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EXPRESS: How Own Delivery Services Influence Customer Behavior and Sales in Online Retail? Building Trust and Improving Delivery Quality in Digital Economy 快递:自有配送服务如何影响在线零售业的客户行为和销售?在数字经济中建立信任和提高配送质量
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-04 DOI: 10.1177/00222429241239892
Banggang Wu, Yubo Chen, Prasad A. Naik
Online retailers worldwide invest beyond their core business of retailing to offer own delivery services (ODS) to deliver products to customers’ homes through their own logistics network. How does this shift to ODS affect customers’ behaviors and sales performance? When and why do retailers venture beyond their core competence to offer ODS? To explore these questions, the authors analyze 250,055 customer transactions over 10 years across 416 cities and 49 product categories from JD, a major online retailer in China. Using difference-in-differences model, causal mediation analysis, and synthetic control method, they find that ODS increases customers’ monthly spending by 7.8% and grows the city-level sales by 11.9%. This study is the first one to quantify the sales impact of ODS and shed light on when and why it works. The findings reveal that ODS has greater value for markets with lower trust levels, infrequent customers, high-risk product categories, and consumers who prefer the focal retailer (versus that of third-party sellers). Causal mediation analysis further reveals that ODS not only improves delivery quality, but also builds customer trust, which together increase customers’ monthly spending, purchase frequency, and the number of items ordered.
全球在线零售商的投资已超越其零售核心业务,开始提供自营配送服务(ODS),通过自己的物流网络将产品送到客户家中。向 ODS 的转变如何影响客户行为和销售业绩?零售商何时以及为何要超越自己的核心竞争力提供 ODS?为了探讨这些问题,作者分析了中国主要在线零售商京东在 10 年间 416 个城市、49 个产品类别的 250,055 笔客户交易。利用差分模型、因果中介分析和合成控制法,他们发现 ODS 使顾客的月消费额增加了 7.8%,使城市一级的销售额增长了 11.9%。这项研究首次量化了 ODS 对销售的影响,并揭示了它何时以及为何起作用。研究结果表明,对于信任度较低、不经常光顾、高风险产品类别以及偏好重点零售商(相对于第三方卖家)的消费者而言,ODS 具有更大的价值。因果中介分析进一步揭示,ODS 不仅能提高配送质量,还能建立客户信任,从而增加客户的月消费额、购买频率和订购商品数量。
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引用次数: 0
p-Values as QWERTY: Curating Evidence in the Computational Era 作为 QWERTY 的 p 值:在计算时代收集证据
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-19 DOI: 10.1177/00222429231221698
Fred Feinberg
McShane et al.'s (2024) wide-ranging critique of null hypothesis significance testing provides a number of specific suggestions for improved practice in empirical research. This commentary amplifies several of these from the perspective of computational statistics—particularly nonparametrics, resampling/bootstrapping, and Bayesian methods—applied to common research problems. Throughout, the author emphasizes estimation (as opposed to testing) and uncertainty quantification through a comprehensive process of “curating” a variety of graphical and tabular evidence. Specifically, researchers should be encouraged to estimate the quantities that matter, with as few assumptions as possible, in multiple ways, then try to visualize it all, documenting their pathway from data to results for others to follow.
