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A data-driven approach to improve online consumer subscriptions by combining data visualization and machine learning methods 结合数据可视化和机器学习方法,采用数据驱动方法改进在线消费者订阅情况
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-29 DOI: 10.1111/ijcs.13030
Elizabeth Fernandes, Sérgio Moro, Paulo Cortez

Effective online consumer research helps companies on defining a successful strategy to increase user loyalty and shape brand engagement. Digital innovation introduced a dramatic change in businesses, particularly in the online news industry. Content consumers have a wide offer across different channels which increase the digital challenge for online news media companies to retain their readers and convert them into online subscribers. Furthermore, digital news publishers often strive to balance revenue sources in online business models. Thus, this study fills a gap in the literature on media consumer research by proposing a data-driven approach that combines two machine learning (ML) models to allow managers dynamically improve their marketing and editorial strategies. Firstly, the authors present an online user profiling to identify consumer segments based on the interplay between several engagement’ variables substantiated in the literature research. Second, as few studies have explored the factors influencing users' intention to pay for such services, the eXtreme Gradient Boosting ML algorithm identifies the predictors of consumer's willingness to pay. Third, a dashboard presents the key performance indicators across the audience funnel. Thus, practical implications and business suggestions are presented in a two-fold strategy to maximize revenue from digital subscriptions and advertising. Findings provide new insights into an engagement approach and the relation to acquire a digital subscription in online content platforms. We believe that the provided recommendations are potentially useful to help marketing and editorial teams to manage their customer engagement process across the funnel in a more efficient way.

有效的在线消费者研究有助于企业制定成功的战略,提高用户忠诚度,塑造品牌参与度。数字创新给企业带来了巨大变化,尤其是在网络新闻行业。内容消费者可以通过不同渠道获得广泛的内容,这增加了在线新闻媒体公司在留住读者并将其转化为在线订户方面所面临的数字挑战。此外,数字新闻出版商往往努力平衡在线业务模式中的收入来源。因此,本研究提出了一种数据驱动的方法,将两个机器学习(ML)模型结合起来,使管理者能够动态地改进他们的营销和编辑策略,从而填补了媒体消费者研究方面的文献空白。首先,作者根据文献研究中证实的几个参与变量之间的相互作用,提出了一种在线用户分析方法,以确定消费者细分群体。其次,由于很少有研究探讨影响用户为此类服务付费意愿的因素,因此采用了 "梯度提升"(eXtreme Gradient Boosting ML)算法来确定消费者付费意愿的预测因素。第三,仪表盘显示了整个受众漏斗的关键绩效指标。因此,在数字订阅和广告收入最大化的双重战略中,提出了实际意义和商业建议。研究结果为在线内容平台的参与方式和获取数字订阅的关系提供了新的见解。我们相信,所提供的建议可能有助于营销和编辑团队以更有效的方式管理整个漏斗的客户参与过程。
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引用次数: 0
Has the pandemic altered luxury consumption and marketing? A sectoral and thematic analysis 大流行病是否改变了奢侈品消费和营销?行业和专题分析
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-28 DOI: 10.1111/ijcs.13013
Sri Rahayu Hijrah Hati, Yusniza Kamarulzaman, Nor Asiah Omar

This study analyzes the literature available on consumer luxury consumption and the marketing of luxury products during the COVID-19 pandemic. The Scopus database was utilized to search for research on luxury products during the pandemic. The study followed the SPAR-4-SLR procedure, with 59 articles analyzed using VOSviewer to provide network and density visualization. Triangulation of analysis was conducted using NVivo as the software offers rigor in the systematic literature review. The VOSviewer network and density visualization show that the analysis of the luxury industry literature can be elucidated by sectors and themes. The results indicate that the majority of the literature on luxury discussed hospitality, especially the hotel setting, followed by luxury fashion and tourism. Many sectors, such as luxury automotive, beauty, arts, and so forth were overlooked. Online landscape, branding, social responsibility, communication, sustainability, the self, and culture are the dominant themes in literature. The study sheds light on important themes, sectors, and research gaps, benefiting academic scholars and industry practitioners in understanding and navigating the challenges and opportunities in the luxury market during crises.

