者提出学术和管理贡献与学术意义的文献领域的消费者福祉,营销/互动营销的作用,以及营销的积极面。作者还建议,营销人员不仅要从他们的产品或服务消费中寻求消费者需求的满足和满足,还要试图引发与他们的产品或服务的享乐联系。
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引用次数: 10
Some Interactions Are More Equal Than Others: The Effect of Influencer Endorsements in Social Media Brand Posts on Engagement and Online Store Performance 一些互动比其他互动更平等:社交媒体品牌帖子中的影响力背书对参与度和网店业绩的影响
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-06-09 DOI: 10.1177/10949968221096591
Adrian Waltenrath, C. Brenner, O. Hinz
This study investigates the value of influencer endorsement within brand-owned social media posts in terms of engagement and online store performance. Specifically, it focuses on how endorser-caused engagement translates to online store performance. The authors examine metrics that capture short-term performance (online shop visits and immediate sales) by tracking immediate responses to social media posts. They conduct an empirical analysis based on real Facebook posts published over 1.5 years by a leading European online fashion retailer that targets young adults. To confirm results and shed light on the underlying mechanisms, the authors further conduct a randomized online experiment (N = 305) that mimics the field study. They find that influencer endorsements are associated with increased engagement and that engagement is associated with higher online store performance. The results show that endorsement negatively moderates the effect of engagement because it distracts from the products (i.e., the “vampire effect”). The authors conclude that consumers’ underlying intentions of engaging with social media posts vary, which implies that engagement caused by an endorser has less economic value than engagement motivated by other (e.g., product-related) reasons. From a practical perspective, social media brand post endorsement should be considered a tool for brand marketing rather than for performance marketing, and social media metrics should be interpreted with care, because not all engagement may help online store performance.
本研究调查了品牌社交媒体帖子中影响者背书在参与度和网店表现方面的价值。具体来说,它关注的是代言人引起的参与如何转化为在线商店的表现。作者通过跟踪对社交媒体帖子的即时反应,研究了捕捉短期业绩(网店访问量和即时销售额)的指标。他们根据一家欧洲领先的在线时尚零售商1.5年来发布的Facebook真实帖子进行了实证分析,该零售商针对年轻人。为了证实结果并阐明潜在的机制,作者进一步进行了一项随机在线实验(N = 305),其模拟现场研究。他们发现,有影响力的代言与参与度的提高有关,而参与度与网店业绩的提高有关。研究结果表明,背书对参与的效果有负面影响,因为它会分散对产品的注意力(即“吸血鬼效应”)。作者得出结论,消费者参与社交媒体帖子的潜在意图各不相同,这意味着由代言人引起的参与比由其他(例如,与产品相关)原因引起的参与具有更小的经济价值。从实践的角度来看,社交媒体品牌后期背书应被视为品牌营销的工具,而不是绩效营销的工具。社交媒体指标应谨慎解读,因为并非所有参与都有助于网店绩效。
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引用次数: 5
Decoding Emotional (In)Congruency: A Computational Approach Toward Ad Placement on YouTube 解码情感(In)一致性:YouTube广告投放的计算方法
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-06-03 DOI: 10.1177/10949968221095546
T. Wen, C. Chuan, W. Tsai, Jing Yang
This study illuminates the varied emotional mechanisms underlying consumer response to ads paired with emotionally congruent versus incongruent content in different placement positions. This work expands the media planning literature that has narrowly focused on thematic (in)congruency. Focusing on music videos, Study 1 empirically tests the affect regulation effect on consumer response to ads paired with emotionally incongruent music videos and the affect priming effect in congruent pairings. Furthermore, this study incorporates affective computing algorithms to pair ads with music videos based on emotional (in)congruency to advance the emerging field of computational advertising. The results from two experimental studies demonstrate that consumers prefer the emotional flow from a negative to a positive state when the ad and media context are emotionally incongruent. In the emotional congruency condition, regardless of ad position, the positively valenced ad produces more favorable responses. Study 2 further illuminates the boundary conditions of emotional (in)congruency and ad valence, suggesting that consumers’ preference for positively valenced ads in the affect regulation and affect priming processes is more prominent when consumers are less involved. When involvement level is high, negative ads are rated as more persuasive than positive ones. Involvement level also reduces ad skipping, especially when the ad and the media program are emotionally incongruent.
