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Timing customer reactivation initiatives 把握客户重新激活计划的时机
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.05.001
Niels Holtrop , Jaap E. Wieringa

Firms operating in non-contractual settings apply customer reactivation initiatives such as email messages to stimulate customers who have become inactive temporarily or permanently to resume their transaction activities. Thus, firms need to know which customers are inactive, and when a customer becomes inactive. Existing approaches struggle to distinguish active from inactive customers and do not provide time-scale estimates of when to send reactivation mails. To address these shortcomings, we develop an approach to target and time the sending of reactivation mails. Building on control chart methods, we introduce a gamma–gamma control chart, modelling the average customer interpurchase time and the variation therein to determine activity boundaries. Crossing these boundaries signals a potential change in a customer’s purchasing activity, providing a signal to initiate customer reactivation. A field experiment in the greetings and gifts industry, supported by several additional analyses, illustrates the improved performance of our approach when it comes to signaling customer activity against a wide range of competing models. The improved performance of our method occurs particularly in settings where customers vary strongly in purchase and inactivity patterns.

在非合同环境中运营的公司应用客户重新激活计划,如电子邮件,以刺激暂时或永久不活跃的客户恢复交易活动。因此,公司需要知道哪些客户不活跃,以及客户何时变得不活跃。现有的方法很难区分活跃客户和非活跃客户,并且没有提供何时发送重新激活邮件的时间尺度估计。为了解决这些缺点,我们开发了一种方法来确定重新激活邮件的发送目标并确定发送时间。在控制图方法的基础上,我们引入了伽马-伽马控制图,对客户平均采购时间及其变化进行建模,以确定活动边界。跨越这些界限标志着客户购买活动的潜在变化,为启动客户重新激活提供了信号。在问候语和礼品行业的一项实地实验中,通过几项额外的分析,说明了我们的方法在与各种竞争模式进行客户活动信号传递时的性能有所提高。我们的方法性能得到了改善,尤其是在客户购买和不活动模式差异很大的情况下。
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引用次数: 1
The motivational dynamics of arousal and values in promoting sustainable behavior: A cognitive energetics perspective 从认知能量学的角度看促进可持续行为的唤醒动力和价值观
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2022.12.004
Li Yan , Kyle B. Murray

This research applies Cognitive Energetics Theory (CET) to explain when and why consumers engage in sustainable behavior. Across six studies, we find a positive interaction effect of arousal and openness-to-change on sustainable behaviors. In particular, openness-to-change (vs conservation) increases the likelihood of engaging in effortful sustainable behaviors in a high-arousal state rather than in a low-arousal state. Interestingly, our results reveal that this interactive effect is explained by the tendency of consumers to believe that the target sustainable behavior requires less effort, when they are in a high-arousal state and endorsing openness-to-change. Moreover, perceived effort is positively related to sustainable behavior for experienced consumers but negatively related to the behavior for less experienced consumers. In addition, the effect of value and arousal on perceived effort is stronger among less experienced consumers but attenuated among more experienced consumers. Thus, arousal can serve as a catalyst to enhance value-consistent sustainable behaviors and help the less experienced consumers form habits. These findings contribute to CET by highlighting the important roles that values and arousal play in the motivational forces that drive and restrain sustainable behaviors. The results improve our understanding of how to motivate value-consistent sustainable behaviors, with implications for both marketers and policy-makers.

