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A whole new world, a new fantastic point of view: Charting unexplored territories in consumer research with generative artificial intelligence 一个全新的世界,一个新的奇妙的观点:用生成式人工智能绘制消费者研究中未开发的领域
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-11 DOI: 10.1007/s11747-025-01097-2
Kiwoong Yoo, Michael Haenlein, Kelly Hewett

Integrating generative artificial intelligence (AI), particularly large multimodal models (LMMs) like ChatGPT, into the research process offers significant opportunities for marketing scholars. This manuscript provides a field guide into the potential advantages and possible limitations of using LMMs in different stages of consumer research, including idea generation, theory development, pretesting and pilot testing, data collection for experimental designs, data analysis, and reporting. We illustrate LMMs’ capabilities by replicating the consumer research stages of 35 articles from five marketing journals using ChatGPT-4o. Our findings suggest that LMMs enhance the efficiency and effectiveness of consumer research, though their performance varies across stages. LMMs excel in developing theoretical frameworks and collecting data for experimental designs, offer moderate support for idea generation, pre-/pilot testing, and reporting but perform less effectively in data analysis (e.g., silicon sampling). This manuscript underscores generative AI’s potential in consumer research and calls for further exploration into ethical guidelines and best practices to ensure high-quality work.

将生成式人工智能(AI),特别是像ChatGPT这样的大型多模态模型(lmm)集成到研究过程中,为营销学者提供了重要的机会。这份手稿提供了一个现场指南到潜在的优势和使用lmm在不同阶段的消费者研究可能的局限性,包括想法的产生,理论发展,预测试和试点测试,数据收集实验设计,数据分析和报告。我们通过使用chatgpt - 40复制来自五家营销期刊的35篇文章的消费者研究阶段来说明lmm的能力。我们的研究结果表明,lmm提高了消费者研究的效率和有效性,尽管它们的表现在不同的阶段有所不同。lmm擅长为实验设计开发理论框架和收集数据,为创意产生、预/试点测试和报告提供适度的支持,但在数据分析(例如硅取样)方面表现不佳。这份手稿强调了生成式人工智能在消费者研究中的潜力,并呼吁进一步探索道德准则和最佳实践,以确保高质量的工作。
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引用次数: 0
Salesperson pricing discretion: Exploring the contingent effects and customer outcomes 销售人员的定价自由裁量权:探索或然效应和客户结果
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-04-10 DOI: 10.1007/s11747-025-01093-6
Amalesh Sharma, Tarun K. Sharma, Wyatt A. Schrock, Eli Jones

There is tension among practitioners regarding whether to offer salesperson-level pricing discretion beyond discounts in B2B sales, with the literature providing mixed evidence. Using a multi-study approach, we explore the dynamics surrounding salesperson pricing discretion, addressing crucial gaps within the existing pricing discretion literature, especially concerning the contingent factors that can drive salesperson pricing discretion’s effects. Using 504,446 transactions, Study 1 offers an in-depth examination of the effects stemming from salesperson-exercised pricing discretion. Besides finding a non-linear relationship between salesperson-exercised pricing discretion and manufacturer performance, in contrast to the existing literature, which primarily considers market- and firm-level factors, the current paper identifies three pivotal salesperson-level variables that moderate the impact of exercised pricing discretion on manufacturer profitability. Study 2 extends our exploration with a field investigation focusing on pricing discretion's effects on customer-level outcomes, showing that discretion positively affects B2B customer satisfaction, purchase quantities, and downstream customer performance.

从业人员对于是否在B2B销售中提供销售人员层面的定价自由裁量权存在紧张关系,文献提供了混合的证据。采用多研究方法,我们探讨了围绕销售人员定价自由裁量权的动态,解决了现有定价自由裁量权文献中的关键空白,特别是关于可能驱动销售人员定价自由裁量权影响的偶然因素。研究1使用504,446笔交易,对销售人员行使定价自由裁量权所产生的影响进行了深入研究。除了发现销售人员行使定价自由裁量权与制造商绩效之间的非线性关系外,与现有文献主要考虑市场和企业层面的因素不同,本文确定了三个关键的销售人员层面的变量,这些变量调节了行使定价自由裁量权对制造商盈利能力的影响。研究2扩展了我们的探索,通过实地调查关注定价自由裁量权对客户层面结果的影响,表明自由裁量权对B2B客户满意度、采购数量和下游客户绩效有积极影响。
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引用次数: 0
The past, present, and future of adaptive selling: Toward an integrative framework 适应性销售的过去、现在和未来:走向一个整合的框架
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-28 DOI: 10.1007/s11747-025-01096-3
Nawar N. Chaker, Rhett T. Epler, Gabriel Moreno, Dana Amiri, Elizabeth G. McDougal, Jay O’Toole

