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Chatbots in Marketing: A Literature Review Using Morphological and Co-Occurrence Analyses 市场营销中的聊天机器人:基于形态学和共现分析的文献综述
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-23 DOI: 10.1177/10949968221095549
A. Ramesh, Vaibhav Chawla
Chatbots have become common in marketing-related applications, providing 24/7 service, engaging customers in humanlike conversation, and reducing employee workload in handling customer calls. However, the academic literature on the use of chatbots in marketing remains sparse and scattered across disciplines. The present study combines morphological analysis and co-occurrence analysis to bring structure to this area and to identify relevant research gaps. Morphological analysis divides a problem into pertinent and clearly distinguishable components, namely dimensions (at an abstract level) and variants (at a concrete level). A Zwicky box (a cross-variant matrix of dimensions) is then constructed to identify future research opportunities. Here, the authors obtain 11 dimensions and 264 variants. To eliminate inconsistent configurations (i.e., combinations of variants across dimensions), they perform a cross-consistency assessment and identify potential research gaps. To increase objectivity in the selection of relevant gaps, the authors use VOSviewer software to conduct a co-occurrence analysis of the variants.
聊天机器人在营销相关应用程序中变得很常见,提供全天候服务,让客户参与人性化的对话,并减少员工处理客户电话的工作量。然而,关于聊天机器人在营销中的使用的学术文献仍然很少,而且分散在各个学科中。本研究将形态学分析和共现分析相结合,为该领域带来结构,并找出相关的研究空白。形态学分析将一个问题划分为相关的、可清晰区分的组成部分,即维度(在抽象层面)和变体(在具体层面)。然后构建Zwicky盒(维度的交叉变量矩阵),以确定未来的研究机会。在这里,作者获得了11个维度和264个变体。为了消除不一致的配置(即跨维度的变体组合),他们进行了交叉一致性评估,并确定了潜在的研究差距。为了增加选择相关差距的客观性,作者使用VOSviewer软件对变体进行共现分析。
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引用次数: 15
Antecedents and Consequences of Gift-Receiving in Livestreaming: An Exploratory Study 直播中收礼的前因与后果:一项探索性研究
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-18 DOI: 10.1177/10949968221095550
Xuejing Ma, Hongju Liu, Qiaowei Shen
As a novel and booming medium, the livestreaming industry has attracted millions of broadcasters and viewers worldwide. Gifts from viewers have become the main revenue source for most broadcasters and livestreaming platforms. This study employs data from a major showroom livestreaming platform in China to examine this practice of “gifting” during a livestreaming event. The authors first explore the antecedents of gift-receiving, which mainly focus on the effect of social interaction. The results show that the more social interactions in a live session, the more likely the broadcaster receives more gifts, and the effect is enhanced when a more experienced broadcaster is participating. Furthermore, the authors examine the consequences of gift-receiving and social interaction on broadcasters’ short-term activation and long-term retention. They find that both gift-receiving and social interaction can positively affect broadcasters’ live content provision in the short and long run, and the effects change with the increase of broadcasters’ experiences. This study offers insight into gifting in livestreaming, which gives scope for relevant future explorations.
作为一种新兴且蓬勃发展的媒体,直播行业吸引了全球数百万广播公司和观众。观众的礼物已成为大多数广播公司和直播平台的主要收入来源。这项研究采用了来自中国一家主要展厅直播平台的数据,来检验这种在直播活动中“送礼”的做法。作者首先探讨了礼物接受的前因,主要集中在社交互动的影响上。结果表明,直播中的社交互动越多,广播公司就越有可能收到更多礼物,当更有经验的广播公司参与时,效果会增强。此外,作者还研究了礼物接收和社交互动对广播公司短期激活和长期保留的影响。他们发现,从短期和长期来看,礼物接收和社交互动都会对广播公司的直播内容提供产生积极影响,并且这种影响会随着广播公司体验的增加而变化。这项研究深入了解了直播中的礼物,为未来的相关探索提供了空间。
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引用次数: 1
Owned Social Media Advertising: Cannibalization and Competition 自有社交媒体广告:同类相食与竞争
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-18 DOI: 10.1177/10949968221095555
Hualu Zheng, Lu Huang
Businesses often rely on owned social media (brand pages on networking sites) to advertise their brands, and multibrand companies frequently manage individual brand pages, rather than representing all company brands together on one firm page. Because advertising results in cross-brand effects, companies need to understand how such effects manifest across their pages. This study investigates the cross effects of owned social media advertising by distinguishing between intra- and interbrand portfolio scenarios. It also compares the effects between television advertising and owned social media advertising. With a focus on the U.S. soft drink market, this study reveals that brand page advertising results in cannibalization within company portfolios, whereas positive spillover results from television advertising. The cross effects migrate to brands outside the portfolios, thereby intensifying competition. Accounting for the combined effects of cannibalization and competition reveals that owned social media increase portfolio demand more effectively than television advertising overall, which implies some key managerial recommendations for developing brand page strategies.