本研究应用认知能量学理论(CET)来解释消费者何时以及为什么参与可持续行为。在六项研究中,我们发现唤醒和对改变的开放性对可持续行为有积极的交互作用。特别是,对变化的开放性(与保护相比)增加了在高唤醒状态下而不是在低唤醒状态下进行努力可持续行为的可能性。有趣的是,我们的研究结果表明,这种互动效应是由消费者倾向于相信,当他们处于高度觉醒状态并支持改变的开放性时,目标可持续行为需要更少的努力来解释的。此外,感知到的努力与经验丰富的消费者的可持续行为呈正相关,但与经验不足的消费者的行为负相关。此外,价值和唤醒对感知努力的影响在经验较少的消费者中更强,但在经验较多的消费者中减弱。因此,唤醒可以作为一种催化剂,增强价值一致的可持续行为,并帮助经验不足的消费者养成习惯。这些发现通过强调价值观和唤醒在驱动和约束可持续行为的动机中发挥的重要作用,为CET做出了贡献。研究结果提高了我们对如何激励价值一致的可持续行为的理解,对营销人员和决策者都有启示。
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引用次数: 2
Estimating the effect of brand beliefs on brand evaluations when beliefs are measured with error 当信念被误差测量时,估计品牌信念对品牌评价的影响
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.02.002
Garrett P. Sonnier , Oliver J. Rutz , Adrian F. Ward

We consider the internal validity of estimates of the effects of brand beliefs on brand evaluations when beliefs are measured with error. Consumer research suggests numerous errors that may impact belief measures. However, the literature has not determined precisely why and how myriad types of error matter for the evaluation-belief relationship. Furthermore, the literature has not explicitly considered what is necessary and sufficient to control for different types of belief error when using the latent general factor approach. We show that the important distinction for empirical research is not the origin of the error per se but its relationship to affective evaluation. Error related to brand evaluation has an inflationary effect on estimates of the evaluation-belief relationship while error unrelated to brand evaluation has an attenuating effect. We use a bifactor structural equations model to decompose belief measures into general and specific dimensions. The model uses bias free variation in specific beliefs to identify effects on brand evaluation while controlling for a general belief dimension correlated with evaluation. Compared to models that do not adjust for the bias, estimates of the bias corrected marginal effects are smaller but positive and significant.

当信念被误差测量时,我们考虑了品牌信念对品牌评价影响的估计的内部有效性。消费者研究表明,许多错误可能会影响信念测量。然而,文献并没有确切地确定无数类型的错误为什么以及如何影响评估-信念关系。此外,在使用潜在的一般因素方法时,文献没有明确考虑控制不同类型的信念错误的必要性和充分性。我们表明,实证研究的重要区别不是错误本身的起源,而是它与情感评价的关系。与品牌评价相关的误差对评价信念关系的估计具有通货膨胀效应,而与品牌评价无关的误差具有衰减效应。我们使用双因子结构方程模型将置信测度分解为一般维度和特定维度。该模型使用特定信念的无偏见变化来识别对品牌评价的影响,同时控制与评价相关的一般信念维度。与不调整偏差的模型相比,对偏差校正的边际效应的估计较小,但是积极和显著的。
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引用次数: 0
How business-to-business salespeople deal with buying center dissenters 企业对企业销售人员如何处理购买中心异议者
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.02.001
Jeff S. Johnson

Salespeople routinely sell to multiple members with influence over the purchasing decision in the customer organization. Given these buying center members’ varying needs, wants, perspectives, and motivations, dispositions toward a sales discussion can be heterogeneous. Salespeople may encounter situations in which members of the buying center react positively to the sales discussion, with the exception of a dissenter who exerts a negative impact on the salesperson in the interaction. Through a qualitative research design, this article provides insight into salespeople’s approaches in dealing with a dissenter in the buying center. The findings provide an integrated understanding of salespeople’s experiences of dissent encounters in business-to-business selling. In-meeting mitigation and post-meeting remediation strategies are advanced along with influencing situational factors. In illustrating how salespeople handle dissenters, the article contributes to scholarship, provides managerial guidance, and advances avenues for future research.