Adaptive selling represents a notable and influential concept in the marketing literature. Despite being discussed in scholarly research and managerial practice for over forty years and mixed findings about its impact, a comprehensive understanding of the construct of adaptive selling remains missing. To remedy this critical knowledge gap, we conduct a comprehensive review of 188 articles across twenty-seven journals. We combine three approaches in our survey of the literature, including a systematic review, a main path analysis, and a bibliographic analysis. Together, this three-prong review offers profound insights into the state of adaptive selling research by (1) mapping the key stages of evolution of research in this domain over the last four decades, (2) delineating various conceptualizations and operational measures of the construct of adaptive selling, and (3) advancing an integrated framework of the nomological network of adaptive selling. Based on these insights, we outline five major opportunities for future theoretical development and empirical research to move the domain forward.

适应性销售是市场营销文献中一个值得注意和有影响力的概念。尽管在学术研究和管理实践中已经讨论了40多年,并且关于其影响的发现不一,但对适应性销售结构的全面理解仍然缺失。为了弥补这一关键的知识差距,我们对27种期刊的188篇文章进行了全面的综述。在我们的文献调查中,我们结合了三种方法,包括系统综述、主要路径分析和书目分析。总之,这三个方面的回顾通过(1)绘制了过去四十年来该领域研究发展的关键阶段,(2)描绘了适应性销售结构的各种概念和操作措施,(3)提出了适应性销售的法理学网络的综合框架,为适应性销售研究的现状提供了深刻的见解。基于这些见解,我们概述了未来理论发展和实证研究的五个主要机会,以推动该领域向前发展。
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引用次数: 0
Unintended consequences of selling B2B digital subscription add-ons for customer onboarding 向客户销售B2B数字订阅附加组件的意外后果
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-20 DOI: 10.1007/s11747-025-01088-3
Lena Steinhoff, Jisu J. Kim, Vamsi K. Kanuri, Robert W. Palmatier

Business-to-business (B2B) software-as-a-service (SaaS) providers increasingly bundle add-on services with their core service. The implications of such bundles for onboarding customers to the relationship remain unclear; in particular, the common practice of trying to maximize add-on bundling during the customer acquisition phase arguably might conflict with goals to achieve long-term retention of customers. The current study therefore focuses explicitly on the impact of add-on bundling on customer retention during the onboarding stage, using multiple methods. A theories-in-use exploration suggests that the positive effects of add-on bundling may not manifest in the initial relational stage of customer onboarding. A field study involving a B2B SaaS provider further reveals that bundling more add-on services can significantly decrease customer retention during the onboarding stage. Moving to leaner communication channels can aggravate such attrition. Finally, a cross-industry survey of B2B managers identifies complexity perceptions as the likely source of these detrimental effects of add-on bundling during the customer onboarding stage.

企业对企业(B2B)软件即服务(SaaS)提供商越来越多地将附加服务与其核心服务捆绑在一起。这种捆绑对新客户的影响尚不清楚;特别是,在用户获取阶段尝试最大化附加捆绑的常见做法可能与实现长期用户留存的目标相冲突。因此,目前的研究使用多种方法,明确关注附加捆绑在入职阶段对客户保留率的影响。一项使用理论的探索表明,附加捆绑的积极影响可能不会在客户登录的初始关系阶段表现出来。一项涉及B2B SaaS提供商的实地研究进一步表明,捆绑更多附加服务可以显著降低入职阶段的客户保留率。转向更精简的沟通渠道会加剧这种人员流失。最后,一项针对B2B经理的跨行业调查表明,在客户入职阶段,对附加捆绑的这些有害影响的可能来源是复杂性感知。
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引用次数: 0
Verbal persuasion in marketing: A multimethod meta-analysis of analytical and narrative processing 营销中的言语说服:分析和叙事处理的多方法元分析
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-20 DOI: 10.1007/s11747-025-01095-4
Davide C. Orazi, Anne Hamby, Dennis Herhausen, Tom van Laer, Stephan Ludwig, Chahna Gonsalves, Dhruv Grewal