McShane 等人(2024 年)对零假设显著性检验进行了广泛的批判,为改进实证研究实践提出了许多具体建议。本评论从计算统计的角度,特别是非参数、重采样/引导和贝叶斯方法的角度,将其中的几项建议应用于常见的研究问题。作者自始至终都在强调估算(而非测试)和不确定性量化,并通过 "整理 "各种图表证据的综合过程来实现。具体来说,应鼓励研究人员在尽可能少的假设条件下,通过多种方法估算出重要的数量,然后尝试将其可视化,记录下他们从数据到结果的路径,供他人参考。
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引用次数: 0
EXPRESS: Consequences of Marketing Asset Accountability – a Natural Experiment 快讯:营销资产责任制的后果--一个自然实验
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-16 DOI: 10.1177/00222429241236142
Peter Guenther, Miriam Guenther, Bryan A. Lukas, Christian Homburg
Marketing scholars have extensively studied marketing’s effect on firm value and developed metrics and dashboards to help establish marketing accountability. However, empirical evidence of marketing accountability’s specific outcomes is scarce and mainly derived from surveys. It also lacks consideration of outcomes beyond the marketing function’s standing in the firm, thus overlooking possible downsides and outcomes with regard to external stakeholders such as investors. Using a natural experiment — Australia’s change from a non-restrictive to a restrictive accounting regime — this study investigates how accountability for the financial value of marketing assets (marketing asset accountability) affects a firm’s marketing management focus on short-term vis-à-vis long-term marketing efficiency, its cost of capital, and the degree to which its stock price reflects actual future performance (i.e., stock price informativeness). The results show that marketing asset accountability improves long-term marketing efficiency, reduces cost of equity, and improves stock price informativeness, but does not consistently affect short-term marketing efficiency and cost of debt. Moreover, although marketing-intensive firms are commonly assumed to benefit most from marketing asset accountability, this is not the case. These results have implications for researchers, managers, and public policy decision-makers.
市场营销学者广泛研究了市场营销对企业价值的影响,并制定了衡量标准和仪表盘,以帮助建立市场营销问责制。然而,有关市场营销问责制具体成果的经验证据却很少,而且主要来自调查。此外,还缺乏对营销职能在企业中的地位以外的结果的考虑,从而忽略了与外部利益相关者(如投资者)有关的可能弊端和结果。本研究利用一个自然实验--澳大利亚从非限制性会计制度向限制性会计制度的转变--研究营销资产财务价值问责制(营销资产问责制)如何影响企业营销管理对短期与长期营销效率的关注、其资本成本以及其股票价格反映未来实际业绩的程度(即股票价格信息性)。结果表明,营销资产责任制提高了长期营销效率,降低了股本成本,提高了股价信息性,但对短期营销效率和债务成本的影响并不一致。此外,尽管营销密集型企业通常被认为从营销资产责任制中获益最多,但事实并非如此。这些结果对研究人员、管理者和公共政策决策者都有借鉴意义。
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引用次数: 0
EXPRESS: So, Sue Me … If You Can! How Legal Changes Diminishing Managers’ Risk of Being Held Liable by Shareholders Affect Firms’ Likelihood to Recall Products 快讯所以,告我吧......如果可以的话!降低管理者被股东追究责任风险的法律变化如何影响企业召回产品的可能性
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-01 DOI: 10.1177/00222429241231236
Arvid O. I. Hoffmann, C. Cheong, Hoàng-Long Phan, Ralf Zurbruegg
Research examining the antecedents instead of consequences of recalls is relatively sparse and has not considered whether firms’ likelihood to recall products is influenced by legal changes that could induce managerial opportunism, such as those reducing shareholder litigation risk. To examine this question, the authors exploit the staggered adoption of universal demand (UD) laws across different states in the U.S. as a quasi-natural experiment. UD laws aim to prevent frivolous litigation from disrupting a firm’s normal business operations by making it more difficult for shareholders to sue managers for neglecting their fiduciary duties and hold them personally liable. Although UD laws are well-intended, the reduced threat of shareholder litigation disciplining a firm’s managers could have unintended negative consequences. Indeed, using a difference-in-differences (DiD) analysis, the authors find that following the adoption of UD laws, affected firms become less likely to recall products. This effect is weaker in the presence of organizational mechanisms constraining managers’ self-interest-seeking behavior, such as a corporate culture focused on customer needs and interests or the exercise of normative control through monitoring by institutional investors. The authors do not find support for a potential alternative explanation of operational improvement and therefore higher product quality driving their findings.
