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The socio-technical adoption and diffusion of digital health innovations: The development of the STAD-HC model based on telemedicine in Germany 数字健康创新的社会技术采用和传播:德国基于远程医疗的STAD-HC模式的发展
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-06-13 DOI: 10.1016/j.digbus.2025.100135
Yvonne Rauner , Harald Stummer
{"title":"The socio-technical adoption and diffusion of digital health innovations: The development of the STAD-HC model based on telemedicine in Germany","authors":"Yvonne Rauner ,&nbsp;Harald Stummer","doi":"10.1016/j.digbus.2025.100135","DOIUrl":"10.1016/j.digbus.2025.100135","url":null,"abstract":"<div><div>Digital and telemedicine innovations are increasingly central to healthcare transformation, yet their adoption and diffusion remain complex. While the <em>Diffusion of Innovations</em> (DOI) theory explains staged adoption processes, it underrepresents socio-political and institutional factors. The <em>Social Shaping of Technology</em> (SST) approach complements DOI by focusing on the co-construction of technology through cultural, organizational, and political dynamics. This study investigates how DOI and SST can be combined to explain the adoption and diffusion of digital health innovations, with a focus on telemedicine in the German healthcare system. Using the Decision Matrix for Theory Borrowing, DOI and SST were selected as complementary frameworks. A secondary analysis of 12 expert interviews was conducted using SST-based content analysis. Data were coded according to Rogers' five adoption stages and four SST dimensions. Findings were mapped in a DOI–SST matrix and analysed across micro-, <em>meso</em>-, and macro-levels. The analysis shows that innovation trajectories are shaped by interdependent socio-technical factors across all adoption stages. Key barriers include cultural skepticism, organizational inertia, fragmented governance, and economic misalignment. The <em>Socio-Technical Adoption and Diffusion Model for Healthcare</em> (STAD-HC) was developed to represent these dynamics, linking DOI's stage logic with SST's contextual dimensions. The STAD-HC model offers a multi-level framework to analyse how digital health technologies are adopted, contested, and institutionalized. By integrating behavioural processes with structural influences, it provides practical guidance for managing innovation and supports future research on complex digital health technologies such as AI and blockchain.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100135"},"PeriodicalIF":0.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144296836","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Editorial: Blockchain-driven business models 社论:区块链驱动的商业模式
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-09-26 DOI: 10.1016/j.digbus.2025.100154
Horst Treiblmaier , Abderahman Rejeb , Teck Ming Tan , Guido Ongena
{"title":"Editorial: Blockchain-driven business models","authors":"Horst Treiblmaier ,&nbsp;Abderahman Rejeb ,&nbsp;Teck Ming Tan ,&nbsp;Guido Ongena","doi":"10.1016/j.digbus.2025.100154","DOIUrl":"10.1016/j.digbus.2025.100154","url":null,"abstract":"<div><div>In this editorial, we introduce the Special Issue on Blockchain-Driven Business Models. Over the last decade, academics have proposed numerous ideas on how to integrate the unique properties of blockchain, such as immutability, traceability, and programmability, into existing business models or to utilize them for developing startups from scratch. Practitioners have tried out countless disruptive business ideas, some of which have failed, while others have already begun to transform entire industries. This Special Issue explores the concept of blockchain-based business models from various angles, offering different theoretical perspectives and paving the way for future research in this groundbreaking area.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100154"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145796903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding consumer responses to carbon footprint product labels: A multi-group analysis of online and offline shopping engagement in retail contexts 了解消费者对碳足迹产品标签的反应:零售环境下在线和离线购物参与的多群体分析
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-11-11 DOI: 10.1016/j.digbus.2025.100158
Aye Chan Soe , Chavis Ketkaew
{"title":"Understanding consumer responses to carbon footprint product labels: A multi-group analysis of online and offline shopping engagement in retail contexts","authors":"Aye Chan Soe ,&nbsp;Chavis Ketkaew","doi":"10.1016/j.digbus.2025.100158","DOIUrl":"10.1016/j.digbus.2025.100158","url":null,"abstract":"<div><div>As carbon footprint product labels (CFPL) gain prominence as tools for encouraging environmentally responsible consumption, it becomes increasingly important to explore how consumers interpret and respond to such information. This study applies the Value-Belief-Norm (VBN) framework to investigate the relationships among Sustainability-Oriented Values (SOV), Carbon Label Awareness (CLA), Eco-Conscious Norms (ECN), and Sustainable Purchase Behavior (SPB), while also examining the moderating influence of Shopping Engagement Modes and Cognitive Processing Styles. A