Customers process persuasive verbal messages through analytical or narrative routes. Extant marketing research offers limited findings regarding the relative effectiveness of different communication antecedents to these routes; neither does it sufficiently specify if and how communication modalities (written vs. audio) and product/service type (hedonic vs. utilitarian) moderate their impact. To address this gap, the current article presents the results of a multimethod investigation. With a meta-analysis, Study 1 establishes the differential effects of antecedents on analytical and narrative processing and the moderating roles of both modality and product/service type. Study 2 gathers the expectations of marketing professionals to provide a comparison with the meta-analytic findings, highlighting areas of misalignment and a relevant managerial question pertaining to the effects of blended analytical–narrative messages. Study 3 addresses this relevant question with an experimental approach. The combined results offer novel insights into verbal persuasion and suggest several directions for research.

顾客通过分析或叙述的方式处理有说服力的口头信息。现有的市场研究提供了有限的发现,关于不同的传播前因式的相对有效性,这些路线;它也没有充分说明沟通方式(书面还是音频)和产品/服务类型(享乐主义还是功利主义)是否以及如何缓和它们的影响。为了解决这一差距,本文提出了一项多方法调查的结果。通过荟萃分析,研究1确立了先行词对分析和叙事加工的差异效应,以及情态和产品/服务类型的调节作用。研究2收集了市场营销专业人士的期望,以提供与元分析结果的比较,突出了不一致的领域,以及与混合分析-叙述信息的影响有关的相关管理问题。研究3用实验方法解决了这个相关问题。综合结果为口头说服提供了新的见解,并提出了几个研究方向。
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引用次数: 0
“We could be heroes”: Reflections on reimagining marketing strategies for a better world “我们可以成为英雄”:为更美好的世界重新构想营销策略的思考
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-18 DOI: 10.1007/s11747-025-01099-0
Kirk Plangger, Matteo Montecchi, Ko de Ruyter, Debbie I. Keeling, Maura L. Scott, Darren W. Dahl
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引用次数: 0
Generative artificial intelligence: Marketing’s death knell or ringing in a new era? 生成式人工智能:营销的丧钟还是新时代的钟声?
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-17 DOI: 10.1007/s11747-025-01100-w
Gaia Rubera, Weifeng Li, John Hulland
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引用次数: 0
Empowering GenAI stakeholders 赋予基因利益相关者权力
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-17 DOI: 10.1007/s11747-025-01098-1
Erik Hermann, Stefano Puntoni

Generative Artificial Intelligence (GenAI) is transforming marketing not only by automating tasks and augmenting human capabilities, but also by reshaping stakeholder roles and experiences. This commentary explores the implications of empowering diverse stakeholders, marketers, consumers, contributors, and marketing academics, across four dimensions: operational, creative, agentic, and normative empowerment. Stakeholder empowerment across these four dimensions can satisfy the basic human needs for competence, autonomy, and relatedness, helping GenAI to become a force for the greater good in society.

生成式人工智能(GenAI)不仅通过自动化任务和增强人类能力来改变营销,还通过重塑利益相关者的角色和体验来改变营销。这篇评论从四个方面探讨了授权给不同的利益相关者、营销人员、消费者、贡献者和营销学者的含义:操作授权、创意授权、代理授权和规范授权。利益相关者在这四个维度上的授权可以满足人类对能力、自主性和相关性的基本需求,帮助GenAI成为社会中更大利益的力量。
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引用次数: 0
Utilizing managerial beliefs for set identification of price elasticities of demand 利用管理信念来确定需求的价格弹性
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-06 DOI: 10.1007/s11747-025-01090-9
Rouven E. Haschka, Helmut Herwartz

