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Expressions of customer rumination in online posts and firm responses 客户在网络帖子中的反刍表达和公司的回应
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-16 DOI: 10.1007/s11747-024-01061-6
Hai-Anh Tran, Yuliya Strizhakova, Bach Nguyen, Samuel G. B. Johnson

When faced with service failures, customers tend to ruminate, i.e., engage in repetitive negative thoughts about service failures and their causes/consequences. Some customers express these ruminative thoughts in online posts, making the internal cognitive process of rumination publicly visible to prospective customers who read the posts. This research proposes a novel conceptualization and operationalization of customer expressions of rumination as the repetitive use of words related to (a) service failure aspects and (b) service failure causes/consequences. Across two field studies, one survey, and two experiments, this research demonstrates that rumination expressions in online posts about service failures are linked to lower sales, weaker prospective customers’ purchase intention, and more “likes” of the post. Responses expressing empathetic apologies are more effective in handling rumination expressions about service failure aspects, whereas responses mentioning compensation are more effective in handling rumination expressions about service failure causes/consequences. We urge managers to recognize the visibility and harmfulness of rumination expressions in digital outlets and provide solutions to minimize their damage.

当遇到服务故障时,客户往往会反刍,即反复思考服务故障及其原因/后果。有些客户会在网上发帖表达这些反刍想法,从而让阅读帖子的潜在客户看到反刍的内部认知过程。本研究提出了一种新的概念化和可操作化的顾客反刍表达方式,即重复使用与(a)服务故障方面和(b)服务故障原因/后果相关的词语。通过两项实地研究、一项调查和两项实验,本研究表明,在有关服务失败的网上帖子中,反刍的表达与销售额下降、潜在客户购买意向减弱以及帖子获得更多 "赞 "有关。表示同情歉意的回复能更有效地处理有关服务故障方面的谣传表达,而提及赔偿的回复则能更有效地处理有关服务故障原因/后果的谣传表达。我们敦促管理者认识到谣言表达在数字渠道中的可见性和危害性,并提供解决方案将其危害降至最低。
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引用次数: 0
The paradox of product scarcity: Catalyzing the speed of innovation diffusion 产品稀缺的悖论:催化创新传播的速度
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-13 DOI: 10.1007/s11747-024-01060-7
Surya Pathak, P. V. Sundar Balakrishnan

Product shortages are known to slow down the diffusion process. However, we counterintuitively theorize and empirically demonstrate that under specific conditions of social influence, the diffusion process may be accelerated by early product scarcity. Using an Agent-Based framework and Genetic Algorithm-based estimation, we analyzed 20 product categories to identify the critical trade-off influencing diffusion: the interplay of the social influence ratio of waiting customers to adopters, the external influence, and level of product scarcity. Strategic managerial actions can accelerate the adoption of products. For example, in the case of fitness trackers, we were able to simulate speed-up by up to two years compared to the standard Bass model. Importantly, we introduce a novel framework to study competition dynamics, analyzing how the timing of market entry and the production capacity of competitors, along with the initial installed capacity of the pioneering firm affect diffusion speed. This acceleration, whether due to managerial foresight or serendipity, necessitates careful orchestration to harness the enthusiasm of waiting customers and strategically allocate marketing spending on social media platforms, thereby differentially amplifying the influence of adopters and potential customers.

众所周知,产品短缺会减缓传播过程。然而,我们反直觉地提出理论并通过实证证明,在特定的社会影响条件下,早期产品稀缺可能会加速扩散过程。利用基于代理的框架和基于遗传算法的估算,我们分析了 20 个产品类别,找出了影响扩散的关键权衡因素:等待客户与采用者的社会影响力比率、外部影响力和产品稀缺程度之间的相互作用。战略性管理行动可以加速产品的采用。例如,在健身追踪器的案例中,与标准巴斯模型相比,我们能够模拟出长达两年的加速度。重要的是,我们引入了一个研究竞争动态的新框架,分析了市场进入的时机、竞争对手的生产能力以及先驱企业的初始装机容量如何影响传播速度。无论是由于管理者的远见还是偶然性,这种加速都需要精心策划,以利用等待客户的热情,并战略性地分配社交媒体平台上的营销支出,从而有区别地放大采用者和潜在客户的影响力。
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引用次数: 0
Recycle right: How to decrease recycling contamination with informational point-of-disposal signage 正确回收:如何利用信息处置点标识减少回收污染
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1007/s11747-024-01058-1
Aylin Cakanlar, Megan Hunter, Gergana Y. Nenkov