企业通常依靠自己的社交媒体(社交网站上的品牌页面)来宣传自己的品牌,而多品牌公司经常管理单个品牌页面,而不是在一个公司页面上代表所有公司的品牌。因为广告会产生跨品牌效应,公司需要了解这种效应是如何在他们的页面上表现出来的。本研究通过区分品牌内部和品牌间的组合场景来调查自有社交媒体广告的交叉效应。它还比较了电视广告和自有社交媒体广告的效果。以美国软饮料市场为研究对象,本研究表明,品牌页面广告会导致公司内部的自相残杀,而电视广告则会产生积极的溢出效应。交叉效应转移到投资组合之外的品牌,从而加剧了竞争。考虑到同类相食和竞争的综合影响,我们发现,拥有的社交媒体比电视广告总体上更有效地增加了组合需求,这意味着开发品牌页面策略的一些关键管理建议。
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引用次数: 2
The Language of Brands in Social Media: Using Topic Modeling on Social Media Conversations to Drive Brand Strategy 社交媒体中的品牌语言:利用社交媒体对话的话题建模来推动品牌战略
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-01 DOI: 10.1177/10949968221088275
V. Swaminathan, H. A. Schwartz, Rowan Menezes, Shawndra Hill
This article highlights how social media data and language analysis can help managers understand brand positioning and brand competitive spaces to enable them to make various strategic and tactical decisions about brands. The authors use the output of topic models at the brand level to evaluate similarities between brands and to identify potential cobrand partners. In addition to using average topic probabilities to assess brands’ relationships to each other, they incorporate a differential language analysis framework, which implements scientific inference with multi-test-corrected hypothesis testing, to evaluate positive and negative topic correlates of brand names. The authors highlight the various applications of these approaches in decision making for brand management, including the assessment of brand positioning and future cobranding partnerships, design of marketing communication, identification of new product introductions, and identification of potential negative brand associations that can pose a threat to a brand's image. Moreover, they introduce a new metric, “temporal topic variability,” that can serve as an early warning of future changes in consumer preference. The authors evaluate social media analytic contributions against offline survey data. They demonstrate their approach with a sample of 193 brands, representing a broad set of categories, and discuss its implications.
这篇文章强调了社交媒体数据和语言分析如何帮助管理者了解品牌定位和品牌竞争空间,从而使他们能够做出关于品牌的各种战略和战术决策。作者在品牌层面使用主题模型的输出来评估品牌之间的相似性,并确定潜在的共同品牌合作伙伴。除了使用平均主题概率来评估品牌之间的关系外,他们还结合了一个差异语言分析框架,该框架通过多重检验校正的假设检验实现科学推断,以评估品牌名称的积极和消极主题相关性。作者强调了这些方法在品牌管理决策中的各种应用,包括评估品牌定位和未来的品牌合作伙伴关系,设计营销沟通,识别新产品介绍,以及识别可能对品牌形象构成威胁的潜在负面品牌联想。此外,他们引入了一个新的度量标准,“时间主题可变性”,可以作为消费者偏好未来变化的早期预警。作者根据线下调查数据评估了社交媒体分析的贡献。他们以193个品牌为样本,展示了他们的方法,代表了广泛的类别,并讨论了其含义。
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引用次数: 5
A Seasonal Model with Dropout to Improve Forecasts of Purchase Levels 一个带有退出的季节性模型,用于改进采购水平的预测
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-05-01 DOI: 10.1177/10949968221087249
Robin Wünderlich, N. Wünderlich, F. Wangenheim
Predicting future purchase levels is an important and constant challenge for marketing professionals, as purchase patterns often vary over time and across customers. Moreover, purchases often follow individual and cross-sectional seasonal patterns, which affect forecasts of purchase propensity and customer dropout. The authors develop the hierarchical Bayesian seasonal model with dropout (HSMDO), which captures the interrelation between individual and cross-sectional seasonality, purchase, and dropout rates, with the aim of improving forecast accuracy at specific points in time. They perform (1) a parameter recovery analysis with synthetic data; (2) an empirical validation on three noncontractual retail data sets; (3) an analysis of different model variants to isolate the effects of dropout, seasonality, and hierarchical seasonality; and (4) a comparison with several probabilistic models from the marketing literature. The results demonstrate that the HSMDO provides increased forecast accuracy and that tracking errors decrease further with data exhibiting strong seasonality and high customer retention. The HSMDO yields a measure of individual seasonality that has high discriminative power even with sparse data sets and is useful to customer relationship management analysts for customer segmentation, portfolio management, and improvement in the timing of marketing actions.
