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Modeling cryptocurrency failure using deep learning approaches and a post-hoc interpretability algorithm 使用深度学习方法和事后可解释性算法建模加密货币故障
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-21 DOI: 10.1016/j.im.2025.104215
Peng Xie , Nan Li , Hongwei Du
{"title":"Modeling cryptocurrency failure using deep learning approaches and a post-hoc interpretability algorithm","authors":"Peng Xie ,&nbsp;Nan Li ,&nbsp;Hongwei Du","doi":"10.1016/j.im.2025.104215","DOIUrl":"10.1016/j.im.2025.104215","url":null,"abstract":"<div><div>The lack of enforced trading termination in the cryptocurrency market allows for an exploration of the “natural death” of tradable assets. We propose two deep learning survival models to study this phenomenon and a post-hoc interpretability algorithm to interpret the results and test the hypothesis. The proposed deep learning survival models outperform the time-dependent Cox regression in both prediction performance and interpretation flexibility. Our results indicate that lower trading volume, market capitalization, social media attention, and higher price volatility predict increased cryptocurrency “death” hazards.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104215"},"PeriodicalIF":8.2,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712983","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Allow or not? Strategic choices of competing platforms in response to ad blockers 允许还是不允许?竞争平台应对广告拦截软件的战略选择
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-21 DOI: 10.1016/j.im.2025.104217
Xinman Lu , Xiaoling Hou , Nan Yuan , Jun Wang
{"title":"Allow or not? Strategic choices of competing platforms in response to ad blockers","authors":"Xinman Lu ,&nbsp;Xiaoling Hou ,&nbsp;Nan Yuan ,&nbsp;Jun Wang","doi":"10.1016/j.im.2025.104217","DOIUrl":"10.1016/j.im.2025.104217","url":null,"abstract":"<div><div>The use of ad blockers poses a threat to online platforms subsisting on advertising. Building an analytical model with two competing platforms, we investigate whether the entrant platform should adopt an Allow, Ban or Ban-Whitelist strategy in response to ad blockers, if the incumbent platform allows the users to use the ad blockers. Our analysis reveals that the new entrant does not always follow the strategy of the incumbent. If regular users have high ad sensitivity, the new entrant platform should adopt the Ban or Ban-Whitelist strategy, otherwise, the Allow strategy is better off. As the ad-light level or network effects increase, the entrant platform is less likely to choose the Ban strategy and more likely to adopt the Allow strategy. We also examine the impacts of different strategic choices made by the new entrant platform on the incumbent platform and find that the incumbent platform can achieve higher profits when the entrant platform adopts the Ban-Whitelist strategy if the ad sensitivity is high. Our findings also assist the incumbent platform in adjusting its optimal ad intensity to effectively respond to the competition. Specially, the two platforms will decrease the ad intensities as the strength of network effects becomes higher. Furthermore, we find that a win-win-win outcome for the two platforms and social welfare can only be achieved when the new entrant platform adopts the Allow or Ban-Whitelist strategy. Finally, our study explores the benefits of ad blockers and demonstrates the robustness of the results through model extensions.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104217"},"PeriodicalIF":8.2,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712980","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Is “compromised algorithmic control” equivalent to “compromised performance”? The effect of algorithmic control on the performance of crowdsourced workers “算法控制受损”是否等同于“性能受损”?算法控制对众包员工绩效的影响
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-20 DOI: 10.1016/j.im.2025.104216
Chen Lin , Chen Zhao , Zhonghua Gao , Jinlai Zhou
{"title":"Is “compromised algorithmic control” equivalent to “compromised performance”? The effect of algorithmic control on the performance of crowdsourced workers","authors":"Chen Lin ,&nbsp;Chen Zhao ,&nbsp;Zhonghua Gao ,&nbsp;Jinlai Zhou","doi":"10.1016/j.im.2025.104216","DOIUrl":"10.1016/j.im.2025.104216","url":null,"abstract":"<div><div>In the rise of online labor platforms, algorithmic control has a profound impact on numerous crowdsourced workers. But although algorithmic control aims to improve performance, it also can easily cause harm to workers. To explore a reasonable range of algorithmic control, based on the job demands-resources theory, three studies were conducted with crowdsourced food delivery riders and ride-hailing drivers to test the influence of algorithmic control on their performance. Our findings demonstrate three key mechanisms: (1) algorithmic control reveals an inverted U-shaped relationship with job engagement in which moderate levels optimize worker role integration; (2) algorithm familiarity moderates this curvilinear relationship by amplifying the effects at both extremes of excessive and insufficient control; and (3) job engagement mediates the influence of algorithmic control on performance outcomes, and such a mediating role has been further moderated by workers’ familiarity with the algorithm. The findings facilitate a comprehensive understanding of the impact of algorithmic control, offering practical guidance for algorithm developers and enterprises in formulating reasonable control strategies.