Plastic pollution represents a grand challenge facing society, yet the amount of plastic being recycled is only about 5%. This recycling crisis has intensified with the growing problem of recycling contamination (i.e., incorrect placement of unrecyclable materials in recycling receptacles). This research investigates the potential for informational point-of-disposal recycling signage to decrease recycling contamination. In a longitudinal field study and three experiments, the authors demonstrate that providing schema-congruent prescriptive information (“Recycle these items”) does not reduce recycling contamination and may inadvertently lead to over-recycling. In contrast, the presence of proscriptive information that is moderately incongruent with established schemas (“Do not recycle these items”) prompts more effortful, piecemeal processing. This encourages individuals to integrate the information into their recycling decisions, diminishing their dependence on pre-existing beliefs and expectations regarding recycling and, consequently, lowering contamination rates. Recycling expertise is found to moderate the effects of point-of-disposal recycling signage. By examining such nuanced recycling communication strategies, this research aims to shift the conversation from “recycle more” to “recycle right.”

塑料污染是社会面临的一个巨大挑战,然而塑料的回收量仅为 5%左右。随着回收污染问题(即在回收容器中错误放置不可回收材料)的日益严重,这一回收危机也在加剧。本研究调查了信息处置点回收标识在减少回收污染方面的潜力。在一项纵向实地研究和三项实验中,作者证明,提供模式一致的规定性信息("回收这些物品")并不能减少回收污染,反而会无意中导致过度回收。与此相反,与既定图式适度不一致的指令性信息("不要回收这些物品")会促使个体进行更努力的零碎处理。这鼓励人们将信息融入他们的回收决定中,减少他们对已有的回收信念和期望的依赖,从而降低污染率。研究发现,回收利用方面的专业知识会缓和处置点回收标识的效果。通过研究这种细致入微的回收宣传策略,本研究旨在将话题从 "更多回收 "转向 "正确回收"。
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引用次数: 0
The Taguchi approach to large-scale experimental designs: A powerful and efficient tool for advancing marketing theory and practice 大规模实验设计的田口方法:推进营销理论与实践的强大而高效的工具
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-11-05 DOI: 10.1007/s11747-024-01059-0
Jordan W. Moffett, Patrick Fennell, Colleen M. Harmeling, Daniel Sheehan, Alexander Bleier

Current research often relies on narrowly focused experimental methods that address just a few independent variables or correlational designs, despite calls for future research to take big-picture perspectives that offer real-world applicability and causal evidence. This disparity likely reflects the constraints imposed by the need for extensive resources to conduct broad, causal examinations. To bridge this gap, the current article presents the Taguchi approach to large-scale experimental design, which remains notably underutilized in marketing research despite being well-established in other fields. Its effectiveness stems from the robust catalog of experimental design rubrics that can incorporate many different independent variables systematically and efficiently. The causal and efficient experimental option for broad scopes of investigation embraces the embeddedness of independent variables and thus can help build marketing theory and advance practice. This article details the fundamentals of the Taguchi approach, its relative advantages, and a three-step implementation process.

尽管人们呼吁未来的研究应从大局出发,提供现实世界的适用性和因果证据,但目前的研究往往依赖于仅针对少数几个独立变量或相关设计的狭隘的实验方法。这种差异很可能反映了进行广泛的因果检验需要大量资源所带来的限制。为了弥补这一差距,本文介绍了用于大规模实验设计的田口方法,尽管该方法在其他领域已得到广泛应用,但在市场营销研究中仍明显未得到充分利用。田口方法的有效性源于其强大的实验设计指标目录,可以系统、高效地纳入许多不同的自变量。这种因果和高效的实验方案适用于广泛的调查范围,包含了自变量的嵌入性,因此有助于构建市场营销理论并推动实践。本文详细介绍了田口方法的基本原理、相对优势以及三步实施流程。
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引用次数: 0
Creative performance in professional advertising development: The role of ideation templates, consumer insight, and intrinsic motivation 专业广告开发中的创意表现:构思模板、消费者洞察力和内在动力的作用
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-31 DOI: 10.1007/s11747-024-01063-4
Alexander Tevi, John Parker, Scott Koslow, Lawrence Ang

To develop more creative advertising, scholars advocate ideation techniques and one of the most strongly supported is the Templates method. This research explores the efficacy of Templates, and evaluates its effectiveness compared to other creative ideation approaches. Two studies are presented. One directly asks professional advertising creatives to use specific Templates to develop advertisements. The other determines if the mere knowledge of the Templates method improves creative ideation. In both studies, industry-based judges assess the quality of respondents’ work. The Templates approach improves the originality of advertising, with no detrimental influence on strategy. Two alternative approaches to enhancing creativity were compared against Templates: 1) providing better domain knowledge through consumer insight and 2) improving the intrinsic motivation of creatives. The research shows these two alternatives both improve originality yet reduce how “on strategy” the advertising is—a trade-off effect. However, the Templates method does not suffer from this trade-off and performs well, by improving originality without any detriment on strategic focus.