有关召回的前因后果的研究相对较少,也没有考虑到企业召回产品的可能性是否会受到可能诱发管理机会主义的法律变化的影响,例如那些降低股东诉讼风险的法律变化。为了研究这个问题,作者利用美国不同州交错采用普遍需求法(UD)作为准自然实验。普遍索偿法旨在通过增加股东起诉管理者疏忽信托责任并追究其个人责任的难度,防止轻率诉讼干扰公司的正常业务运营。尽管 UD 法律的初衷是好的,但减少股东诉讼对公司管理者进行惩戒的威胁可能会带来意想不到的负面影响。事实上,作者利用差异分析(DiD)发现,在通过 UD 法律后,受影响的公司召回产品的可能性会降低。如果存在约束管理者追求自身利益行为的组织机制,如注重客户需求和利益的企业文化,或通过机构投资者的监督来实施规范性控制,这种效应就会减弱。作者并没有找到支持其研究结果的另一种可能的解释,即经营改善,从而提高产品质量。
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引用次数: 0
EXPRESS: More Likely to Pay but Less Engaged: the Effects of Switching Online Courses from Scheduled to On-Demand Release on User Behavior 快讯更有可能付费但参与度较低:将在线课程从计划发布改为按需发布对用户行为的影响
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-08 DOI: 10.1177/00222429241227145
Joy Lu, Eric T. Bradlow, J. W. Hutchinson
Following trends in entertainment streaming services, online educational platforms are increasingly offering users flexible “on-demand” content options. It is important to understand how the timing of content release affects learning behaviors and firm revenue drivers. The current research studies over 67,000 users taking a marketing course before vs. after a natural experiment where the platform switched the course from a scheduled weekly-release format to an on-demand format with all content immediately available. The switch to on-demand positively impacted short-term firm revenue by increasing the number and proportion of certificate-paying users, suggesting that on-demand content can attract a broader set of consumers who value flexibility. On the downside, the switch resulted in users exhibiting lower lecture completion rates and quiz performance, and taking fewer additional business courses on the platform, representing a long-term cost. The results were robust to propensity score matching and stratification. The analyses also revealed that on-demand content enabled learning patterns that deviated from a standard evenly-paced schedule, including “strategic” binge learning and stretching out engagement past the recommended course period. Thus, while on-demand formats can boost revenues by bringing in more paying users, managers must consider new strategies for maintaining performance and engagement levels within these environments.
随着娱乐流媒体服务的发展趋势,在线教育平台也越来越多地为用户提供灵活的 "按需 "内容选择。了解内容发布时间如何影响学习行为和公司收入驱动力非常重要。目前的研究对 67,000 多名用户在自然实验前后学习市场营销课程的情况进行了研究,在自然实验中,平台将课程从计划的每周发布形式改为所有内容均可立即获取的点播形式。改为点播后,证书付费用户的数量和比例增加,对公司的短期收入产生了积极影响,这表明点播内容可以吸引更多重视灵活性的消费者。但从负面影响来看,用户的授课完成率和测验成绩都有所下降,在平台上选修更多商业课程的人数也有所减少,这意味着长期成本的增加。这些结果对倾向得分匹配和分层具有稳健性。分析还显示,点播内容使学习模式偏离了标准的匀速时间表,包括 "策略性 "狂热学习和将参与时间拉长到建议的课程时间之外。因此,虽然点播形式可以通过带来更多付费用户来提高收入,但管理者必须考虑在这些环境中保持绩效和参与水平的新策略。
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引用次数: 0
EXPRESS: The Caring Machine: Feeling AI for Customer Care 快讯关爱机器:感受人工智能的客户服务
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2023-12-21 DOI: 10.1177/00222429231224748
Ming-Hui Huang, R. Rust
Customer care is important for its role in relationship-building. This role has traditionally been performed by human customer agents, given the less mature feeling intelligence of AI. The emergence of interactive generative AI (GenAI) shows the potential for using AI for customer care in such emotionally charged interactions. Bridging practice and the academic literatures in marketing and computer science, this paper develops an AI-enabled customer care journey, beginning from accurate emotion recognition to empathetic response, emotional management support, and finally, the establishment of an emotional connection. Marketing requirements for each of the stages are derived from in-depth top manager interviews and a CMO survey. By juxtaposing these requirements against the current feeling capabilities of GenAI, the technological challenges that need to be tackled by engineers are highlighted. This paper wraps up with a set of marketing tenets for implementing and researching the caring machine. These marketing tenets encompass verifying emotion recognition accuracy using marketing emotion theories through multiple emotion signals and methods, utilizing prompt engineering to let customers reveal their thinking and feeling to enhance emotion understanding, employing “response engineering” for knowledge of customer preferences to personalize emotion management recommendation, and strategically deploying GenAI for emotional connection to simultaneously enhance customer emotional well-being and customer lifetime value.
