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The value of CEO communication on social media for internal relationship management and employees’ social media engagement CEO社交媒体沟通对内部关系管理和员工社交媒体参与的价值
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-17 DOI: 10.1108/intr-05-2024-0705
Yeunjae Lee, Dalee Yoon, Cen April Yue

Purpose

The purpose of this study is to explore how CEOs’ interpersonal communication styles on social media can effectively enhance the relationship with employees and increase their engagement on social media platforms.

Design/methodology/approach

An online survey was conducted with 404 full-time employees working in corporations across various industries in the US. Only employees who “follow” their company’s CEO on social media were included in the study.

Findings

CEOs’ use of a conversational tone on social media helps employees perceive them as approachable and interactive leaders, thereby improving the quality of the CEO-employee relationship and increasing employees’ engagement on social media. CEOs’ personal disclosures on social media were found to promote employees’ perceptions of CEO approachability only when paired with a conversational communication style.

Research limitations/implications

Our study offers theoretical implications for communication and media literature by highlighting the potential of CEOs as chief “engagement” officers, capable of leveraging online platforms (i.e. social media) to foster employee interactions and support.

Practical implications

This study provides CEOs and communication practitioners with practical guidelines for using social media for both professional and social purposes as a crucial tool for internal relationship management.

Originality/value

This study is one of the first empirical attempts to examine the value of CEO social media communication as a key tool for building and maintaining quality employee–CEO relationship and engagement.

本研究的目的是探讨ceo在社交媒体上的人际沟通方式如何有效地增进与员工的关系,提高员工在社交媒体平台上的参与度。设计/方法/方法对404名在美国各行各业工作的全职员工进行了一项在线调查。只有在社交媒体上“关注”公司CEO的员工才被纳入研究。研究发现,ceo在社交媒体上使用对话式语气有助于员工将他们视为平易近人、互动的领导者,从而改善ceo与员工关系的质量,提高员工在社交媒体上的参与度。研究发现,CEO在社交媒体上的个人信息披露,只有在与对话式沟通风格相结合的情况下,才会提升员工对CEO平易近人的看法。研究局限/启示我们的研究强调了ceo作为首席“参与”官的潜力,能够利用在线平台(即社交媒体)促进员工的互动和支持,为传播和媒体文献提供了理论启示。本研究为首席执行官和沟通从业者提供了实用的指导方针,使他们能够将社交媒体作为一种重要的内部关系管理工具,用于专业和社会目的。原创性/价值本研究是第一个实证尝试,旨在检验CEO社交媒体沟通作为建立和维持高质量员工- CEO关系和敬业度的关键工具的价值。
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引用次数: 0
Many a little makes a mickle: avatar accumulability and loyalty 积少成多:化身的可积累性和忠诚度
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-17 DOI: 10.1108/intr-06-2023-0494
Shih-I Tai, Tzu-Ling Huang, Hsin-Yi Huang, Chieh-Ni Wu, T.C.E. Cheng, Ching-I Teng

Purpose

Online games are highly popular Internet applications. Some games enable players to save game progress and accumulate experiences or changes to avatars during gameplay, whereas some other games do not, requiring players to restart from the beginning each time. That is, games differ in avatar accumulability. However, we do not know whether games should be designed to permit avatar accumulability or not and how it affects players’ gameplay experience and therefore game outcomes, indicating gaps. Research addressing these gaps can inform game makers in designing games that effectively strengthen their players’ game loyalty.

Design/methodology/approach

We used social identity theory (SIT) to construct a theoretical model. To test this model, three waves of survey data were gathered from the same 778 participants.

Findings

These findings uniquely indicate that avatar accumulability fosters avatar identification and increases players’ focused immersion, thus increasing players’ loyalty.

Practical implications

Game providers could include game features that enable players to accumulate their avatars’ in-game skins, levels, items (weapons and equipment) and experience points. This accumulability can help strengthen players’ game loyalty.

Originality/value

Overall, our study extends SIT by adding a new trigger (avatar accumulability) and two novel consequences of avatar identification (image protection and focused immersion) in avatar-related systems (games or gamified systems). The new trigger offers an actionable means to apply SIT, while the novel consequences verify the value of applying SIT to study online games.