预测未来的购买水平对市场营销人员来说是一个重要而持续的挑战,因为购买模式经常随着时间和客户的不同而变化。此外,购买通常遵循个人和横断面季节性模式,这影响了购买倾向和客户退出的预测。作者开发了带辍学率的分层贝叶斯季节模型(HSMDO),该模型捕捉了个人和横截面季节性、购买率和辍学率之间的相互关系,旨在提高特定时间点的预测准确性。他们进行(1)用合成数据进行参数恢复分析;(2)对三个非合同零售数据集的实证验证;(3)对不同模型变量进行分析,分离出dropout、季节性和分层季节性的影响;(4)与市场营销文献中几种概率模型的比较。结果表明,HSMDO提供了更高的预测精度,跟踪误差进一步降低,数据表现出强烈的季节性和高客户保留率。HSMDO产生个人季节性的度量,即使在稀疏的数据集上也具有很高的判别能力,对于客户关系管理分析师来说,在客户细分、投资组合管理和改进营销行动时机方面很有用。
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引用次数: 0
Neural Responses to Hedonic and Utilitarian Banner Ads: An fMRI Study 对享乐主义和功利主义横幅广告的神经反应:功能磁共振成像研究
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-04-28 DOI: 10.1177/10949968221087259
Luis-Alberto Casado-Aranda, J. Sánchez-Fernández, M. I. Viedma-del-Jesús
Previous interactive marketing literature has concluded that banner attributes are key drivers of ad effectiveness and online consumer behaviors. In particular, prior advertising studies have largely defined the two most commonly used ad appeals in online settings: hedonic (i.e., visually attractive, joy-focused, and interactive) and utilitarian (i.e., informative, convenient, and functional). However, no unanimous conclusions have been drawn about their effects on online consumer behavior. Furthermore, no studies have assessed the psychological mechanisms underlying the processing of hedonic and utilitarian banner ads, which could be crucial given the unconscious, internal, and introspective nature of ad evaluation and online purchasing decisions. In this research, the authors used neuroimaging (functional magnetic resonance imaging [fMRI]) to identify the neural mechanisms underlying the evaluation of hedonic and utilitarian banners. The results reveal that whereas hedonic layouts engage brain areas associated with reward, self-relevance, and emotion, utilitarian banner ads trigger brain networks related to object identification and recognition, reasoning, executive function, and cognitive control. This research also examines the extent to which neural data derived from processing hedonic and utilitarian banners complement the ability of self-reported banner effectiveness to predict online consumer behavior. The results reveal that neural data from banner appeals help predict between 9% and 18% of online consumer behavior beyond that indicated by the perceived ad effectiveness reported by consumers. Taken together, these results provide new insights into the connection between neuropsychological data and real-world online consumer behavior.