为了开发出更有创意的广告,学者们提倡使用构思技巧,其中最受支持的就是模板法。本研究探讨了模板法的功效,并评估了它与其他创意构思方法相比的效果。本文介绍了两项研究。一项研究直接要求专业广告创意人员使用特定的模板来开发广告。另一项研究则确定仅仅了解模板方法是否能提高创意构思能力。在这两项研究中,以行业为基础的评委对受访者的作品质量进行了评估。模板法提高了广告的原创性,对策略没有不利影响。与模板法相比,有两种提高创意的替代方法:1)通过洞察消费者提供更好的领域知识;2)提高创意人员的内在动力。研究表明,这两种替代方法都能提高原创性,但却降低了广告的 "战略 "程度--这是一种权衡效应。然而,Templates 方法并没有受到这种权衡效应的影响,而且表现出色,在提高原创性的同时,丝毫没有削弱对战略重点的关注。
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引用次数: 0
When marketplaces fail: How market challenged consumers navigate the marketplace 当市场失败时:面临市场挑战的消费者如何驾驭市场
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-31 DOI: 10.1007/s11747-024-01062-5
Samantha N. N. Cross, Akon E. Ekpo

This paper examines the challenges permeating the experiences and strategies of market challenged consumers (MCCs). We employ a multi-method approach, combining discourse analysis of personal reflection essays with grounded theory analysis of interview data in the context of consumers with disabilities. Findings reveal that MCCs experience both material and social marketplace challenges that shape three distinct yet interrelated tensions: desiring normality while needing accommodation, managing visibility while needing acknowledgement, and negotiating privacy while needing to participate. We demonstrate that MCCs enact coping strategies (reconciling and (re)positioning identity, counterbalancing (in)visibility, and armoring themselves) which subsequently both mitigate and reinforce inner tensions. This study argues that the marketplace must intervene, given the incessant nature of the challenges, inner tensions and resulting coping strategies, thus shifting the onus of coping from the MCC to the marketplace. We provide theoretical and managerial implications to better understand how marketplaces can alleviate MCCs’ marketplace challenges.

本文探讨了市场挑战消费者(MCCs)的经验和策略中所面临的挑战。我们采用了多种方法,将个人反思文章的话语分析与残疾消费者访谈数据的基础理论分析相结合。研究结果表明,市场障碍消费者经历了物质和社会两方面的市场挑战,形成了三种截然不同但又相互关联的紧张关系:既渴望正常,又需要便利;既需要认可,又需要管理能见度;既需要参与,又需要协商隐私。我们证明,流动社区制定的应对策略(协调和(重新)定位身份、抵消(不)可见性以及保护自己)既缓解又加强了内在的紧张关系。本研究认为,鉴于挑战、内心紧张和由此产生的应对策略的持续性,市场必须进行干预,从而将应对的责任从 MCC 转移到市场。我们提供了理论和管理方面的启示,以更好地理解市场如何缓解 MCC 的市场挑战。
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引用次数: 0
Dealing with regression models’ endogeneity by means of an adjusted estimator for the Gaussian copula approach 通过高斯共轭方法的调整估计器处理回归模型的内生性问题
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-30 DOI: 10.1007/s11747-024-01055-4
Benjamin D. Liengaard, Jan-Michael Becker, Mikkel Bennedsen, Phillip Heiler, Luke N. Taylor, Christian M. Ringle

Endogeneity in regression models is a key marketing research concern. The Gaussian copula approach offers an instrumental variable (IV)-free technique to mitigate endogeneity bias in regression models. Previous research revealed substantial finite sample bias when applying this method to regression models with an intercept. This is particularly problematic as models in marketing studies almost always require an intercept. To resolve this limitation, our research determines the bias’s sources, making several methodological advances in the process. First, we show that the cumulative distribution function estimation’s quality strongly affects the Gaussian copula approach’s performance. Second, we use this insight to develop an adjusted estimator that improves the Gaussian copula approach’s finite sample performance in regression models with (and without) an intercept. Third, as a broader contribution, we extend the framework for copula estimation to models with multiple endogenous variables on continuous scales and exogenous variables on discrete and continuous scales, and non-linearities such as interaction terms. Fourth, simulation studies confirm that the new adjusted estimator outperforms the established ones. Further simulations also underscore that our extended framework allows researchers to validly deal with multiple endogenous and exogenous regressors, and the interactions between them. Fifth, we demonstrate the adjusted estimator and the general framework’s systematic application, using an empirical marketing example with real-world data. These contributions enable researchers in marketing and other disciplines to effectively address endogeneity problems in their models by using the improved Gaussian copula approach.