本研究分析了有关 COVID-19 大流行期间消费者奢侈品消费和奢侈品营销的现有文献。研究利用 Scopus 数据库搜索大流行期间有关奢侈品的研究。研究遵循 SPAR-4-SLR 程序,使用 VOSviewer 对 59 篇文章进行分析,以提供网络和密度可视化。使用 NVivo 进行了三角分析,因为该软件为系统性文献综述提供了严谨性。VOSviewer 的网络和密度可视化显示,奢侈品行业的文献分析可以按行业和主题进行阐释。结果表明,大多数有关奢侈品的文献都讨论了酒店业,尤其是酒店环境,其次是奢侈时尚和旅游业。许多行业,如豪华汽车、美容、艺术等都被忽略了。在线景观、品牌、社会责任、沟通、可持续发展、自我和文化是文献中的主导主题。本研究揭示了重要的主题、行业和研究空白,有助于学术学者和行业从业者了解和驾驭危机期间奢侈品市场的挑战和机遇。
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引用次数: 0
Impact of artificial intelligence on customer engagement and advertising engagement: A review and future research agenda 人工智能对客户参与和广告参与的影响:综述与未来研究议程
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-28 DOI: 10.1111/ijcs.13027
Clara Suraña-Sánchez, Maria Elena Aramendia-Muneta

This study, through a bibliometric analysis, aims to provide increased knowledge of the evolution and effects of artificial intelligence over the last 30 years in customer engagement and advertising engagement. Articles were gathered from three databases by using combinations of keywords (artificial intelligence, customer engagement, advertising engagement, marketing, machine learning, etc.). A set of inclusion/exclusion criteria were then applied to obtain the final sample. The final sample was made up of 190 peer-reviewed articles. Three separate analyses were performed to test the sample. A performance analysis identified the articles' years of publication, contributions per country and the performance/output of the relevant journals. A data analysis created 10 clusters; these are examined in depth, and provide explanations of the evolution of the relevant scientific production. The study's findings offer a wide perspective of research undertaken to date, and identify possible research gaps. This research contributes to the marketing field by bridging a gap, through undertaking a bibliometric analysis, in the research about the impact of artificial intelligence on customer and advertising engagement over the years 1991 through 2022. It offers scholars and researchers ideas for future research.

本研究通过文献计量分析,旨在进一步了解过去 30 年来人工智能在客户参与和广告参与方面的演变和影响。通过使用关键词组合(人工智能、客户参与、广告参与、市场营销、机器学习等)从三个数据库中收集文章。然后应用一套纳入/排除标准来获得最终样本。最终样本由 190 篇同行评议文章组成。为了检验样本,我们分别进行了三项分析。绩效分析确定了文章的发表年份、每个国家的贡献以及相关期刊的绩效/产出。数据分析创建了 10 个群组;对这些群组进行了深入研究,并提供了相关科学成果演变的解释。研究结果为迄今为止开展的研究提供了一个广阔的视角,并指出了可能存在的研究空白。本研究通过文献计量分析,弥补了 1991 年至 2022 年人工智能对客户和广告参与度影响的研究空白,为市场营销领域做出了贡献。它为学者和研究人员提供了未来研究的思路。
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引用次数: 0
Financial self-efficacy of consumers: A review and research agenda 消费者的财务自我效能感:回顾与研究议程
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-22 DOI: 10.1111/ijcs.13024
Anmol Gulati, Sultan Singh

As an essential psychological construct, financial self-efficacy (FSE) has garnered considerable attention in the field of consumer finance and demonstrated its influence on financial outcomes. FSE has been regarded as a learned belief rather than an innate quality that can be nurtured over time. Notwithstanding the increasing significance of understanding consumers' FSE, this particular line of literature has not been examined as an independent research domain. Accordingly, this framework-based review comprehensively represents the current state of literature on FSE by covering 64 articles published between 1999 and 2023, compiled based on the Scientific Procedures and Rationales for Systematic Literature Reviews protocol and the theory–context–characteristics–methodology framework. Based on the review findings, an integrated model of FSE is proposed, summarizing the study frameworks and constructs employed as antecedents, modifiers, and outcomes in investigating consumer's FSE. Further, the review has identified certain areas that were previously overlooked. As a result, a research agenda has been developed, consisting of 22 research questions and four research objectives, which will articulate the direction for future research. Finally, the paper concludes, signifying the contribution and practical implications for researchers, families, practitioners, and society in selecting the most effective measures for improving consumers' FSE.