先前的互动营销文献已经得出结论,横幅属性是广告效果和在线消费者行为的关键驱动因素。特别是,先前的广告研究在很大程度上定义了在线环境中最常用的两种广告诉求:享乐(即视觉吸引力、注重快乐和互动)和功利(即信息性、便利性和功能性)。然而,关于它们对在线消费者行为的影响,还没有得出一致的结论。此外,没有研究评估享乐和功利横幅广告处理的心理机制,考虑到广告评估和在线购买决策的无意识、内在和内省性质,这可能是至关重要的。在这项研究中,作者使用神经成像(功能性磁共振成像[fMRI])来确定享乐和功利横幅评价的神经机制。结果表明,尽管享乐布局涉及与奖励、自我关联和情绪相关的大脑区域,但实用的横幅广告触发了与对象识别、推理、执行功能和认知控制相关的大脑网络。这项研究还考察了从处理享乐和功利横幅中获得的神经数据在多大程度上补充了自我报告的横幅有效性来预测在线消费者行为的能力。结果显示,来自横幅广告的神经数据有助于预测9%至18%的在线消费者行为,超过了消费者报告的感知广告效果。总之,这些结果为神经心理学数据与现实世界在线消费者行为之间的联系提供了新的见解。
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引用次数: 5
Hope You’re Not Totally Commercial! Toward a Better Understanding of Advertising Recognition's Impact on Influencer Marketing Effectiveness 希望你不完全商业化!更好地理解广告认知对影响力营销效果的影响
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-04-26 DOI: 10.1177/10949968221087256
Gerrit Sundermann, Juha Munnukka
Social media influencers (SMIs) have become an effective channel for reaching targeted customers. The present study explores the influence process of advertising recognition on consumer responses in the SMI marketing context. The authors examined an Instagram post featuring the endorsement of a brand and created an experimental design with four conditions related to advertising recognition and the parasocial relationship. Findings from a partial least squares structural equation modeling procedure indicate that advertising recognition results in overall negative consumer responses to SMI brand endorsements. The results also indicate parallel mediating effects of source credibility and attitude toward endorsements as well as moderating effects of the parasocial relationship and consumer skepticism toward influencer marketing. The study sheds light on the influence process of SMI brand endorsements and the boundary conditions under which consumer responses to advertising recognition are moderated.
社交媒体影响者(SMIs)已经成为接触目标客户的有效渠道。本研究探讨了SMI营销情境下广告认知对消费者反应的影响过程。作者研究了一篇以品牌代言为特色的Instagram帖子,并创建了一个实验设计,其中有四个与广告识别和准社会关系相关的条件。偏最小二乘结构方程建模过程的结果表明,广告识别导致消费者对SMI品牌代言的总体负面反应。研究结果还表明,来源可信度和对代言的态度具有平行的中介作用,而副社会关系和消费者对网红营销的怀疑态度具有调节作用。本研究揭示了SMI品牌认可的影响过程,以及消费者对广告认可反应被调节的边界条件。
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引用次数: 4
Impact of Unmet Privacy Expectations Across Information, Time, and Space: Evidence from Four Countries 未满足的隐私期望对信息、时间和空间的影响:来自四个国家的证据
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-04-21 DOI: 10.1177/10949968221087265
Kunal Swani, George R. Milne
Globally, consumers and firms are negotiating rising privacy expectations. This article advances research by developing a multidimensional privacy measure that captures the idea of privacy as an expectation to be left alone through control and access of their personal information, time, and space. Drawing on boundary regulation perspectives from law and environmental psychology, the authors conceptualize, develop, and measure the meeting privacy expectations (MPE) scale. Six studies show the reliability and stability of the 12-item MPE scale in depicting the three subdimensions and in meeting reliability and validity criteria. The results indicate that the MPE scale is not only distinct from previously established privacy scales but also a better predictor of behavioral intentions. Moreover, the scale is invariant across different cultures and influences cognitive trust and emotional violation. The authors find that meeting privacy expectations vary in their levels and outcomes cross-culturally. Marketers can use the MPE scale to globally track, assess, manage, and plan for meeting the changing consumer privacy expectations. The MPE scale is a good candidate to address the rising public policy issues related to privacy.