本研究阐明了消费者对广告在不同位置上的情感一致与不一致的反应背后的不同情感机制。这项工作扩展了媒体规划文献,狭隘地关注主题一致性。研究1以音乐视频为研究对象,实证检验了情绪不一致的音乐视频广告对消费者反应的影响调节效应和情绪一致的音乐视频广告对消费者反应的影响启动效应。此外,本研究结合情感计算算法,基于情感一致性将广告与音乐视频配对,以推进计算广告的新兴领域。两项实验研究的结果表明,当广告和媒体情境情绪不一致时,消费者更倾向于从消极状态向积极状态的情绪流动。在情绪一致性条件下,无论广告位置如何,积极评价的广告都会产生更有利的反应。研究2进一步阐明了情绪一致性和效价的边界条件,表明消费者在情感调节和影响启动过程中对正效价广告的偏好在消费者参与较少时更为突出。当参与程度高时,负面广告比正面广告更有说服力。参与程度也会减少广告跳过,尤其是当广告和媒体节目在情感上不一致时。
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引用次数: 2
Detecting Pain Points from User-Generated Social Media Posts Using Machine Learning 使用机器学习从用户生成的社交媒体帖子中检测痛点
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-06-03 DOI: 10.1177/10949968221095556
Joni O. Salminen, M. Mustak, Juan Corporan, Soon-Gyo Jung, B. Jansen
Artificial intelligence, particularly machine learning, carries high potential to automatically detect customers’ pain points, which is a particular concern the customer expresses that the company can address. However, unstructured data scattered across social media make detection a nontrivial task. Thus, to help firms gain deeper insights into customers’ pain points, the authors experiment with and evaluate the performance of various machine learning models to automatically detect pain points and pain point types for enhanced customer insights. The data consist of 4.2 million user-generated tweets targeting 20 global brands from five separate industries. Among the models they train, neural networks show the best performance at overall pain point detection, with an accuracy of 85% (F1 score = .80). The best model for detecting five specific pain points was RoBERTa 100 samples using SYNONYM augmentation. This study adds another foundational building block of machine learning research in marketing academia through the application and comparative evaluation of machine learning models for natural language–based content identification and classification. In addition, the authors suggest that firms use pain point profiling, a technique for applying subclasses to the identified pain point messages to gain a deeper understanding of their customers’ concerns.
人工智能,特别是机器学习,在自动检测客户痛点方面具有很高的潜力,这是客户表达的一个特别关注的问题,公司可以解决。然而,分散在社交媒体上的非结构化数据使检测成为一项不平凡的任务。因此,为了帮助企业更深入地了解客户的痛点,作者对各种机器学习模型的性能进行了实验和评估,以自动检测痛点和痛点类型,从而增强客户的洞察力。数据包括4.2 针对来自五个不同行业的20个全球品牌的数百万条用户生成的推文。在他们训练的模型中,神经网络在整体痛点检测方面表现出最好的性能,准确率为85%(F1得分 = .80)。检测五个特定疼痛点的最佳模型是使用SYNONYM增强的RoBERTa 100样本。本研究通过对基于自然语言的内容识别和分类的机器学习模型的应用和比较评估,为营销学界的机器学习研究增添了另一个基础性的组成部分。此外,作者建议公司使用痛点分析,这是一种将子类应用于已识别的痛点消息的技术,以更深入地了解客户的担忧。
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引用次数: 10
The Impact of Mobile Social App Usage on Offline Shopping Store Visits 手机社交应用使用对线下购物商店访问量的影响
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-29 DOI: 10.1177/10949968221095554
Xuebin Cui, Yacheng Sun, Yubo Chen, Banggang Wu
This research is a first empirical investigation into the effect of mobile social app usage on consumers’ decisions to visit offline stores and how such an effect varies across consumers and carries over time. The analysis combines data on mobile app usage at the individual consumer level with a fine-grained geolocation data set. The authors find a positive effect of social app usage on consumers’ visits to brick-and-mortar stores. This effect is amplified by the consumer's mobility level and the offline store density in the consumer's neighborhood. The positive impact of social app usage carries over for up to nine days, indicating a short-term effect. Additional analyses indicate that such an effect is likely due to consumers’ social discovery of product- and store-related information via word of mouth on strong-tie social apps (i.e., instant messaging apps). These results point to new opportunities for offline retailers seeking to acquire customers via the mobile channel.