销售人员通常向多个成员销售产品,这些成员对客户组织中的采购决策具有影响力。考虑到这些购买中心成员的不同需求、愿望、观点和动机,对销售讨论的态度可能是不同的。销售人员可能会遇到购买中心成员对销售讨论做出积极反应的情况,但在互动中对销售人员产生负面影响的持不同意见者除外。通过定性研究设计,本文深入了解了销售人员在处理购买中心异议者时的方法。这些发现提供了对销售人员在企业对企业销售中遇到异议的经历的综合理解。会内缓解和会后补救策略与影响情境因素一起提出。这篇文章阐述了销售人员如何处理持不同意见者,为学术研究做出了贡献,提供了管理指导,并为未来的研究提供了途径。
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引用次数: 1
Adverse inclusion of asymmetric advertisers in position auctions 不对称广告客户在职位拍卖中的不利纳入
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.01.001
Zibin Xu , Yi Zhu , Shantanu Dutta

Product listing platforms commonly use generalized second-price auctions to select competing advertisers for limited ad positions. However, when advertisers are asymmetric, position auctions may confound the post-auction competition structure and thus endogenize the bidders’ values of the ad positions. We build an analytical model to examine the impact of position auctions on an asymmetric market structure, which consists of a mass marketer and two specialized advertisers of heterogeneous quality efficiencies. The advertisers bid for two ad slots and then compete for the market in price and quality. We find that the asymmetric market structure may increase the uncertainty of the auction outcomes, which then may induce the advertisers to underbid using a conservative strategy profile in the locally-envy free equilibrium. Consequently, the auction outcome may adversely include the less-efficient specialized advertiser. This result is stronger than the position paradox in the classic auction literature, as the advertiser with a competitive advantage may be driven out and obtain zero profit.

产品上市平台通常使用广义的第二价格拍卖来选择有限广告位置的竞争广告商。然而,当广告商不对称时,位置拍卖可能会混淆拍卖后的竞争结构,从而内生投标人的广告位置价值。我们建立了一个分析模型来检验头寸拍卖对不对称市场结构的影响,该市场结构由一个大规模营销人员和两个质量效率异质的专业广告商组成。广告商竞标两个广告位,然后在价格和质量上争夺市场。我们发现,不对称的市场结构可能会增加拍卖结果的不确定性,这可能会导致广告商在局部无嫉妒均衡中使用保守的策略来降低出价。因此,拍卖结果可能不利地包括效率较低的专业广告商。这一结果比经典拍卖文献中的位置悖论更强,因为具有竞争优势的广告商可能会被赶出去,并获得零利润。
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引用次数: 2
Providing assets in the sharing economy: Low childhood socioeconomic status as a barrier 在共享经济中提供资产:儿童社会经济地位低下是一个障碍
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.06.007
Yuechen Wu , Ruijuan Wang , Huizhen Jin , Meng Zhu

In the past few decades, the modern marketplace has offered consumers a proliferation of models for consumption based on sharing and access. Extant literature provides systematic examinations of motives for consuming products through the sharing economy on the demand side, but factors that affect consumers' asset-providing decisions on the supply side remain understudied. The current paper explores whether the socioeconomic environment one grew up in might produce a long-lasting impact on willingness to sharing one’s unused assets. Results from the analysis of a national-level field dataset and six preregistered studies (combined N = 45,289) reveal that lower childhood socioeconomic status can hinder consumers’ asset-providing behavior, an effect that holds beyond the influence of other factors such as current SES and asset availability. We identify greater territorial feelings towards one’s assets as a central mechanism driving the decreased asset-providing behavior of consumers with a lower childhood socioeconomic background, and we show that asset providers’ closeness to potential borrowers attenuates the negative impact of lower childhood SES.

在过去的几十年里,现代市场为消费者提供了大量基于共享和访问的消费模式。现有文献在需求端对通过共享经济消费产品的动机进行了系统的研究,但在供应端影响消费者资产提供决策的因素仍然研究不足。目前的论文探讨了一个人成长的社会经济环境是否会对分享未使用资产的意愿产生长期影响。对一个国家层面的实地数据集和六项预先登记的研究(组合N=45289)的分析结果表明,儿童社会经济地位较低会阻碍消费者的资产提供行为,这种影响超出了当前社会经济地位和资产可用性等其他因素的影响。我们发现,对资产的更大领土感是推动儿童社会经济背景较低的消费者资产提供行为减少的核心机制,我们表明,资产提供者与潜在借款人的亲密关系减弱了儿童社会经济地位较低的负面影响。
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引用次数: 0
Understanding the sequential interdependence of mobile app adoption within and across categories 了解手机应用采用在类别内和类别间的顺序依赖关系
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.06.004
Xiaochi Sun , Xuebin Cui , Yacheng Sun