multi-group structural equation modeling (SEM) analysis was conducted using a sample of 662 consumers, segmented into Online-Dominant Shoppers (<em>n</em> = 340) and Offline-Dominant Shoppers (<em>n</em> = 322), as well as Systematic Processors (<em>n</em> = 345) and Heuristic Processors (<em>n</em> = 317). The findings reveal differentiated decision-making patterns across these consumer groups. Online-focused consumers exhibited a greater reliance on CLA for immediate decisions, whereas offline consumers were more likely to follow a sequence involving both CLA and ECN, indicating the heightened role of social influence in physical shopping contexts. Systematic Processors demonstrated more deliberate integration of eco-labels and norms into their decisions, while Heuristic Processors were more influenced by surface-level label recognition. The study underscores that consumer responses to sustainability labels are not homogenous, and that both contextual and cognitive factors shape purchasing behavior. Strategic implications include enhancing digital label visibility for online shoppers and strengthening normative messaging in physical retail to encourage sustainable consumption.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100158"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145527903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital integration toward smart and sustainable agriculture in the European region 数字化整合在欧洲地区实现智能和可持续农业
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-09-10 DOI: 10.1016/j.digbus.2025.100152
Nguyen Thi Thanh Huyen , To Trung Thanh , Le Thanh Ha
{"title":"Digital integration toward smart and sustainable agriculture in the European region","authors":"Nguyen Thi Thanh Huyen ,&nbsp;To Trung Thanh ,&nbsp;Le Thanh Ha","doi":"10.1016/j.digbus.2025.100152","DOIUrl":"10.1016/j.digbus.2025.100152","url":null,"abstract":"<div><div>The purpose of this study is to empirically examine how the process of digital transformation as a whole affects the agricultural industry's capacity to survive. The four components of digitalization are digital technology integration (DESI_IDT), digital human capital (DESI_HC), digital public services (DESI_DPS), and digital connectivity (DESI_CONN). The empirical analysis relies on a panel dataset covering 24 EU member states over the period from 2014 to 2022, using a range of econometric methods. The findings highlight the value of digitization in raising production, exporting, creating jobs, and maintaining the sustainability of the surroundings in the agricultural industry. On the other hand, the U-shaped consequences of digitalization on every aspect of the sustainability of the farm industry are nonlinear, indicating that positive outcomes materialize only once digitalization advances to a particular point. Our aim is to broaden our understanding of the relationship between sustainable agriculture and digitization by creating a conceptual structure. The policy consequences of our results for sustainable and intelligent agriculture are significant.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100152"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145104598","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging IoT and dedicated social networks to enhance mosque role and activities management in Saudi Arabia 利用物联网和专用社交网络加强清真寺在沙特阿拉伯的作用和活动管理
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-09-15 DOI: 10.1016/j.digbus.2025.100151
Nawal Almutairi , Abdussalam Elhanashi
{"title":"Leveraging IoT and dedicated social networks to enhance mosque role and activities management in Saudi Arabia","authors":"Nawal Almutairi ,&nbsp;Abdussalam Elhanashi","doi":"10.1016/j.digbus.2025.100151","DOIUrl":"10.1016/j.digbus.2025.100151","url":null,"abstract":"<div><div>This paper examines the challenges encountered in mosques activities management and explores the potential use of internet of things. To this end, qualitative methods, surveys and semi-structured interviews, were conducted. The results reveal key challenges, which are related to mosque accessibility, communication, and engagement in decision-making. As a part of the proposed solution, the Mehrab system incorporates a dedicated social networking, smart locks, and smart key delegation. Mehrab was developed using an Agile methodology that involves potential users throughout the development process to ensure the inclusion of essential features aligned with the system’s objectives. Mehrab was tested by 400 participants who performed a set of tasks that covered the core functionalities and then answered questionnaires to evaluate application objectives achievement, usability, and technology acceptance. Statistical analysis revealed that participants’ evaluations of system objectives differed significantly from a neutral benchmark, indicating a positive perception. A system usability scale survey was used to assess usability, and we achieved an excellent result of 94.23, exceeding the threshold to pass the test. To assess technology acceptance, the technology acceptance model was integrated with institutional theory, offering a robust framework for understanding acceptance factors in religious settings. Regression analysis showed that perceived usefulness, attitude toward using technology, and behavioral intention were the strongest predictors of actual use which commonly interpreted as indicators of technology acceptance, while institutional factors, including normative and coercive pressures, also had significant influence. Moreover, sentiment analysis was employed to measure users’ opinion, which indicated that 94.5% of participants had positive opinions.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100151"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145104449","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The system of research questions in theory-oriented studies of the application of the internet of things in the healthcare sector 物联网在医疗保健领域应用的理论导向研究中的系统研究问题