这项研究首次实证调查了手机社交应用的使用对消费者访问线下商店决策的影响,以及这种影响在不同消费者之间的差异和持续时间。该分析结合了个人消费者层面的手机应用使用数据和精细的地理位置数据集。作者发现,社交应用的使用对消费者访问实体店有积极影响。这种效应被消费者的流动性水平和消费者所在社区的线下商店密度放大。使用社交应用的积极影响可以持续9天,这表明这种影响是短期的。其他分析表明,这种影响可能是由于消费者通过口头传播在强联系社交应用(即即时通讯应用)上发现产品和商店相关信息。这些结果为寻求通过移动渠道获取客户的线下零售商指明了新的机会。
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引用次数: 1
Email Marketing as a Tool for Strategic Persuasion 电子邮件营销作为战略说服的工具
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-25 DOI: 10.1177/10949968221095552
Jacquelyn S. Thomas, Chao-Jung Chen, D. Iacobucci
Email marketing is an important staple of marketing communications. Emails from companies to customers may be promotional in nature, to drive short-term purchasing, or relational in nature, for customer relationship management (CRM) and brand-building objectives. Emails are also issued when customers have opted in to receive alerts and notifications. The authors posit that these different types of emails (promotional, CRM, alerts) reflect both overt and more subtle attempts at persuasion and are associated with different levels of persuasion knowledge. Insights from the persuasion knowledge model ( Friestad and Wright 1994) and advertising wear-out are offered as explanations to understand consumer response to different types of emails. The authors test a model comparing the relative effectiveness of these types of emails on the email opening rate, the spending amount, and the shopping cart abandonment rate. They show that emails associated with relatively lower levels of persuasion knowledge are the most effective at increasing the opening rate and spending amount but are counterproductive for reducing shopping cart abandonment. In contrast, emails that likely trigger higher levels of persuasion knowledge are better for reducing cart abandonment. Alert notifications are mostly ineffective at driving our focal outcomes. The authors show that email effectiveness varies over time and is different for each type of email. They assert that combinations of specific email types, if strategically managed, can be used to enhance the spending of customers who opt in to receive specific alert messages.
电子邮件营销是营销传播的重要组成部分。公司发给客户的电子邮件可能是促销性质的,以推动短期购买,或者是关系性质的,以实现客户关系管理(CRM)和品牌建设的目标。当客户选择接收提醒和通知时,也会发出电子邮件。作者认为,这些不同类型的电子邮件(促销、客户关系管理、提醒)既反映了公开的说服尝试,也反映了更微妙的说服尝试,并且与不同层次的说服知识有关。从说服知识模型(Friestad and Wright 1994)和广告损耗的见解被提供作为解释,以了解消费者对不同类型的电子邮件的反应。作者测试了一个模型,比较了这些类型的电子邮件在电子邮件打开率、消费金额和购物车放弃率方面的相对有效性。他们表明,与相对较低水平的说服知识相关的电子邮件在提高打开率和消费金额方面最有效,但在减少购物车放弃方面却适得其反。相比之下,电子邮件可能会触发更高层次的说服知识,更有利于减少购物车放弃。警报通知在推动我们的焦点结果方面大多是无效的。作者表示,电子邮件的有效性随着时间的推移而变化,每种类型的电子邮件也有所不同。他们断言,如果有策略地管理特定电子邮件类型的组合,可以用来增加选择接收特定提醒信息的客户的支出。
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引用次数: 6
期刊
Journal of Interactive Marketing
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