This research examines the interdependencies in users’ sequential app adoptions within and across diverse app categories. We employ a Zero-inflated Negative Binomial (ZINB) model to analyze a unique, granular, and individual-level mobile app adoption dataset, revealing three main findings. First, users’ app adoption decisions are highly history-dependent and category-specific in a nonlinear fashion. Early adoption can enhance subsequent downloads within the same category for app categories with high needs evolvement and horizontal differentiation (e.g., Game and Education apps). However, it may crowd out subsequent downloads in other categories with low needs evolvement and horizontal differentiation (e.g., Communication and Social media apps). Second, these effects are further moderated by users’ individual characteristics such as app usage tenure and phone price. Third, there exist nontrivial app adoption spillovers across app categories. For example, users’ adoptions of apps with relatively high hedonic values (e.g., Game and Music apps) can suppress their subsequent need for apps with relatively high utilitarian values (e.g., Education and Online banking apps), and vice versa. Together, these results offer novel managerial implications for app developers and platforms to promote apps in different categories based on users’ adoption histories.

这项研究考察了用户在不同应用类别内和不同应用类别之间顺序采用应用的相互依赖性。我们使用零膨胀负二项(ZINB)模型来分析一个独特的、细粒度的、个人级别的移动应用采用数据集,揭示了三个主要发现。首先,用户的应用程序采用决策高度依赖于历史,并且以非线性的方式特定于类别。对于具有高需求演变和横向差异的应用类别(例如游戏和教育应用),早期采用可以增强同一类别内的后续下载。然而,它可能会排挤其他需求演变和横向差异较小的类别(例如,通信和社交媒体应用程序)的后续下载。其次,这些影响进一步受到用户个人特征的调节,如应用程序使用期限和电话价格。第三,应用程序类别之间存在显著的应用程序采用溢出效应。例如,用户采用具有相对较高享乐价值的应用程序(如游戏和音乐应用程序)可以抑制他们对具有相对较高功利价值的应用(如教育和网上银行应用程序)的后续需求,反之亦然。总之,这些结果为应用程序开发人员和平台根据用户的采用历史推广不同类别的应用程序提供了新的管理启示。
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引用次数: 0
Can firms benefit from integrating high-frequency survey measures with objective service quality data? 企业能否从将高频调查指标与客观服务质量数据相结合中受益?
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.06.001
Jihoon Cho , Anocha Aribarg , Puneet Manchanda

The advent of digitization has allowed firms to collect high-frequency data - subjective and objective - to monitor their service performance. This paper proposes a methodological framework to help firms understand the value of collecting these data. We apply the framework to novel high-frequency, individual-level, cross-sectional and time-series measures of subjective post-purchase perceptions (via surveys) and objective operational performance from a quick service restaurant and an auto rental company. Our approach allows for the quantification of the statistical and economic significance of collecting high-frequency subjective measures in the presence of their objective counterpart. In both settings, our results show that not collecting subjective service measures can lead to economically significant biases in resource allocation. We also find the presence of both within- and across-individual selection in survey responses, with the latter having a much bigger impact on the results. Our findings advance the literature on the measurement and management of service performance and provide insights to managers for forecasting and resource allocation in service settings.