网络游戏是非常受欢迎的互联网应用程序。有些游戏允许玩家保存游戏进程,在游戏过程中积累经验或改变角色,而有些游戏则不允许,要求玩家每次都从头开始。也就是说,不同游戏的角色积累能力不同。然而,我们不知道游戏是否应该允许角色积累,以及它如何影响玩家的游戏体验,从而影响游戏结果。解决这些差距的研究可以帮助游戏开发者设计出能够有效提高玩家游戏忠诚度的游戏。设计/方法/途径我们使用社会认同理论(SIT)来构建理论模型。为了验证这个模型,我们从同样的778名参与者中收集了三波调查数据。这些发现独特地表明,角色可积累性促进了角色识别,增加了玩家的专注度,从而提高了玩家的忠诚度。实际意义游戏提供商可以包括游戏功能,使玩家能够积累他们的角色在游戏中的皮肤,等级,物品(武器和装备)和经验值。这种累积性有助于增强玩家对游戏的忠诚度。总体而言,我们的研究通过在与角色相关的系统(游戏或游戏化系统)中添加新的触发因素(角色积累)和角色识别的两个新结果(图像保护和专注沉浸)来扩展SIT。新的触发器为应用SIT提供了一种可行的手段,而新的结果则验证了应用SIT研究网络游戏的价值。
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引用次数: 0
Unlocking digital transformation: the impact of IT intellectual capital and market turbulence 开启数字化转型:IT知识资本和市场动荡的影响
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-07 DOI: 10.1108/intr-04-2024-0632
Bohui Pang, Mengru Zhang, Yao Chen, Meng Chen, Ruying Yang

Purpose

In the current digital business landscape, businesses heavily rely on their information technology (IT) departments to drive digital transformation initiatives. However, firms often face challenges in obtaining sufficient backing from their IT departments for such initiatives. This research explores the influence of IT departments’ intellectual capital, referred to as IT intellectual capital, on digital transformation under varying degrees of market turbulence.

Design/methodology/approach

A survey was employed to collect data from 296 IT managers and business managers from 148 firms in China. We used the seemingly unrelated regression to test hypotheses.

Findings

This study indicates that each category of IT intellectual capital – namely, IT human capital, structural capital and social capital – contributes positively to digital transformation. IT social capital mediates the effects of IT human and structural capital on digital transformation. Besides, market turbulence amplifies the effect of IT human capital on digital transformation, whereas it diminishes the influence of IT social capital on digital transformation.

Practical implications

Practitioners need to recognize the strategic role of IT intellectual capital in advancing digital transformation and develop appropriate IT intellectual capital according to the market environments in which the firm operates.

Originality/value

The study introduces novel perspectives on the antecedents of digital transformation and enhances the intellectual capital literature by revealing the influence of different types of IT intellectual capital on digital transformation under various levels of market turbulence.

在当前的数字化商业环境中,企业严重依赖其信息技术(IT)部门来推动数字化转型计划。然而,公司经常面临从IT部门获得足够支持的挑战。本研究探讨在不同程度的市场动荡下,IT部门的智力资本(简称IT智力资本)对数字化转型的影响。设计/方法/方法采用一项调查,收集来自中国148家公司的296名IT经理和业务经理的数据。我们使用看似无关的回归来检验假设。研究结果表明,IT人力资本、IT结构资本和IT社会资本对数字化转型都有积极的促进作用。IT社会资本在IT人力资本和IT结构资本对数字化转型的影响中起中介作用。此外,市场动荡放大了IT人力资本对数字化转型的影响,而削弱了IT社会资本对数字化转型的影响。实践者需要认识到IT知识资本在推进数字化转型中的战略作用,并根据企业所处的市场环境开发适当的IT知识资本。本研究引入了关于数字化转型前因的新视角,并通过揭示不同类型的IT智力资本在不同市场动荡水平下对数字化转型的影响,增强了智力资本文献。
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引用次数: 0
The drivers of intimacy toward social media-based brand communities: perspective of attachment theory 对基于社交媒体的品牌社区的亲密感驱动因素:依恋理论的视角
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-05 DOI: 10.1108/intr-01-2024-0066
Hui-Ju Wang

Purpose

Social media-based brand communities (SMBBCs) have emerged as one of the most significant marketing tools due to their ability to create and maintain close relationships between SMBBCs and consumers. However, past studies have ignored intimacy toward SMBBCs, particularly the role of individual variances in their development. Researchers have revealed the significant impacts of individual differences in attachment styles on the development of brand–consumer relationships based on attachment theory. Accordingly, this study aims to explore the drivers of intimacy toward SMBBCs from the perspective of attachment theory.