金融自我效能感(FSE)作为一种重要的心理结构,在消费金融领域引起了广泛关注,并证明了它对金融结果的影响。财务自我效能感一直被认为是一种学习得来的信念,而不是与生俱来的品质,是可以长期培养的。尽管了解消费者 FSE 的重要性与日俱增,但这一特殊的文献脉络尚未作为一个独立的研究领域得到研究。因此,这篇基于框架的综述涵盖了 1999 年至 2023 年间发表的 64 篇文章,根据《系统文献综述的科学程序和依据》协议和理论-背景-特征-方法框架汇编而成,全面反映了有关 FSE 的文献现状。根据综述结果,提出了一个 FSE 综合模型,总结了在调查消费者 FSE 时作为前因、调节因素和结果使用的研究框架和建构。此外,研究还发现了一些以前被忽视的领域。因此,本文制定了一个研究议程,包括 22 个研究问题和 4 个研究目标,这将明确未来研究的方向。最后,本文进行了总结,指出了研究人员、家庭、从业人员和社会在选择最有效的措施改善消费者的 FSE 方面的贡献和实际意义。
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引用次数: 0
Vulnerability and perceived risks in the peer-to-peer sharing economy 点对点共享经济中的脆弱性和感知风险
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-22 DOI: 10.1111/ijcs.13028
Barbara Culiberg, Mateja Kos Koklic, Monika Kukar-Kinney, Irena Vida

The peer-to-peer (P2P) sharing economy, as an attractive alternative to permanent ownership, creates a triadic relationship among three groups of participants: service enablers, providers, and consumers. One of its main features is the expansion of the user's role to the roles of consumer and provider, or “prosumer.” However, in their role as prosumers, individuals may have an aversion to participating in the P2P sharing economy market due to their sense of powerlessness and lack of control, suggesting that their vulnerability needs to be considered. Despite their importance, prosumers have not received commensurate attention in the sharing economy literature. To address this gap, we examined prosumer vulnerability's impact on risk perceptions in the role of prosumer and illuminated these risks' impact on intentions to participate. The results from a U.S. survey indicate that vulnerability is a significant driver of all risk types, for both consumers and providers. Furthermore, psychological risk and security risk are found to significantly decrease intention to participate. Unexpectedly, social risk increases intention to participate among consumers and providers, while privacy and health risks are insignificant.

点对点(P2P)共享经济作为永久所有权的一种有吸引力的替代方式,在三类参与者之间建立了一种三位一体的关系:服务推动者、提供者和消费者。其主要特点之一是将用户的角色扩展为消费者和提供者,即 "专业消费者"。然而,在扮演 "消费者 "角色时,个人可能会因无力感和缺乏控制而对参与 P2P 共享经济市场产生反感,这表明需要考虑他们的脆弱性。尽管 "主消费者 "非常重要,但在共享经济文献中却没有得到相应的关注。为了填补这一空白,我们研究了消费者的脆弱性对消费者角色风险感知的影响,并阐明了这些风险对参与意愿的影响。美国的一项调查结果表明,对于消费者和提供者而言,脆弱性是所有风险类型的重要驱动因素。此外,心理风险和安全风险会显著降低参与意愿。出乎意料的是,社会风险增加了消费者和提供者的参与意愿,而隐私和健康风险则微不足道。
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引用次数: 0
Over two decades of research on choice overload: An overview and research agenda 二十多年来关于选择超载的研究:概述和研究议程
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-19 DOI: 10.1111/ijcs.13029
Breeze Mary Jacob, Sam Thomas, Joshy Joseph

Since Alwin Toffler coined the term choice overload in 1970, no systematic literature review has been conducted on this subject. At the same time, the three meta-analytic studies available on the topic does not provide a comprehensive picture of the same. This systematic literature review seeks to critically evaluate the extant research on choice overload for 22 years using insights from 92 articles. After locating the major articles in the choice overload literature, we identified the theories used by researchers to explain the various aspects of choice overload, based on the TCCM framework. We then enlisted the contexts where the studies had been conducted, the characteristics (themes) of the studies, and the methodologies used in these articles. We further identified the relationships between the themes, the variables studied so far, the sampling types and sampling sizes and the statistical tools employed in these studies. Future researchers could investigate the impact of a variety of cognitive and affective factors that impact consumer psychological states and the likelihood of choice saturation. They could also focus on unexplored areas in the field of choice overload, such as comparing the effects of choice overload in physical and online contexts.