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104216"},"PeriodicalIF":8.2,"publicationDate":"2025-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144664924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Not all innovations are the same: Exploring employees’ ambidextrous innovation behavior in enterprise collaboration platforms 并不是所有的创新都是一样的:探索企业协作平台中员工的双灵巧创新行为
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-13 DOI: 10.1016/j.im.2025.104210
Zhen Shao , Rui Zhang , Jose Benitez , Lin Zhang , Jianfeng Zhang
{"title":"Not all innovations are the same: Exploring employees’ ambidextrous innovation behavior in enterprise collaboration platforms","authors":"Zhen Shao ,&nbsp;Rui Zhang ,&nbsp;Jose Benitez ,&nbsp;Lin Zhang ,&nbsp;Jianfeng Zhang","doi":"10.1016/j.im.2025.104210","DOIUrl":"10.1016/j.im.2025.104210","url":null,"abstract":"<div><div>This study employs a mixed-methods approach to investigate how the interactive features of enterprise collaboration platforms influence employees' ambidextrous innovation behavior, with a specific focus on analyzing their underlying mechanisms through the theoretical lens of job characteristics. Qualitative and quantitative studies were conducted in sequence to collect data. The results show that the track of workflow, integrated information exchange, and instant connection enhance ambidextrous innovation through the mediation of perceived job autonomy and perceived job feedback. The research findings contribute to the IS literature by conceptualizing the technology features of enterprise collaboration platforms and elucidating the mechanism through which they influence ambidextrous innovation.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104210"},"PeriodicalIF":8.2,"publicationDate":"2025-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144694474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Trolling in social media: A deindividuation and contagion perspective 社交媒体上的网络喷子:去个性化和传染的视角
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-12 DOI: 10.1016/j.im.2025.104211
Mohammad Alamgir Hossain , Mohammed Quaddus , Shahriar Akter , Patrick Mikalef , Matthew Warren
{"title":"Trolling in social media: A deindividuation and contagion perspective","authors":"Mohammad Alamgir Hossain ,&nbsp;Mohammed Quaddus ,&nbsp;Shahriar Akter ,&nbsp;Patrick Mikalef ,&nbsp;Matthew Warren","doi":"10.1016/j.im.2025.104211","DOIUrl":"10.1016/j.im.2025.104211","url":null,"abstract":"<div><div>Trolling on social media has a profound impact on its victims, yet existing literature offers a limited understanding of the factors driving this behavior. This study applies deindividuation and contagion theories to explore the phenomenon, surveying 337 Facebook users and 275 Instagram users and analyzing the data using SEM-PLS and fsQCA methods. The SEM results indicate that digital anonymity and dispersed collectivity both directly and indirectly impact trolling behavior, mediated by a loss of self-consciousness and a diffused sense of responsibility. The fsQCA analysis reveals four distinct equifinal configurations that predict trolling behavior, one for each platform, providing new insights into the research on trolling. This study contributes to the theoretical understanding of trolling and offers practical implications for addressing this issue.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 7","pages":"Article 104211"},"PeriodicalIF":8.2,"publicationDate":"2025-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144621962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Employee Participation in Digital Transformation: From Digitalization Sentiment to Transformation Predisposition 员工参与数字化转型:从数字化情绪到转型倾向
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-11 DOI: 10.1016/j.im.2025.104212
Kaveh Abhari