回归模型中的内生性是市场营销研究的一个关键问题。高斯共轭方法提供了一种无工具变量(IV)技术,可减轻回归模型中的内生性偏差。以往的研究表明,当把这种方法应用于有截距的回归模型时,会产生很大的有限样本偏差。由于市场营销研究中的模型几乎总是需要截距,这一点尤其成问题。为了解决这一局限性,我们的研究确定了偏差的来源,并在此过程中取得了一些方法上的进步。首先,我们证明了累积分布函数估计的质量会严重影响高斯 copula 方法的性能。其次,我们利用这一洞察力开发了一种调整估计器,提高了高斯协约方法在有截距(和无截距)回归模型中的有限样本性能。第三,作为更广泛的贡献,我们将 copula 估计的框架扩展到了具有连续尺度上的多个内生变量、离散和连续尺度上的多个外生变量以及交互项等非线性因素的模型。第四,模拟研究证实,新的调整估计器优于既有估计器。进一步的模拟还强调,我们的扩展框架允许研究人员有效地处理多个内生和外生回归因子,以及它们之间的交互作用。第五,我们使用一个真实世界数据的实证营销实例,展示了调整估计器和一般框架的系统应用。这些贡献使市场营销和其他学科的研究人员能够利用改进的高斯 copula 方法有效地解决其模型中的内生性问题。
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引用次数: 0
Marketing inputs and outcome heterogeneity: Using a quantile regression framework in the entertainment industry 营销投入与结果异质性:在娱乐业中使用量化回归框架
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-21 DOI: 10.1007/s11747-024-01054-5
Alexa B. Burmester, Michel Clement, Jan U. Becker, Cord Otten

The success of entertainment products such as movies or books varies tremendously, and managers strive to increase the odds by deciding on the right marketing input. Aiming to improve managerial decision making, we suggest and test a quantile regression framework to detect outcome heterogeneity effects of marketing inputs in the entertainment industry. By analyzing the spread of the .9 and the .1 conditioned quantile to the .5 (median) conditioned quantile, we study how much an increase (decrease) of an input factor (star power and quality) changes the spread of the expected outcome (revenues and sales). The spread serves as an indicator for the heterogeneity effect of the input factor regarding the outcome. In two empirical studies, we show how marketing instruments increase (or decrease) outcome heterogeneity by estimating quantile regressions and provide generalizable findings regarding the outcome heterogeneity effects of star power (increases outcome heterogeneity) and quality evaluations (reduces outcome heterogeneity) in the entertainment industry.

电影或书籍等娱乐产品的成功与否千差万别,管理者们努力通过决定正确的营销投入来提高成功几率。为了改进管理决策,我们提出并测试了一个量子回归框架,以检测娱乐业营销投入的结果异质性效应。通过分析 0.9 和 0.1 条件量值与 0.5(中位数)条件量值的差值,我们研究了投入因素(明星效应和质量)的增加(减少)对预期结果(收入和销售额)差值的改变程度。价差是衡量投入因素对结果的异质性影响的指标。在两项实证研究中,我们通过估计量子回归说明了营销工具如何增加(或减少)结果异质性,并就娱乐业中明星效应(增加结果异质性)和质量评价(减少结果异质性)的结果异质性效应提供了可推广的结论。
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引用次数: 0
Chief marketing officer pay: The revenue growth consequences of employing internal and external benchmarks 首席营销官薪酬:采用内部和外部基准对收入增长的影响
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-15 DOI: 10.1007/s11747-024-01056-3
Hui Feng, Kimberly A. Whitler, Michael A. Wiles

The chief marketing officer (CMO) is typically held accountable for generating firm revenue growth, but it is unclear whether current top management team (TMT) compensation practices, focused on an external benchmarking process, best align CMO behavior with this outcome. Drawing on equity theory, we explore how CMO pay (i.e., salary), relative to external and internal referents, impacts revenue growth. Using over 20 years of data for 457 public U. S. firms, we find that CMO-CFO relative pay (i.e., the Chief Finance Officer) positively relates to firm revenue growth, but CMO pay relative to the industry median does not. Further examination reveals an asymmetry in the effect for CMO-CFO relative pay—when CMOs are paid above the CFO, there is no impact on revenue growth, but when CMOs are paid below the CFO, there is a strong association to revenue growth (i.e., hampering growth), as such pay inequity can be particularly demotivating. Moderation analysis using CMO tenure provides support for this mechanistic pathway. Weaker evidence is found for the effect between CMO-highest paid TMT member relative pay and revenue growth, and no relationship between CMO-CEO relative pay and revenue growth is observed. Findings support the CFO as a key CMO pay referent and indicate that the common practice of using predominantly external benchmarks to determine CMO pay is not optimal, providing valuable insight and guidance to better align CMO pay and firm growth.