在全球范围内,消费者和公司正在就日益增长的隐私期望进行谈判。本文通过开发一种多维隐私措施来推进研究,该措施将隐私视为一种期望,通过控制和访问他们的个人信息、时间和空间来独处。作者从法律和环境心理学的角度出发,对满足隐私期望量表进行了概念化、发展和测量。六项研究表明,12项MPE量表在描述三个子维度以及满足信度和有效性标准方面具有可靠性和稳定性。结果表明,MPE量表不仅不同于先前建立的隐私量表,而且是行为意图的更好预测指标。此外,该量表在不同文化中是不变的,并影响认知信任和情感侵犯。作者发现,满足隐私期望的程度和结果在不同文化中各不相同。营销人员可以使用MPE量表在全球范围内跟踪、评估、管理和规划,以满足不断变化的消费者隐私期望。MPE量表是解决与隐私相关的日益严重的公共政策问题的一个很好的候选者。
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引用次数: 1
Bridging Imagination Gaps on the Path to Purchase with Augmented Reality: Field and Experimental Evidence 用增强现实弥合购买道路上的想象差距:实地和实验证据
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-04-13 DOI: 10.1177/10949968221083555
Tim Hilken, Jonas Heller, D. Keeling, Mathew B. Chylinski, D. Mahr, Ko de Ruyter
Many firms use augmented reality (AR) that projects lifelike product holograms into the physical environment to assist customers in bridging so-called “imagination gaps,” which can arise on their path to purchase. However, research has not yet studied whether and how AR might help customers address two pertinent sources of such imagination gaps: (1) increased cognitive load when evaluating multiple products together (e.g., in a bundle) and (2) extended physical distance to the point-of-sale (e.g., out-of-store, at home). Building on mental imagery theorizing, we explain how AR supports customers in bridging these gaps, and, through a series of field and experimental studies, we evidence effects on customer purchase intentions and behavior. Specifically, we show that AR-generated imagery of bundled (versus individual) products enhances intended and actual purchases at the point-of-sale. Furthermore, when deployed at distant points in the purchase funnel (out-of-store, at-home), AR increases purchases through improved self-projection, which we describe as the psychological mechanism customers use to mentally bridge distance to the point-of-sale. We qualify this mediating mechanism through an important moderating process, where the effect of AR-generated imagery on self-projection is suppressed for customers with a holistic (versus analytic) thinking style.
许多公司使用增强现实技术(AR),将逼真的产品全息图投射到物理环境中,以帮助客户弥合他们在购买过程中可能出现的所谓“想象差距”。然而,研究尚未研究增强现实是否以及如何帮助客户解决这种想象差距的两个相关来源:(1)在一起评估多个产品(例如,捆绑在一起)时增加认知负荷;(2)延长到销售点的物理距离(例如,在商店外,在家)。在心理意象理论的基础上,我们解释了AR如何支持客户弥合这些差距,并通过一系列实地和实验研究,我们证明了对客户购买意图和行为的影响。具体来说,我们展示了ar生成的捆绑(相对于单个)产品图像增强了销售点的预期和实际购买。此外,当部署在购买渠道中的遥远点(店外、在家)时,增强现实通过改进的自我投射增加了购买量,我们将其描述为客户使用的心理机制,以在心理上弥合与销售点的距离。我们通过一个重要的调节过程来限定这种中介机制,在这个过程中,ar生成的图像对自我投射的影响对于具有整体(相对于分析)思维风格的客户是被抑制的。
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引用次数: 9
The Role of Humor in Management Response to Positive Consumer Reviews 幽默在管理者对积极消费者评价的反应中的作用
IF 11.8 1区 管理学 Q1 BUSINESS Pub Date : 2022-04-11 DOI: 10.1177/10949968221083095
Junyun Liao, Chunyu Li, Raffaele Filieri
Marketing managers increasingly monitor their company's online reputation and respond to online consumer reviews on various digital platforms. The current literature provides valuable insights into effectively initiating management response (MR) to negative reviews. However, research on how companies should respond to positive reviews is limited, despite their prevalence in MR practice. In this study, we postulate that using humor in MR for positive reviews can be an effective response strategy to enhance positive attitudinal and behavioral responses. Drawing on parasocial interaction theory, we conducted a field investigation and two experimental studies to demonstrate that humorous (vs. humorless) MRs to positive reviews fostered perceived parasocial interaction between prospective consumers and brands, which enhanced brand attitude and purchase intention. Furthermore, the proposed effects were stronger for consumers with communal norms than for those with exchange norms. This research advances the emerging literature on MR to consumer reviews of different valences and suggests important guidelines for effective MRs.
营销经理越来越多地监控公司的在线声誉,并在各种数字平台上回应在线消费者的评论。目前的文献提供了有价值的见解,有效地启动管理反应(MR)的负面评论。然而,关于公司应该如何回应积极评价的研究是有限的,尽管它们在MR实践中很普遍。在本研究中,我们假设在MR中使用幽默进行正面评价是一种有效的反应策略,可以增强积极的态度和行为反应。利用副社会互动理论,我们进行了实地调查和两项实验研究,以证明幽默(与无幽默)的积极评价的MRs促进了潜在消费者与品牌之间的感知副社会互动,从而增强了品牌态度和购买意愿。此外,对于有公共规范的消费者,所提出的影响比有交换规范的消费者更强。本研究将磁共振成像的新兴文献推进到不同价的消费者评论,并为有效的磁共振成像提供了重要的指导方针。
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引用次数: 6
期刊
Journal of Interactive Marketing
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