自阿尔温-托夫勒(Alwin Toffler)于 1970 年提出 "选择超载"(choose overload)一词以来,尚未对这一主题进行过系统的文献综述。同时,现有的三项关于该主题的元分析研究也没有提供全面的信息。本系统性文献综述试图利用 92 篇文章中的观点,对 22 年来关于选择超载的现有研究进行批判性评估。在找到选择超载文献中的主要文章后,我们根据 TCCM 框架,确定了研究人员用来解释选择超载各个方面的理论。然后,我们列出了开展研究的背景、研究的特点(主题)以及这些文章所使用的方法。我们进一步确定了这些主题之间的关系、迄今为止研究的变量、抽样类型和抽样规模以及这些研究中使用的统计工具。未来的研究人员可以研究影响消费者心理状态和选择饱和可能性的各种认知和情感因素的影响。他们还可以关注选择超载领域中尚未探索的领域,例如比较实体和网络环境下选择超载的影响。
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引用次数: 0
Hope for the environment: Influence of goal and temporal focus of emotions on behavior 对环境的希望:情绪的目标和时间焦点对行为的影响
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-17 DOI: 10.1111/ijcs.13020
Maria Lagomarsino, Linda Lemarié

Although positive emotions generally influence pro-environmental behaviors positively, this is not always the case. Across one correlational and two experimental studies, we address this issue by investigating the temporal dimension of pro-environmental actions and how emotions can affect them. In the first study, we focused on the temporal dilemma behind pro-environmental behaviors, confirming the importance of “thinking about the future of the planet” for the adoption of various pro-environmental behaviors. In the second study, we examined the effect of eliciting positive emotions and the mediating role of the temporal focus induced by emotions. In this second study, we observed the superior effectiveness of eliciting future positive emotions (hope) compared with present positive emotions (amusement) in the adoption of pro-environmental behaviors. Finally, in a third study, we distinguished between integral and incidental hope, showing that the effect on pro-environmental behaviors is the strongest when hope is experienced about the future of the planet compared with when there is a general unspecific hope. Overall, our findings show the importance of investigating the unique effect of positive emotions, providing clear indications for practitioners about the beneficial effect of integral hope in the environmental context.

尽管积极情绪通常会对亲环境行为产生积极影响,但情况并非总是如此。在一项相关研究和两项实验研究中,我们通过调查亲环境行为的时间维度以及情绪如何影响这些行为来解决这一问题。在第一项研究中,我们关注了亲环境行为背后的时间困境,证实了 "思考地球的未来 "对于采取各种亲环境行为的重要性。在第二项研究中,我们考察了激发积极情绪的效果以及情绪所引发的时间焦点的中介作用。在第二项研究中,我们观察到激发未来积极情绪(希望)与激发当前积极情绪(娱乐)相比,在采取亲环境行为方面具有更高的有效性。最后,在第三项研究中,我们对整体希望和偶然希望进行了区分,结果表明,与一般的非特定希望相比,当对地球的未来抱有希望时,对环保行为的影响最大。总之,我们的研究结果表明了调查积极情绪独特影响的重要性,为实践者提供了有关整体希望在环境方面有益影响的明确指示。
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引用次数: 0
A powerful tip: Power's impact on tipping behavior 有力的提示:权力对小费行为的影响
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-17 DOI: 10.1111/ijcs.13021
Kapil Khandeparkar, Manoj Motiani, Sushil S. Chaurasia, Joy Chowdhury

The practice of tipping is omnipresent in the tourism and hospitality sector. Although, consumer's tipping behavior has been studied from myriad perspectives, it is surprising that extant research has not yet explored how consumers' in different power states can be nudged to tip more. With the help of five studies in the lab and field, the results demonstrate that a low-power state is conducive for generating a higher tip if consumers' focus is on others due to enhanced empathy. Furthermore, as per the compensatory consumption model, powerless consumers desire power, so they are more likely to tip higher than powerful people when tipping is associated with status. Lastly, powerful consumers' propensity to tip higher is initiated when the expectations that others hold from them are made salient. Implementing these findings can maximize business' tipping revenue from both the powerful and the powerless consumers.

给小费的做法在旅游业和酒店业无处不在。虽然人们已经从多个角度对消费者的小费行为进行了研究,但令人惊讶的是,现有研究尚未探讨如何促使处于不同动力状态的消费者支付更多小费。在实验室和现场的五项研究的帮助下,研究结果表明,如果消费者的注意力集中在他人身上,由于移情作用的增强,低能量状态有利于产生更多的小费。此外,根据补偿性消费模式,无权无势的消费者渴望权力,因此当小费与地位相关联时,他们比有权势的人更有可能获得更高的小费。最后,当他人对有权势的消费者的期望变得突出时,他们会倾向于给更高的小费。落实这些发现可以最大限度地增加企业从有权势和无权势消费者那里获得的小费收入。
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引用次数: 0
Religion's influence on consumption: A life course paradigm perspective 宗教对消费的影响:生命历程范式视角
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-13 DOI: 10.1111/ijcs.13022
Elizabeth A. Minton, Frank G. Cabano