Data-driven decision-making is increasingly prevalent but can clash with managerial beliefs, risking biased decisions. A prime example is pricing strategy optimization, where traditional methods for estimating price elasticities of demand often lead to counter-intuitive results due to model misspecification and the reliance on single-point estimates. To address this, we propose utilizing structural vector-autoregressions (SVARs) to generate identified sets of elasticities, integrating managerial beliefs into the analysis to improve decision-making processes. Using weak restrictions about the directional effects of supply and demand shocks on sales and prices, and assumptions about the functioning of in-store promotions effectively sharpens the identified sets. Specifically, we analyze the demand for beer at a large scale for 1,953 stores in the US. For many stores (i.e., at least 40%), both recent endogeneity-robust single-equation methods and alternative identification strategies for SVARs used in marketing studies yield positive price elasticity estimates that oppose behavioral fundamentals. Hence, these are hardly informative for designing pricing strategies. Instead, the suggested approach to set identification yields elasticity estimates that are sufficiently precise to improve the design of retail pricing strategies and offer insights into customer’s distinct price sensitivities in grocery and drug stores. Overall, our approach emphasizes the importance of combining data-driven analysis with managerial insights for evidence-based decision-making.

数据驱动的决策越来越普遍,但可能与管理信念发生冲突,有可能做出有偏见的决策。一个典型的例子是定价策略优化,其中估计需求价格弹性的传统方法由于模型规格错误和对单点估计的依赖而经常导致反直觉的结果。为了解决这个问题,我们建议利用结构向量自回归(SVARs)来生成可识别的弹性集,将管理信念整合到分析中以改进决策过程。使用关于供应和需求冲击对销售和价格的定向影响的弱限制,以及关于店内促销功能的假设,有效地强化了识别集。具体来说,我们分析了美国1953家门店对啤酒的大规模需求。对于许多商店(即至少40%),最近的内生性鲁棒单方程方法和营销研究中使用的svar替代识别策略都产生了与行为基本原理相反的正价格弹性估计。因此,这些对设计定价策略几乎没有帮助。相反,所建议的设置识别方法产生的弹性估计足够精确,可以改进零售定价策略的设计,并提供对消费者在杂货店和药店的不同价格敏感性的见解。总体而言,我们的方法强调将数据驱动分析与基于证据的决策管理见解相结合的重要性。
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引用次数: 0
Engagement in platform markets: A (video) game changer? 参与平台市场:视频)游戏改变者?
IF 18.2 1区 管理学 Q1 BUSINESS Pub Date : 2025-03-04 DOI: 10.1007/s11747-025-01089-2
Michiel Van Crombrugge, Stefan Stremersch

Empirical studies of two-sided platform markets, like the video game console industry, typically rely on software and platform sales data, thereby overlooking today’s managerial focus on engagement. This present research leverages a unique dataset tracking the daily engagement of over 14,000 users of Microsoft’s Xbox One and Xbox Series video game platforms to remedy this gap. We investigate how software development and release characteristics affect consumers’ engagement with software titles and the platforms on which they release. Our analysis finds that releasing software on subscription services is the strongest determinant of engagement, overshadowing established determinants like software quality or exclusivity. While superstar software and exclusive titles generate engagement, their relative importance is smaller compared to sales-based findings, reported in prior literature. Instead, franchises, non-superstars, and multihomed software perform much better on engagement than on sales, especially when included in a subscription service. These findings have important industry implications. 

对双边平台市场(如电子游戏机行业)的实证研究通常依赖于软件和平台销售数据,因此忽视了当今管理对用户粘性的关注。这项研究利用了一个独特的数据集,追踪了微软Xbox One和Xbox Series视频游戏平台上超过14,000名用户的日常参与度,以弥补这一差距。我们调查了软件开发和发布特征如何影响消费者对软件标题和他们发布的平台的参与。我们的分析发现,在订阅服务上发布软件是用户粘性的最重要决定因素,它盖过了软件质量或排他性等既定决定因素。虽然超级明星软件和独家游戏能够创造用户粘性,但与基于销售的结果相比,它们的相对重要性要小得多。相反,特许经营、非超级明星和多主机软件在用户粘性方面的表现要比销量好得多,尤其是在包含订阅服务的情况下。这些发现具有重要的行业意义。
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引用次数: 0
期刊
Journal of the Academy of Marketing Science
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