{"title":"Employee Participation in Digital Transformation: From Digitalization Sentiment to Transformation Predisposition","authors":"Kaveh Abhari","doi":"10.1016/j.im.2025.104212","DOIUrl":"10.1016/j.im.2025.104212","url":null,"abstract":"<div><div>Digital transformation extends beyond mere technological shifts in business routines, models, or domains; it encompasses the profound evolution of employees’ attitudes and behaviors. Prior research on the microfoundations of digital transformation emphasizes that the essence of transformation lies in the individuals who drive it forward. To truly unlock this potential, organizations must harmonize sweeping changes with the individual needs and professional aspirations of their workforce. Achieving this balance is crucial to mitigating resistance and ensuring successful transformation. This study offers an empirical examination of how these dynamics unfold in practice. It begins by theorizing that employee sentiment toward digitalization is a key predictor of their predispositions toward digital transformation. The findings demonstrate that positive predispositions, in turn, can significantly enhance employees’ willingness to participate in digital transformation initiatives. This study sheds light on the individual microfoundations that underpin employee participation in digital transformation, revealing that these drivers are rooted in fundamental psychological needs, transcending geographical and cultural boundaries. The findings advocate for investments in employees’ psychosocial readiness and suggest viewing digitalization projects as strategic opportunities to cultivate positive experiences and attitudes, paving the way for future transformation initiatives.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104212"},"PeriodicalIF":8.2,"publicationDate":"2025-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144621963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
When do Employees Perceive Technology as Stressful? A Meta-Analysis of work-related Technostress Antecedents 员工什么时候会觉得技术有压力?与工作相关的技术压力前因的元分析
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-09 DOI: 10.1016/j.im.2025.104203
Magdalena Kotek , Ivana Vranjes
{"title":"When do Employees Perceive Technology as Stressful? A Meta-Analysis of work-related Technostress Antecedents","authors":"Magdalena Kotek ,&nbsp;Ivana Vranjes","doi":"10.1016/j.im.2025.104203","DOIUrl":"10.1016/j.im.2025.104203","url":null,"abstract":"<div><div>Workplace technostress, a consequence of technology use at work, has garnered significant attention in recent scientific investigations. However, existing findings on technostress are often dispersed and contradictory, necessitating a systematic exploration of its contributing factors. In this study, we build on transactional stress theory to consolidate information on potential antecedents of technostressor perceptions at work: <em>techno-complexity, techno-insecurity, techno-invasion, techno-overload,</em> and <em>techno-uncertainty</em>. Our random-effects meta-analysis of 84 relevant studies, covering 44,576 employees, illustrates a distinct pattern of antecedents for different technostressors, shedding light on the diverse influences shaping employees' perceptions of technostress.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104203"},"PeriodicalIF":8.2,"publicationDate":"2025-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144663450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Too good to be true? The impact of distinction badges on patient satisfaction with online healthcare services 好得令人难以置信?区分徽章对在线医疗保健服务患者满意度的影响
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-09 DOI: 10.1016/j.im.2025.104209
Hualong Yang , Le Wang , Xin (Robert) Luo , Jiahui Mo , Dan Li
{"title":"Too good to be true? The impact of distinction badges on patient satisfaction with online healthcare services","authors":"Hualong Yang ,&nbsp;Le Wang ,&nbsp;Xin (Robert) Luo ,&nbsp;Jiahui Mo ,&nbsp;Dan Li","doi":"10.1016/j.im.2025.104209","DOIUrl":"10.1016/j.im.2025.104209","url":null,"abstract":"<div><div>Online healthcare services are increasingly recognized as a crucial element in the innovation of medical service delivery. However, these services are still in a nascent stage. The supply of doctors’ services is crucial for the survival and development of online healthcare platforms. Especially, how to motivate the service supply of doctors effectively has always been a challenge faced by online healthcare platforms. Gamification, such as distinction badges, is touted as a potential remedy for these issues. Despite the widespread implementation of distinction badges in healthcare management to motivate doctors’ behavior, their effects on patient satisfaction are not yet well-established. To explore these questions, we formulated four hypotheses based on the expectation confirmation theory and tested them through an econometric analysis and a controlled laboratory experiment. Our research revealed that distinction badges did not enhance patient satisfaction; instead, they led to a decrease. Our empirical findings suggest that doctors with high-ranking titles and those from key hospitals experienced a less negative impact from distinction badges. Conversely, doctors without such titles and from non-key hospitals faced a more pronounced negative effect. Additionally, the adverse impact of distinction badges was more significant for doctors who were more active contributors online. Our study not only contributes to the literature on decision-making for online healthcare services and gamification but also offers valuable practical recommendations for gamification designers and platform decision-makers seeking to improve patient satisfaction.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 8","pages":"Article 104209"},"PeriodicalIF":8.2,"publicationDate":"2025-07-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144663449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