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-10-24 DOI: 10.1016/j.digbus.2025.100157
Payam Hanafizadeh, Ferdos Hatami Lankarani
{"title":"The system of research questions in theory-oriented studies of the application of the internet of things in the healthcare sector","authors":"Payam Hanafizadeh,&nbsp;Ferdos Hatami Lankarani","doi":"10.1016/j.digbus.2025.100157","DOIUrl":"10.1016/j.digbus.2025.100157","url":null,"abstract":"<div><div>This study develops a structured framework for advancing theory-driven research on the application of Internet of Things (IoT) technologies in the healthcare sector. Despite the growing body of empirical research, prior studies lack a systematic analysis of the research questions posed and the theoretical frameworks applied. Addressing this gap, the study conducts a rigorous Systematic Literature Review (SLR) of 75 peer-reviewed articles indexed in Scopus and Web of Science. It identifies 85 distinct research questions and 36 theories used in empirical investigations, classifying them into five thematic areas: technology adoption, performance improvement, social and cultural aspects, cognitive processes, and decision-making. To enhance theoretical precision and applicability, the study introduces a decision matrix based on the framework of Hanafizadeh and Alipour (2025), which enables the alignment of research questions with suitable theories through an analysis of contextual and conceptual fit. Using this approach, the study proposes 113 alternative theories to address existing questions and introduces 38 new research questions, supported by 48 relevant theoretical frameworks. The original contribution of this research lies in its systematic mapping of theory-question relationships and the introduction of a structured model for guiding future research in IoT and healthcare. By bridging theoretical gaps and extending conceptual understanding, the study offers a valuable resource for scholars seeking to conduct more robust, theory-informed investigations in the rapidly evolving field of smart healthcare systems.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100157"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145473647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sociodemographic impact on smart cities IoT adoption in China 社会人口对中国智慧城市物联网采用的影响
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-07-10 DOI: 10.1016/j.digbus.2025.100139
Nada Mallah Boustani , Qing Xu , Yan Xu
{"title":"Sociodemographic impact on smart cities IoT adoption in China","authors":"Nada Mallah Boustani ,&nbsp;Qing Xu ,&nbsp;Yan Xu","doi":"10.1016/j.digbus.2025.100139","DOIUrl":"10.1016/j.digbus.2025.100139","url":null,"abstract":"<div><div>Digital disruption is one of the most important social megatrends that deeply impact recent and future economic activities. IoT has contributed to the development of Chinese smart cities in recent years. Building on the authors' prior study (<span><span>Boustani, Xu, &amp; Xu, 2022</span></span>), which established the mediating role of blockchain adoption between IoT and continuous usage intention, this study investigates how sociodemographic variables moderate these relationships. The authors use Partial Least Squares Structural Equation Modeling (PLS-SEM) and Partial Least Squares Multi-Group Analysis (PLS-MGA) with the SmartPLS software, analyzing a dataset comprising over a thousand samples in China. The authors' findings demonstrate that age positively moderates the blockchain adoption-continuous usage intention relationship, IoT knowledge positively moderates the citizen empowerment-IoT relationship, while frequency of IoT use negatively moderates the social influence-IoT relationship. These results extend UTAUT theory by revealing boundary conditions of technology adoption in smart cities.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100139"},"PeriodicalIF":0.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144604722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Beyond the AI divide: A straightforward approach to identifying global and local overperformers in AI preparedness 超越人工智能鸿沟:一种确定全球和地方人工智能准备工作优秀者的直接方法
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-07-08 DOI: 10.1016/j.digbus.2025.100136
Pierre Mandon