Design/methodology/approach

This study examines a proposed model that integrates two attachment styles – attachment avoidance and attachment anxiety – self-disclosure on social media and intimacy toward SMBBCs through two samples in the context of brands’ Facebook fan pages.

Findings

The results show that attachment avoidance and attachment anxiety have significantly negative and positive effects on self-disclosure on social media, respectively, which contribute to intimacy toward SMBBCs.

Practical implications

The results offer brand managers significant implications for segmenting markets and developing relationship marketing strategies for their brand communities on social media.

Originality/value

This study is the first attempt to explore the driving factors of intimacy toward SMBBCs from the attachment theory perspective.

基于社交媒体的品牌社区(SMBBCs)已经成为最重要的营销工具之一,因为它们能够在SMBBCs和消费者之间建立和保持密切的关系。然而,过去的研究忽略了对SMBBCs的亲密关系,特别是个体差异在其发展中的作用。研究者基于依恋理论揭示了依恋类型的个体差异对品牌消费者关系发展的显著影响。因此,本研究旨在从依恋理论的角度探讨中小员工亲密行为的驱动因素。设计/方法/方法本研究通过两个样本,在品牌Facebook粉丝页面的背景下,检验了一个整合了两种依恋类型(依恋回避和依恋焦虑)、社交媒体上的自我披露和对SMBBCs的亲密关系的拟议模型。结果发现,依恋回避和依恋焦虑对社交媒体自我表露分别有显著的正向和负向影响,并对中小微社交媒体亲密关系有促进作用。研究结果为品牌经理在社交媒体上细分市场和制定品牌社区关系营销策略提供了重要启示。原创性/价值本研究首次从依恋理论角度探讨中小员工亲密行为的驱动因素。
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引用次数: 0
Understanding streamers’ intention to live stream in the context of rural live streaming commerce: a mixed-methods study 在农村直播商业背景下理解主播的直播意图:一项混合方法研究
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-28 DOI: 10.1108/intr-08-2023-0715
Xusen Cheng, Yue Xu, Bo Yang, Yu Liu

Purpose

The emergence of live streaming commerce has injected promising impetus into rural development and attracted many rural streamers. This study aims to explore the influencing factors of rural streamers’ engagement intentions to help promote the sustainable development of rural live streaming commerce.

Design/methodology/approach

Grounded in the extended valence framework, this research employs a mixed-methods approach encompassing both qualitative and quantitative methodologies. In the qualitative phase, the authors conduct in-depth interviews with 15 rural streamers, employing data coding techniques to uncover underlying factors. Subsequently, in the quantitative phase, the authors analyze survey data from 282 rural streamers, subjecting hypotheses to validation through structural equation modeling.

Findings

The findings derived from the analysis of both interviews and questionnaires reveal that several platform qualities, including platform rural-aiding support, perceived effectiveness of dispute resolution, perceived interactivity and platform reputation, have a positive effect on trust in the platform and validate the extended valence framework in understanding rural streamers’ live streaming intention. In addition, ties with customers have a moderating effect. Specifically, the stronger the ties with customers, the stronger the positive effect of perceived benefits and the weaker the positive effect of trust in the platform on live streaming intention will be.

Originality/value

This study contributes to the rural live streaming commerce literature and trust research from the sellers’ perspective and provides practical implications for policymakers and live streaming platform managers on enhancing rural streamers’ participation.