客户服务在建立关系方面发挥着重要作用。由于人工智能的情感智能还不够成熟,这一角色传统上一直由人类客户代理承担。交互式生成人工智能(GenAI)的出现表明,在这种充满情感的互动中,人工智能在客户关怀方面大有可为。在市场营销和计算机科学的实践与学术文献之间架起一座桥梁,本文开发了一个人工智能客户关怀之旅,从准确的情感识别开始,到移情响应、情感管理支持,最后到建立情感联系。每个阶段的营销要求都是通过深入的高层经理访谈和 CMO 调查得出的。通过将这些要求与 GenAI 当前的情感能力并列,突出了工程师需要应对的技术挑战。本文最后提出了一套实施和研究关爱机器的营销原则。这些营销原则包括:利用营销情感理论,通过多种情感信号和方法验证情感识别的准确性;利用提示工程,让客户表露自己的想法和感受,以增强情感理解;利用 "响应工程",了解客户偏好,以个性化情感管理建议;战略性地部署 GenAI,建立情感联系,以同时提高客户的情感幸福感和客户终身价值。
{"title":"EXPRESS: The Caring Machine: Feeling AI for Customer Care","authors":"Ming-Hui Huang, R. Rust","doi":"10.1177/00222429231224748","DOIUrl":"https://doi.org/10.1177/00222429231224748","url":null,"abstract":"Customer care is important for its role in relationship-building. This role has traditionally been performed by human customer agents, given the less mature feeling intelligence of AI. The emergence of interactive generative AI (GenAI) shows the potential for using AI for customer care in such emotionally charged interactions. Bridging practice and the academic literatures in marketing and computer science, this paper develops an AI-enabled customer care journey, beginning from accurate emotion recognition to empathetic response, emotional management support, and finally, the establishment of an emotional connection. Marketing requirements for each of the stages are derived from in-depth top manager interviews and a CMO survey. By juxtaposing these requirements against the current feeling capabilities of GenAI, the technological challenges that need to be tackled by engineers are highlighted. This paper wraps up with a set of marketing tenets for implementing and researching the caring machine. These marketing tenets encompass verifying emotion recognition accuracy using marketing emotion theories through multiple emotion signals and methods, utilizing prompt engineering to let customers reveal their thinking and feeling to enhance emotion understanding, employing “response engineering” for knowledge of customer preferences to personalize emotion management recommendation, and strategically deploying GenAI for emotional connection to simultaneously enhance customer emotional well-being and customer lifetime value.","PeriodicalId":16152,"journal":{"name":"Journal of Marketing","volume":null,"pages":null},"PeriodicalIF":12.9,"publicationDate":"2023-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138950855","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EXPRESS: Developing Strengths or Remedying Weaknesses? How Perceived Social Mobility Affects Parents’ Purchase Preferences for Children’s Educational Products 快讯:发展优势还是弥补劣势?感知到的社会流动性如何影响家长对儿童教育产品的购买偏好
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2023-12-20 DOI: 10.1177/00222429231224333
Qihui Chen, Yajin Wang, Ying Zhang
Does parents’ status motivation affect their educational product choices for their children? Across seven studies, we find that when parents believe that society provides enough opportunities for individuals to achieve higher social status through hard work (i.e., high social mobility), they prioritize the status advancement goal and prefer products to help maximize a child’s strengths. However, when parents believe that even if one works hard, the opportunity to climb up the social ladder is limited (i.e., low social mobility), they focus on maintaining their current status and prefer products that help remedy a child’s weaknesses. Moreover, the research demonstrates that this effect diminishes when the strength and weakness are in the domains that have low relevance to status. Finally, we find that when parents believe that children with specialties are more likely to succeed, they prefer products for maximizing strengths; whereas when they believe that well-rounded children are more likely to succeed, they prefer products for remedying weaknesses, regardless of their perception of social mobility.