This article applies the life course paradigm to research on religion's influence on consumer behavior to provide an alternative perspective to theories explaining how religion influences consumption and marketing practice. While the life course paradigm has been shown to be highly influential in general consumer behavior research, this concept has been seemingly forgotten in the context of religion and consumer behavior, which is concerning given the role that religion can play in consumers' lives through various life transitions. Specifically, six major transitioning times in consumers' lives (leaving home, marriage, kids, retirement, spouse/parent death, and unexpected factors) are discussed with application to religion and consumer behavior research as well as future research directions. Discussion concludes with a call to action for more research on religion's influence on consumer behavior that is theoretically grounded utilizing the life course paradigm in an effort to more accurately understand the influence of religion on consumer behavior.

本文将生命历程范式应用于宗教对消费者行为影响的研究,为解释宗教如何影响消费和营销实践的理论提供了另一种视角。虽然生命历程范式在一般的消费者行为研究中被证明具有很大的影响力,但在宗教和消费者行为的研究中,这一概念却似乎被遗忘了。具体来说,我们讨论了消费者生活中的六个主要过渡时期(离家、结婚、生子、退休、配偶/父母去世以及意外因素),并将其应用于宗教与消费者行为研究以及未来的研究方向。讨论的最后呼吁人们采取行动,利用生命历程范式对宗教对消费者行为的影响进行更多的理论研究,以便更准确地理解宗教对消费者行为的影响。
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引用次数: 0
Digital transformation: A multidisciplinary perspective and future research agenda 数字化转型:多学科视角与未来研究议程
IF 9.9 2区 管理学 Q1 BUSINESS Pub Date : 2024-02-13 DOI: 10.1111/ijcs.13015
Justin Paul, Akiko Ueno, Charles Dennis, Eleftherios Alamanos, Lucill Curtis, Pantea Foroudi, Agnieszka Kacprzak, Werner H. Kunz, Jonathan Liu, Reza Marvi, Sree Lekshmi Sreekumaran Nair, Ozlem Ozdemir, Eleonora Pantano, Thanos Papadopoulos, Olivia Petit, Sapna Tyagi, Jochen Wirtz

Digital transformation has had an unprecedented influence on all sectors of business over the last decade. We are now entering an era characterized by the extensive digital transformation of businesses, society, and consumers. Therefore, digital transformation has become a pivotal focus for organizations across various sectors in recent years. Despite differing scholarly perspectives on the concept and elements of digital transformation, a consensus exists that it significantly impacts consumer decisions and necessitates organizational adaptation. Recent challenges such as the COVID-19 pandemic have further accelerated the need for digital transformation and its effects on consumers. This necessitates an editorial perspective on this most important topic to establish future research agenda encompassing the various dimensions of digital transformation. The purpose of this editorial perspective is to review research on digital transformation from a multidisciplinary viewpoint and provide insights into several key domains—Internet-of-Things, social media, mobile apps, artificial intelligence, augmented and virtual reality, the metaverse, and corporate digital responsibility—that are poised to fuel the pace of digital transformation. Each domain is analyzed through a lens of introduction, role, importance, multifaceted impact, and conclusions. Future research directions are suggested.

过去十年来,数字化转型对各行各业产生了前所未有的影响。我们正在进入一个以企业、社会和消费者的广泛数字化转型为特征的时代。因此,近年来,数字化转型已成为各行各业组织关注的焦点。尽管学者们对数字化转型的概念和要素有不同的看法,但有一个共识是,数字化转型会对消费者的决策产生重大影响,组织有必要进行调整。最近的挑战,如 COVID-19 大流行,进一步加速了数字化转型的需求及其对消费者的影响。因此,有必要从社论的角度来探讨这一最重要的话题,以确定未来的研究议程,涵盖数字化转型的各个层面。本编辑视角旨在从多学科的角度回顾数字化转型的研究,并对几个关键领域--物联网、社交媒体、移动应用程序、人工智能、增强现实和虚拟现实、元宇宙和企业数字化责任--提出见解,这些领域将推动数字化转型的步伐。本文从介绍、作用、重要性、多方面影响和结论等角度对每个领域进行了分析。并提出了未来的研究方向。
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引用次数: 0
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International Journal of Consumer Studies
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