直播商业的出现为农村发展注入了强劲动力,吸引了众多农村主播。本研究旨在探讨农村直播用户参与意愿的影响因素,以促进农村直播商业的可持续发展。设计/方法/方法本研究以扩展价框架为基础,采用混合方法,包括定性和定量方法。在定性阶段,作者对15名农村主播进行了深入访谈,采用数据编码技术来揭示潜在因素。随后,在定量阶段,作者分析了282名农村主播的调查数据,并通过结构方程模型对假设进行验证。通过访谈和问卷分析得出的结果显示,包括平台农村援助支持、感知争议解决有效性、感知互动性和平台声誉在内的几个平台质量对平台信任产生了积极影响,并验证了扩展效价框架在理解农村主播直播意愿方面的作用。此外,与客户的关系也有调节作用。具体而言,与客户的联系越强,感知利益的正向作用越强,平台信任对直播意愿的正向作用越弱。原创性/价值本研究从卖家视角对农村直播商业文献和信任研究做出了贡献,为政策制定者和直播平台管理者提高农村直播用户参与度提供了实践启示。
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引用次数: 0
Dark patterns, dimmed brands: the erosion of equity through deceptive design in e-commerce 黑暗的模式,暗淡的品牌:电子商务中欺骗性设计对公平的侵蚀
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-24 DOI: 10.1108/intr-07-2024-1026
Vibhav Singh, Niraj Kumar Vishvakarma, Vinod Kumar

Purpose

E-commerce companies employ deceptive techniques known as dark patterns (DPs) to manipulate customer decisions on online platforms. DPs are known to annoy and generate negative emotions in the consumers, which might be detrimental to a brand. Consequently, this study examines the influence of DPs on brand experience (BE) and consumer-based brand equity (CBBE) from the lens of stimulus-organism-response theory in an e-commerce organization.

Design/methodology/approach

Survey data was obtained from 419 respondents who frequently make transactions on e-commerce platforms. Subsequently, the authors used partial least squares-based structural equation modeling (PLS-SEM) via the R programming language to analyze the relationships.

Findings

It was found that DPs negatively impact the BE and CBBE of an e-commerce firm. Furthermore, BE positively impacts CBBE as well as mediates the relationship between DPs and CBBE. Additionally, no significant moderating influence of shopping frequency was discovered for the relation between DPs and BE.

Research limitations/implications

The study investigates the connection between DPs, BE and CBBE in a general e-commerce context. Results may differ across specialized e-commerce sectors.

Practical implications

The study’s insights could motivate e-commerce managers to reevaluate their use of DPs. The study could help online platforms reorganize their business strategies and adopt a customer-centric approach, which might create a long-term positive relationship with customers. The results might spark discussions over redressing customer relations after previous exploitation via DPs.

Originality/value

To the best of the authors’ knowledge, this study is the first to empirically assess the impact of DPs on crucial brand parameters like BE and CBBE.

电子商务公司使用被称为暗模式(DPs)的欺骗技术来操纵在线平台上的客户决策。众所周知,DPs会让消费者感到厌烦并产生负面情绪,这可能对品牌有害。因此,本研究从刺激-有机体-反应理论的角度,考察了电子商务组织中DPs对品牌体验(BE)和消费者基础品牌资产(CBBE)的影响。设计/方法/方法调查数据来自419名经常在电子商务平台上进行交易的受访者。随后,作者通过R编程语言使用基于偏最小二乘的结构方程建模(PLS-SEM)来分析它们之间的关系。研究发现,电子商务企业的内部生产成本对企业的内部生产成本和企业的内部生产成本有负向影响。此外,BE正向影响CBBE,并在dp与CBBE之间起中介作用。此外,购物频率对消费意愿与消费意愿之间的关系没有显著的调节作用。研究局限/启示本研究调查了一般电子商务背景下的dp、BE和CBBE之间的联系。在不同的专业电子商务部门,结果可能有所不同。实际意义:该研究的见解可以激励电子商务管理者重新评估他们对dp的使用。这项研究可以帮助在线平台重组他们的商业战略,采用以客户为中心的方法,这可能会与客户建立长期的积极关系。这一结果可能会引发关于如何在之前通过DPs进行开发后修复客户关系的讨论。原创性/价值据作者所知,这项研究是第一个实证评估dp对关键品牌参数(如BE和CBBE)的影响的研究。
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引用次数: 0
The unfolding of geopolitical tensions on social networks: a social network analysis of Twitter and Reddit conversations 社交网络上地缘政治紧张局势的展开:对Twitter和Reddit对话的社交网络分析
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-21 DOI: 10.1108/intr-02-2024-0155
Pramukh Nanjundaswamy Vasist, Satish Krishnan, Prafulla Agnihotri