父母的地位动机会影响他们为子女选择教育产品吗?在七项研究中,我们发现,当父母认为社会为个人提供了足够的机会通过努力工作获得更高的社会地位时(即社会流动性高),他们会优先考虑地位提升目标,并倾向于选择有助于最大限度发挥孩子优势的产品。然而,当家长认为即使自己努力工作,攀登社会阶梯的机会也很有限时(即社会流动性低),他们就会把重点放在维持现有地位上,并偏好有助于弥补孩子弱点的产品。此外,研究表明,当强项和弱项都在与地位关系不大的领域时,这种效应就会减弱。最后,我们发现,当家长认为有特长的孩子更有可能成功时,他们更倾向于选择能最大限度发挥孩子特长的产品;而当家长认为全面发展的孩子更有可能成功时,无论他们对社会流动性的看法如何,他们更倾向于选择能弥补孩子弱点的产品。
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引用次数: 0
EXPRESS: Targeting Nearby Influencers: the Acceleration of Natural Triadic Closure by Leveraging Interconnectors 快讯:瞄准附近的影响者:利用互联器加速自然三体闭合
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2023-12-14 DOI: 10.1177/00222429231223420
Jacob Goldenberg, Andreas Lanz, Daniel Shapira, Florian Stahl
On user-generated content platforms, individuals and firms alike seek to build and expand their follower base to eventually increase the reach of the content they upload. The bulk of the seeding literature in marketing suggests targeting users with a large follower base—the high-status influencers. In contrast, some recent studies find targeting lower-status influencers to be a more effective seeding policy. In this multi-method paper, we shift the focus from the follower base of the seeding target to the focal content creator. We propose accelerating natural triadic closure by leveraging the first-degree followers as interconnectors to target the second-degree followers––i.e., the nearby (low-status) influencers (who are interconnected with the focal content creator). Empirical studies document that this seeding target is much more effective for building and expanding the follower base, compared to targeting influencers who are not interconnected with the focal content creator––i.e., the remote (both high- and low-status) influencers by 2,300% and 46%, respectively. These studies on the acceleration of natural triadic closure are augmented by a pre-registered field experiment to obtain convergent validity of the findings.
在用户生成内容的平台上,个人和企业都在寻求建立和扩大自己的追随者群体,以最终扩大其上传内容的影响力。市场营销方面的大部分 "播种 "文献都建议以拥有大量追随者的用户--地位较高的影响者为目标。与此相反,最近的一些研究发现,以地位较低的有影响力者为目标是一种更有效的播种策略。在这篇采用多种方法的论文中,我们将重点从播种目标的追随者群体转移到焦点内容创造者身上。我们建议利用一级追随者作为互联者来锁定二级追随者,即附近的(低地位的)有影响力者(他们与焦点内容创作者互联),从而加速三元组的自然闭合。实证研究表明,与针对与焦点内容创建者没有互联关系的影响者(即远距离(高地位和低地位)影响者)相比,这种播种目标在建立和扩大粉丝群方面的效果要好得多,分别高出 2300% 和 46% 。这些关于加速三元自然闭合的研究通过预先注册的现场实验得到了加强,从而获得了研究结果的收敛有效性。
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引用次数: 0
EXPRESS: Collaborating to Innovate: Balancing Strategy Dividend and Transactional Efficiencies 快讯:合作创新:平衡战略红利与交易效率
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2023-12-11 DOI: 10.1177/00222429231222269
Nehal Elhelaly, Sourav Ray
When a firm collaborates with its suppliers, it expands its access to external know-how, and thus, can enhance its innovation performance. Such collaborations are common and argued to have significant impact on the firm’s market outcomes. However, such collaborations also expose the firm to various transactional hazards including knowledge spillovers and opportunism. This trade-off looms over the firm’s commitment to a market positioning strategy and the functional capabilities it draws upon to generate its strategy dividend. Recent accounts suggest the verdict on supplier collaborations is noisy and that partner perceptions of these collaborations do not align on key issues of governance, strategy, and value generation. To investigate this, we study 202 formal co-development contracts of high-tech original equipment manufacturers that collaborated with suppliers from 1985 to 2016. Drawing upon the governance value analysis framework, we show how misalignment between the firm’s co-development contracts, capabilities, and market positioning strategy significantly erodes its innovation performance. Thus, blanket prescriptions for one or the other types of contracts are misdirected, their effectiveness being a contingent outcome dependent on the firm’s market positioning strategy and functional capabilities. Our paper presents one of the most complete tests of the governance value analysis framework to date.