The dark side of virtual status systems: Exploring the impact of status loss on user engagement 虚拟状态系统的阴暗面:探索状态丢失对用户粘性的影响
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-08 DOI: 10.1016/j.im.2025.104208
Ruonan Zhang , Zhaoyang Yu
{"title":"The dark side of virtual status systems: Exploring the impact of status loss on user engagement","authors":"Ruonan Zhang ,&nbsp;Zhaoyang Yu","doi":"10.1016/j.im.2025.104208","DOIUrl":"10.1016/j.im.2025.104208","url":null,"abstract":"<div><div>In the contemporary landscape of online platforms, virtual status systems, represented by badges, titles, and ranks, play a crucial role in user identification and engagement. Prior research highlights the positive impacts of virtual status awards on user engagement. However, the potential negative effects of status loss remain underexplored. This study addresses this gap by examining the detrimental impact of virtual status loss on user engagement, emphasizing the varying intensity of the impact across multiple successive time points during users’ subsequent engagements. Utilizing reinforcement theory and accountability theory, it investigates how status loss affects user engagement. The findings suggest that status loss reduces the frequency of user engagement significantly and results in a stronger short-term shock that gradually diminishes. This effect is more intense for users with newly gained status, while those who have gained status multiple times experience weaker shocks. Additionally, losing status leads to a decline in the effort and quality of users’ contributions, with stronger negative impacts on engagement dimensions that users previously valued more. This study provides a nuanced understanding of the dual nature of virtual status systems, offering insights to optimize status-related user engagement strategies and enhance the development of online platforms.</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 7","pages":"Article 104208"},"PeriodicalIF":8.2,"publicationDate":"2025-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144604115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
In-game content purchase motivations (IGCPMs): Conceptualization, scale development, and validation 游戏内置内容购买动机(igcpm):概念化、规模开发和验证
IF 8.2 2区 管理学
Information & Management Pub Date : 2025-07-07 DOI: 10.1016/j.im.2025.104207
Ali Hussain , Linda D. Hollebeek , Ben Marder , Ding Hooi Ting
{"title":"In-game content purchase motivations (IGCPMs): Conceptualization, scale development, and validation","authors":"Ali Hussain ,&nbsp;Linda D. Hollebeek ,&nbsp;Ben Marder ,&nbsp;Ding Hooi Ting","doi":"10.1016/j.im.2025.104207","DOIUrl":"10.1016/j.im.2025.104207","url":null,"abstract":"<div><div>Despite the rapid growth of virtual content purchases in online games, understanding of how to measure gamers’ motivations to purchase such in-game content lags behind to date, exposing an important gap in the literature. Addressing this gap, we take a self-determination theory perspective to conceptualize <em>in-game content purchase motivations</em> (IGCPMs) as a player’s drive for autonomy, competence, and relatedness in online games that leads the individual to purchase in-game virtual content. Following established scale development procedures, we conceptualize, develop, and validate an eight-dimensional, 30-item IGCPM scale. As a formative higher-order construct, IGCPMs comprise three second-order factors (i.e., autonomy, competence, and relatedness motivations), which are each composed of particular facets: (i) players’ autonomy motivation comprises creativity, choice, and uniqueness, (ii) their competence motivation includes dominance, achievement, and skillfulness, and (iii) their relatedness motivation comprises social interaction and social affiliation. The findings generate pertinent implications for gaming researchers (e.g., by applying the proposed scale) and developers, manufacturers, and marketers (e.g., by allowing them to deduce players’ key IGCPMs).</div></div>","PeriodicalId":56291,"journal":{"name":"Information & Management","volume":"62 7","pages":"Article 104207"},"PeriodicalIF":8.2,"publicationDate":"2025-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144604114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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