Purpose

Social networks can not only mobilize individuals for collective action but also pose risks, potentially leading to political challenges and societal unrest. Information consumption varies across platforms, with platform characteristics influencing user interactions and information sharing; yet this has received limited attention in scholarly literature. Acknowledging platform-specific differences, this paper seeks to enhance our understanding of the mechanisms driving information diffusion on social networks in the context of geopolitical tensions.

Design/methodology/approach

The structural communication features on Twitter and Reddit are explored using schema theory and the concept of social media platform schema. Comparisons are drawn with social network analysis and content analysis of communication dynamics surrounding geopolitical tensions in India–Qatar relations, followed by the context of geopolitical tensions between India and Pakistan.

Findings

The results illustrate how content-based connections on Reddit foster closer ties within subreddits but less connectivity between them, contrasting with Twitter’s profile-based connections. These distinct characteristics lead to varied information diffusion patterns and shape the diversity of opinions, influencing community structures and affecting the emotional tenor of discourse.

Originality/value

Social networks can potentially influence geopolitical events, but focusing on one platform overlooks differences in how information spreads and the influence each platform holds. Recognizing this, our comparative analysis of social networks’ structural attributes highlights their crucial roles in shaping user engagement and information diffusion. It lends theoretical support to the notion of social media platform schema with empirical insights into how users’ perceptions of these schemas impact thematic and emotional differences in platform discourse related to geopolitical tensions.

社交网络不仅可以动员个人进行集体行动,也会带来风险,可能导致政治挑战和社会动荡。不同平台的信息消费存在差异,平台特征影响用户交互和信息共享;然而,这在学术文献中得到的关注有限。承认特定平台的差异,本文试图加强我们对地缘政治紧张背景下社交网络上驱动信息扩散机制的理解。设计/方法/方法使用图式理论和社交媒体平台图式的概念来探索Twitter和Reddit的结构性传播特征。通过社会网络分析和印度-卡塔尔关系中围绕地缘政治紧张局势的沟通动态的内容分析进行比较,然后是印度和巴基斯坦之间地缘政治紧张局势的背景。研究结果表明,与Twitter基于个人资料的联系相比,Reddit上基于内容的联系促进了子版块之间更紧密的联系,但却减少了子版块之间的联系。这些不同的特征导致了不同的信息传播模式,塑造了意见的多样性,影响了社区结构,影响了话语的情感基调。社交网络可能会影响地缘政治事件,但只关注一个平台忽略了信息传播方式和每个平台影响力的差异。认识到这一点,我们对社交网络结构属性的比较分析强调了它们在塑造用户参与度和信息传播方面的关键作用。它为社交媒体平台图式的概念提供了理论支持,并通过实证洞察用户对这些图式的看法如何影响与地缘政治紧张局势相关的平台话语中的主题和情感差异。
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引用次数: 0
Uncovering the mechanisms of common ground in human–agent interaction: review and future directions for conversational agent research 揭示人与智能体交互的共同基础机制:对话智能体研究的回顾与未来方向
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-20 DOI: 10.1108/intr-06-2023-0514
Antonia Tolzin, Andreas Janson

Purpose

Human–agent interaction (HAI) is increasingly influencing our personal and work lives through the proliferation of conversational agents (CAs) in various domains. As such, these agents combine intuitive natural language interactions by also delivering personalization through artificial intelligence capabilities. However, research on CAs as well as practical failures indicates that CA interaction oftentimes fails miserably. To reduce these failures, this paper introduces the concept of building common ground for more successful HAIs.

Design/methodology/approach

Based on a systematic literature analysis, we identified 38 articles meeting the eligibility criteria. We critically reviewed this body of knowledge within a formal narrative synthesis structured around the use of common ground in the interaction with CAs.