当企业与其供应商合作时,就能扩大其获取外部专有技术的渠道,从而提高其创新绩效。这种合作很常见,而且被认为会对企业的市场成果产生重大影响。然而,这种合作也使企业面临各种交易风险,包括知识溢出和机会主义。这种权衡影响着企业对市场定位战略的承诺,也影响着企业产生战略红利所需的功能能力。最近的研究表明,对供应商合作的评价并不准确,合作伙伴对这些合作的看法在治理、战略和价值创造等关键问题上并不一致。为了研究这个问题,我们研究了 1985 年至 2016 年期间与供应商合作的高科技原始设备制造商的 202 份正式合作开发合同。借鉴治理价值分析框架,我们展示了企业的合作开发合同、能力和市场定位战略之间的错位是如何显著削弱其创新绩效的。因此,一概而论地选择其中一种或另一种类型的合同是错误的,它们的有效性是取决于企业的市场定位战略和职能能力的偶然结果。我们的论文是迄今为止对治理价值分析框架最全面的测试之一。
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引用次数: 0
EXPRESS: Adoption of New Technology Vaccines 快讯采用新技术疫苗
IF 12.9 1区 管理学 Q1 Business, Management and Accounting Pub Date : 2023-11-29 DOI: 10.1177/00222429231220295
Laura Zimmermann, J. Somasundaram, Barsha Saha
Extensive research has examined the diffusion of innovations for products that can be trialed, and where the most adverse outcome, if a product fails, is a financial loss. However, less research has explored consumer responses to innovations in highly uncertain contexts characterized by health losses, lack of trialability, and the opportunity to free-ride on other’s adoption. This research focuses on vaccine decision-making as a unique case within such contexts and extends the findings to other domains. Four studies (Ntotal = 1,796, five supplementary studies, Ntotal = 643) test the propositions of a formal model that incorporates uncertainty and other’s choices into the adoption decision. The results show that consumers are surprisingly averse to products that are described as employing a new technology (e.g., mRNA technology) and require an ‘efficacy premium’ to compensate for higher perceived uncertainty. However, considerable heterogeneity exists due to individual differences in technology readiness, trust in government, and risk attitudes. Notably, despite the prominent threat of free-riding, a social proof nudge (communicating increasing population adoption) effectively reduces aversion to new technology. In this context, social proof information does not merely drive conformity or social learning, but instead increases adoption of new technology by alleviating perceived uncertainty.
对于可以试用的产品,以及产品失败后最不利的结果是经济损失的产品,已有大量研究探讨了创新的传播问题。然而,对于消费者在高度不确定的环境中对创新的反应的研究较少,这种环境的特点是健康损失、缺乏可试用性以及有机会搭乘他人采用创新的顺风车。本研究将疫苗决策作为此类背景下的一个独特案例,并将研究结果扩展到其他领域。四项研究(总计 1,796 项,五项补充研究,总计 643 项)检验了将不确定性和他人选择纳入采用决策的正式模型的命题。结果表明,消费者对被描述为采用了新技术(如 mRNA 技术)的产品出奇地反感,需要 "功效溢价 "来补偿较高的感知不确定性。然而,由于个体在技术准备程度、对政府的信任度和风险态度方面存在差异,因此存在相当大的异质性。值得注意的是,尽管 "搭便车 "的威胁很突出,但社会证明的推动(通过传播增加民众的采用率)有效地减少了对新技术的厌恶。在这种情况下,社会证明信息并不只是推动服从或社会学习,而是通过减轻可感知的不确定性来提高新技术的采用率。
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引用次数: 0
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