数字化的出现使公司能够收集高频数据——主观和客观数据——以监控其服务绩效。本文提出了一个方法框架,以帮助企业了解收集这些数据的价值。我们将该框架应用于快速服务餐厅和汽车租赁公司的主观购买后感知(通过调查)和客观运营绩效的新的高频、个人水平、横截面和时间序列测量。我们的方法允许量化在客观对应物存在的情况下收集高频主观测量的统计和经济意义。在这两种情况下,我们的结果都表明,不收集主观服务指标会导致资源分配中的经济显著偏差。我们还发现,在调查回应中,既有内部选择,也有跨个体选择,后者对结果的影响要大得多。我们的研究结果推进了有关服务绩效衡量和管理的文献,并为管理者在服务环境中的预测和资源分配提供了见解。
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引用次数: 1
Category expansion through cross-channel demand spillovers 跨渠道需求溢出的品类扩张
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-09-01 DOI: 10.1016/j.ijresmar.2023.05.002
Ali Umut Guler

Does the local presence of premium branded stores with strong associations to a product group help promote the relevant category as a whole? Based on the Starbucks example, this paper documents such a demand spillover effect for coffee across channels and firms: The firm’s stores stimulate coffee demand in mass-market grocery channels, benefiting rival firms that target consumption at home. I show the spillover at the household level, as well as with retail scanner data, employing a demand model to account for supply-side responses. To establish causality, I use a strict fixed effects specification with trend controls, and also validate the findings using instrumental variables based on the supply-side advantage to operating chain stores in proximate markets. In a representative market, the presence of a Starbucks stores boosts rival packaged coffee sales by 1.2%. The increase appears consistent a consumption stimulation effect of Starbucks stores acting as environmental cues for coffee, their main product. Evidence from other chains confirms the spillover, mainly from more premium brands with high demand-stimulating potential to lower-end mass products. The effect builds over time, and as cue theories predict, interacts positively with past consumption, suggesting a reinforcing effect on consumption habits.

与某个产品组有着密切联系的优质品牌商店在当地的存在是否有助于整体推广相关类别?基于星巴克的例子,本文记录了咖啡在渠道和企业之间的需求溢出效应:该公司的商店刺激了大众市场杂货渠道的咖啡需求,使以国内消费为目标的竞争对手受益。我展示了家庭层面的溢出,以及零售扫描仪数据,采用需求模型来解释供应方的反应。为了建立因果关系,我使用了严格的固定效应规范和趋势控制,并使用基于供应侧优势的工具变量验证了研究结果,以在邻近市场经营连锁店。在一个有代表性的市场中,星巴克门店的存在使竞争对手的包装咖啡销售额增长了1.2%。这一增长似乎与星巴克门店作为其主要产品咖啡的环境线索的消费刺激效应一致。来自其他连锁店的证据证实了这种溢出效应,主要是从具有高需求刺激潜力的高端品牌到低端大众产品。这种影响会随着时间的推移而产生,正如线索理论预测的那样,它与过去的消费呈正相关,这表明它对消费习惯有增强作用。
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引用次数: 0
Donor happiness comes from afar: The role of donation beneficiary social distance and benevolence “捐赠幸福来自远方:捐赠受益人社会距离与慈善的作用”
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-08-09 DOI: 10.1016/j.ijresmar.2023.08.005
Gopal Das , Patrick van Esch , Shailendra Pratap Jain , Yuanyuan (Gina) Cui

Although donors may prefer contributing to causes that help those who are socially closer to them, we propose that donating to socially distant beneficiaries makes donors feel happier. This occurs because donating to distant (vs. close) others results in an experience of greater benevolence. We further identify regulatory focus as a boundary condition of these effects. In one choice study and four experiments featuring close to 2,500 respondents, we demonstrate this phenomenon across diverse samples and varying forms of beneficiaries. Our research extends prior work examining the impact of recognition from others on charitable behavior to examine donors’ self-evaluations, and how they impact happiness.

尽管捐赠者可能更愿意为那些与他们社会关系较近的人捐款,但我们认为,向社会关系较远的受益人捐款会让捐赠者感到更快乐。这是因为捐赠给远方的人(相对于亲近的人)会带来更大的仁慈。我们进一步将监管重点确定为这些影响的边界条件。在一项选择研究和四项实验中,有近2500名受访者,我们在不同的样本和不同形式的受益者中证明了这一现象。我们的研究扩展了先前研究他人对慈善行为的认可影响的工作,以研究捐赠者的自我评估,以及它们如何影响幸福感。
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引用次数: 0
期刊
International Journal of Research in Marketing
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