Findings

Based on the systematic review, our analysis reveals five mechanisms for achieving common ground: embodiment, social features, joint action, knowledge base and mental model of conversational agent. We point out the relationships between these mechanisms as they are related to each other in directional and bidirectional ways.

Research limitations/implications

Our findings contribute to theory with several implications for CA research. First, we provide implications about the organization of common ground mechanisms for CAs. Second, we provide insights into the mechanisms and nomological network for achieving common ground when interacting with CAs. Third, we provide a broad research agenda for future CA research that centers around the important topic of common ground for HAI.

Originality/value

We offer novel insights into grounding mechanisms and highlight the potentials when considering common ground in different HAI processes. Consequently, we secure further understanding and deeper insights of possible mechanisms of common ground to shape future HAI processes.

通过对话代理(ca)在各个领域的扩散,人机交互(HAI)正日益影响着我们的个人和工作生活。因此,这些代理结合了直观的自然语言交互,并通过人工智能功能提供个性化。然而,对CA的研究和实际失败表明,CA交互经常惨败。为了减少这些失败,本文引入了为更成功的hai建立共同基础的概念。设计/方法/方法基于系统的文献分析,我们确定了38篇符合入选标准的文章。我们在一个正式的叙述性综合框架内对这一知识体系进行了批判性的审查,该框架围绕着在与ca的交互中使用共同点而构建。在系统回顾的基础上,我们的分析揭示了对话主体达成共识的五种机制:体现、社会特征、联合行动、知识基础和心理模型。我们指出了这些机制之间的关系,因为它们以定向和双向的方式相互关联。研究局限性/启示我们的研究结果对CA研究有几个理论意义。首先,我们提供了关于ca的公共基础机制组织的含义。其次,我们提供了在与ca交互时实现共同点的机制和法则网络的见解。第三,我们为未来的CA研究提供了一个广泛的研究议程,该议程围绕HAI的共同点这一重要主题展开。原创性/价值我们提供关于接地机制的新颖见解,并在考虑不同HAI过程中的共同点时突出潜力。因此,我们确保进一步了解和更深入地了解共同基础的可能机制,以塑造未来的HAI过程。
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引用次数: 0
Supporting opinions to fit in: a spiral of silence-theoretic explanation for establishing echo chambers and filter bubbles on social media 支持意见:关于在社交媒体上建立回音室和过滤气泡的沉默理论解释
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-17 DOI: 10.1108/intr-03-2024-0413
Maximilian Haug, Christian Maier, Heiko Gewald, Tim Weitzel

Purpose

Social media communities contain like-minded members who disclose opinions about various topics that are important to them. These communities often function as echo chambers, filter bubbles or separate spaces for users to share conforming opinions and discredit others deliberately. In extreme cases, they build their alternative reality with limited information that can lead to real-world action, as seen in the storming of the capitol. Therefore, we need to better understand the mechanisms of opinion disclosure in such communities.

Design/methodology/approach

We base our research on the spiral of silence theory to understand both trait-based and state-based fear of isolation as the mechanism that prevents opposing opinions in three scenarios focusing on topics dominating the mainstream US media landscape at that time: immigration, presidential election and COVID-19. We recruited 164 participants from an online research platform and analyzed the data using structural equation modeling.

Findings

Our results reveal empirical evidence that state-based fear of isolation prompts community members to express agreement and support for the community’s opinion, regardless of their views. We show that hot-button issues impose an even greater danger of establishing an environment in online communities that becomes an echo chamber of filter bubbles.

Originality/value

The spiral of silence theory provides a fine-grained understanding of the concept of fear of isolation, which was either used as a trait or as a state. Furthermore, we go beyond the initial hypotheses of the spiral of silence and show that within online communities, members stay silent and start to argue against their own opinions.