首席营销官(CMO)通常负责为公司创造收入增长,但目前高层管理团队(TMT)以外部基准流程为重点的薪酬实践是否能使首席营销官的行为与这一结果达到最佳一致,尚不清楚。借鉴公平理论,我们探讨了相对于外部和内部参照物,CMO 薪酬(即工资)如何影响收入增长。通过使用 457 家美国上市公司 20 多年的数据,我们发现 CMO-CFO(即首席财务官)的相对薪酬与公司收入增长呈正相关,但 CMO 相对于行业中位数的薪酬却与之无关。进一步研究发现,CMO-CFO 相对薪酬的影响并不对称--当 CMO 的薪酬高于首席财务官时,对收入增长没有影响,但当 CMO 的薪酬低于首席财务官时,则与收入增长密切相关(即阻碍增长),因为这种薪酬不平等会特别打击积极性。利用首席财务官任期进行的调节分析为这一机制提供了支持。对于首席财务官-薪酬最高的 TMT 成员的相对薪酬与收入增长之间的影响,发现的证据较弱,而且没有观察到首席财务官-首席执行官的相对薪酬与收入增长之间的关系。研究结果支持将首席财务官作为 CMO 薪酬的主要参照,并表明主要使用外部基准来确定 CMO 薪酬的常见做法并非最佳选择,这为更好地协调 CMO 薪酬和公司发展提供了宝贵的见解和指导。
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引用次数: 0
Influencer marketing effectiveness: A meta-analytic review 影响者营销的有效性:元分析综述
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2024-10-12 DOI: 10.1007/s11747-024-01052-7
Meizhi Pan, Markus Blut, Arezou Ghiassaleh, Zach W. Y. Lee

Influencer marketing significantly impacts consumer behavior and decision-making. However, identifying the drivers of influencer marketing effectiveness and conditions that enhance their impact remains challenging. This meta-analysis, which synthesizes 1,531 effect sizes from 251 papers, assesses influencer marketing effectiveness by examining its antecedents, mediators, and moderators. Building on the persuasion knowledge model to develop and test a framework, we identify post, follower, and influencer characteristics as key antecedents impacting both non-transactional (i.e., attitude, behavioral engagement, and purchase intention) and transactional (i.e., purchase behavior and sales) marketing outcomes. For non-transactional outcomes, follower characteristics (social identity) have the strongest effects on consumer attitudes and behavioral engagement, while post characteristics (informational value and hedonic value) exert stronger effects on purchase intention. For transactional outcomes, influencer characteristics (influencer communication) have the strongest effects on purchase behavior. These antecedents also affect marketing outcomes indirectly through persuasion knowledge and source credibility. Moderation results indicate that direct and indirect effects of antecedents depend on social media types (i.e., nature of connection and usage) and product types (i.e., information availability and status-signaling capability). These results consolidate and advance the literature and offer insights into enhancing the effectiveness of influencer marketing.

影响者营销对消费者行为和决策产生了重大影响。然而,确定影响者营销效果的驱动因素和增强其影响的条件仍具有挑战性。这项荟萃分析综合了 251 篇论文中的 1,531 个效应大小,通过研究影响者营销的前因、中介和调节因素来评估影响者营销的有效性。在说服知识模型的基础上,我们开发并测试了一个框架,确定了帖子、追随者和影响者的特征是影响非交易性(即态度、行为参与和购买意向)和交易性(即购买行为和销售)营销结果的关键前因。对于非交易性结果,追随者特征(社会认同)对消费者态度和行为参与的影响最大,而职位特征(信息价值和享乐价值)对购买意向的影响更大。对于交易型结果,影响者特征(影响者沟通)对购买行为的影响最大。这些先行因素还通过说服知识和来源可信度间接影响营销结果。调节结果表明,前因的直接和间接影响取决于社交媒体类型(即连接和使用的性质)和产品类型(即信息可用性和状态信号能力)。这些结果巩固并推进了相关文献的研究,为提高影响者营销的有效性提供了启示。
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引用次数: 0
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