{"title":"Beyond the AI divide: A straightforward approach to identifying global and local overperformers in AI preparedness","authors":"Pierre Mandon","doi":"10.1016/j.digbus.2025.100136","DOIUrl":"10.1016/j.digbus.2025.100136","url":null,"abstract":"<div><div>This study introduces a straightforward data-driven framework to identify countries that outperform in artificial intelligence (AI) preparedness relative to their economic complexity, utilizing the IMF's Artificial Intelligence Preparedness Index and a multidimensional Economic Complexity Index derived from trade and research data. Employing weighted least squares, the study estimates expected AIPI scores and classifies countries as global or local overperformers if their observed scores exceed predictions and surpass income-group medians. The analysis identifies 10 high-income global overperformers and 14 local overperformers across middle- and low-income groups, revealing regulation and ethics as universal drivers of overperformance, with digital infrastructure and human capital varying by economic context. Case studies elucidate diverse coordination models—state-led, market-responsive, and distributed innovation—while highlighting transferability constraints due to institutional and historical factors, among others. The replicable methodology provides policymakers and other key actors a robust tool to benchmark AI readiness and design context-specific strategies, addressing the global AI divide. The study opens avenues for future research into refined AI preparedness metrics, alternative identification techniques, and comparative analyses of national innovation systems.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100136"},"PeriodicalIF":0.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144654033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
New bottles for new wine: Digital transformation demands new policies and strategies 新瓶装新酒:数字化转型需要新的政策和战略
IF 7.2
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-07-22 DOI: 10.1016/j.digbus.2025.100140
Seongcheol Kim , Youngsun Kwon , Yoonhyuk Jung
{"title":"New bottles for new wine: Digital transformation demands new policies and strategies","authors":"Seongcheol Kim ,&nbsp;Youngsun Kwon ,&nbsp;Yoonhyuk Jung","doi":"10.1016/j.digbus.2025.100140","DOIUrl":"10.1016/j.digbus.2025.100140","url":null,"abstract":"<div><div>This editorial is an introduction to the special issue for the International Telecommunications Society 24th Biennial Conference (ITS 2024 Seoul). The conference explored and discussed new policies and strategies for effectively coping with the impending challenge of digital transformation. Ninety-nine papers were presented at ITS 2024 Seoul, and following the conference, eleven papers were submitted for the ITS 2024 Seoul special issue. Three of these papers were accepted and included in this special issue. These papers provide significant findings and implications for firms, governments, and societies to cope with the impending challenges of digital transformation effectively. However, since digital transformation demands new policies and strategies, significant additional research is required.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100140"},"PeriodicalIF":7.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145796559","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Blockchain-based fan tokens as a strategic resource for sports clubs: Opportunities, challenges, and a stakeholder-oriented model 基于区块链的粉丝代币作为体育俱乐部的战略资源:机遇、挑战和以利益相关者为导向的模型
Digital Business Pub Date : 2025-12-01 Epub Date: 2025-07-09 DOI: 10.1016/j.digbus.2025.100137
Lennart Ante , Lorenz Henninger , Sebastian Björn Bauers , Benjamin Schellinger
{"title":"Blockchain-based fan tokens as a strategic resource for sports clubs: Opportunities, challenges, and a stakeholder-oriented model","authors":"Lennart Ante ,&nbsp;Lorenz Henninger ,&nbsp;Sebastian Björn Bauers ,&nbsp;Benjamin Schellinger","doi":"10.1016/j.digbus.2025.100137","DOIUrl":"10.1016/j.digbus.2025.100137","url":null,"abstract":"<div><div>This article explores blockchain-based fan tokens, a type of cryptocurrency, as a strategic tool for sports clubs to raise funds and involve supporters more directly, offering new avenues for decision-making participation and exclusive fan activities. Drawing on expert interviews in professional football, we identify a spectrum of opportunities, such as revenue growth, global engagement, and enhanced supporter loyalty, alongside significant challenges, including regulatory uncertainty, environmental considerations, and the integration with existing governance structures. In response to these insights, the study proposes a stakeholder-oriented model linking observed advantages and drawbacks with decision-making criteria shaped by stakeholder attributes. The model helps clubs balance diverse interests and potential outcomes when determining whether and how to implement fan tokens. Through this approach, this study provides clubs and associated stakeholders a tool to assess strategic options, accommodate various perspectives, and inform further innovation in digital sports management.</div></div>","PeriodicalId":100376,"journal":{"name":"Digital Business","volume":"5 2","pages":"Article 100137"},"PeriodicalIF":0.0,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144662569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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