社交媒体社区包含志同道合的成员,他们会就各种对他们重要的话题发表意见。这些社区通常起到回音室、过滤气泡或分离空间的作用,供用户分享一致的意见,并故意诋毁他人。在极端情况下,他们用有限的信息构建自己的另类现实,而这些信息可能导致现实世界的行动,就像我们在国会大厦的风暴中看到的那样。因此,我们需要更好地了解这些社区的意见披露机制。设计/方法/方法我们的研究基于沉默的螺旋理论,以理解基于特质和基于国家的孤立恐惧作为阻止反对意见的机制,这些机制集中在当时主导美国主流媒体景观的三个场景中:移民、总统选举和COVID-19。我们从一个在线研究平台上招募了164名参与者,并使用结构方程模型对数据进行分析。研究结果揭示了经验证据,表明基于国家的对孤立的恐惧促使社区成员表达对社区意见的同意和支持,而不管他们的观点如何。我们表明,热点问题带来了更大的危险,即在网络社区中建立一个成为过滤气泡回音室的环境。独创性/价值沉默的螺旋理论提供了对恐惧孤立的概念的细致理解,它要么被用作一种特征,要么被用作一种状态。此外,我们超越了沉默螺旋的最初假设,并表明在在线社区中,成员保持沉默并开始反对自己的观点。
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引用次数: 0
Predicting the churn patterns of monetizers and non-monetizers: exploring the influence of behavioral variability in churn prediction 预测盈利者和非盈利者的流失模式:探索行为可变性对流失预测的影响
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-01-14 DOI: 10.1108/intr-05-2024-0747
Ruei-Yan Wu, Ya-Han Hu, En-Yi Chou

Purpose

Although prior research has employed various variables to predict player churn, the dynamic evolution of the behavioral patterns of players has received limited attention. In this study, churn prediction models are developed by incorporating the progress level, in-game purchase, social interaction, behavioral pattern and behavioral variability (BV) of players in social casino games (SCGs). The study distinguishes churn prediction between two player groups: monetizers and non-monetizers.

Design/methodology/approach

This study employs three machine learning techniques—logistic regression, decision trees and random forests—using real-world player data from an SCG company to construct churn prediction models. Two experiments were conducted. In Experiment 1, BV was combined with four other variable categories to effectively predict churn behaviors across all players (n = 52,246). In Experiment 2, churn prediction models were developed separately for monetizers (n = 16,628) and non-monetizers (n = 35,618).

Findings

The findings from Experiment 1 indicate that incorporating BV significantly improves the overall performance of churn prediction models. Experiment 2 demonstrates that churn prediction models achieve better performance and predictive accuracy for monetizers and non-monetizers when BV is calculated over the 3-day to 7-day and 7-day to 14-day windows, respectively.

Originality/value

This study introduces BV as a novel variable category for churn prediction, emphasizing within-person variability and demonstrating its effectiveness in enhancing model performance. Churn prediction models were independently constructed for monetizers and non-monetizers, utilizing different time windows for variable extraction. This approach improves predictive performance and highlights key differences in critical variables influencing churn across the two player groups. The findings provide valuable insights into churn management strategies tailored for monetizers and non-monetizers.

尽管之前的研究使用了各种变量来预测玩家流失率,但玩家行为模式的动态演变却很少受到关注。在本研究中,流失率预测模型是通过整合社交赌场游戏(scg)中玩家的进度等级、游戏内购买、社交互动、行为模式和行为可变性(BV)来建立的。该研究区分了两类玩家群体的流失预测:盈利者和非盈利者。本研究采用了三种机器学习技术——逻辑回归、决策树和随机森林——使用来自SCG公司的真实玩家数据来构建流失预测模型。进行了两个实验。在实验1中,BV与其他4个变量类别相结合,能够有效预测所有玩家的流失行为(n = 52,246)。在实验2中,我们分别针对盈利者(n = 16,628)和非盈利者(n = 35,618)开发了流失预测模型。实验1的研究结果表明,加入BV显著提高了客户流失预测模型的整体性能。实验2表明,当BV分别在3天至7天和7天至14天的窗口内计算时,流失率预测模型对盈利者和非盈利者具有更好的性能和预测准确性。原创性/价值本研究引入BV作为流失预测的一个新的变量类别,强调了个人的可变性,并证明了其在提高模型性能方面的有效性。利用不同的时间窗口进行变量提取,为盈利者和非盈利者独立构建了流失预测模型。这种方法提高了预测性能,并突出了影响两个玩家群体流失率的关键变量的关键差异。这些发现为盈利者和非盈利者量身定制的流失管理策略提供了有价值的见解。
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引用次数: 0
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