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Keywords = partial least squares multigroup analysis

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24 pages, 791 KiB  
Article
Herding Behavior, ESG Disclosure, and Financial Performance: Rethinking Sustainability Reporting to Address Climate-Related Risks in ASEAN Firms
by Ari Warokka, Jong Kyun Woo and Aina Zatil Aqmar
J. Risk Financial Manag. 2025, 18(8), 457; https://doi.org/10.3390/jrfm18080457 (registering DOI) - 16 Aug 2025
Abstract
This study examines the intersection of environmental, social, and governance (ESG) disclosure (operationalized through sustainability reporting), corporate financial performance, and the behavioral dynamics of herding in capital structure decisions among non-financial firms in five ASEAN countries. As ESG and sustainability finance gain prominence [...] Read more.
This study examines the intersection of environmental, social, and governance (ESG) disclosure (operationalized through sustainability reporting), corporate financial performance, and the behavioral dynamics of herding in capital structure decisions among non-financial firms in five ASEAN countries. As ESG and sustainability finance gain prominence in addressing climate change and climate risk, understanding the behavioral factors that relate to ESG adoption is crucial. Employing a quantitative approach, this research utilizes a purposive sample of 125 non-financial firms from Indonesia, Malaysia, the Philippines, Singapore, and Thailand, gathered from the Bloomberg Terminal spanning 2018–2023. Managerial Herding Ratio (MHR) is used to assess herding behavior, while Sustainability Report Disclosure Index (SRDI) measures ESG disclosure. Partial Least Squares Structural Equation Modeling (PLS-SEM) and Multigroup Analysis (MGA) were applied for data analysis. This research finds that while sustainability reporting enhances return on assets (ROA) and Tobin’s Q, it does not significantly relate to net profit margin (NPM). The findings also confirm that herding behavior—where companies mimic the financial structures of peers—moderates the relationship between sustainability reporting and performance outcomes, with leader firms gaining more from transparency efforts. This highlights the double-edged nature of herding: while it can accelerate ESG adoption, it may dilute the strategic depth of climate action if firms merely follow rather than lead. The study provides actionable insights for regulators and corporate strategists seeking to strengthen ESG finance as a driver for climate resilience and long-term stakeholder value. Full article
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37 pages, 1330 KiB  
Article
Digital HRM Practices and Perceived Digital Competence: An Analysis of Organizational Culture’s Role
by Ioannis Zervas and Sotiria Triantari
Digital 2025, 5(3), 34; https://doi.org/10.3390/digital5030034 - 14 Aug 2025
Abstract
This study explores the relationship between digital human resource management (HRM) practices, organizational culture, and employees’ perceived digital competence within Greek organizations. While digitalization has become a central priority in human resource management (HRM), there is still limited understanding of how cultural context [...] Read more.
This study explores the relationship between digital human resource management (HRM) practices, organizational culture, and employees’ perceived digital competence within Greek organizations. While digitalization has become a central priority in human resource management (HRM), there is still limited understanding of how cultural context shapes the effectiveness of digital HR interventions. Using a quantitative approach, data were collected via an online questionnaire from 257 employees across various sectors. The research employed the method of Partial Least Squares Structural Equation Modeling (PLS-SEM) and Multi-Group Analysis (MGA) to examine the structural relationships between digital HRM practices—such as e-learning, onboarding, and performance management—and digital competence, taking into account different organizational culture profiles. The results show that digital HRM practices have a positive, but modest, impact on employees’ digital skills, with e-learning emerging as the most influential factor. Importantly, the effect of HRM practices varies significantly according to the cultural environment: supportive and innovative cultures foster stronger development of digital competence compared to hierarchical settings. The findings underline the necessity for organizations to adapt digital HR strategies to their specific cultural context and not to rely solely on technological solutions. This research contributes to the growing literature by demonstrating the interplay between technology and culture in shaping employees’ digital capabilities and suggests that a balanced focus on both is essential for successful digital transformation. Full article
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29 pages, 687 KiB  
Article
Digital Persuasion in the Classroom: Middle School Students’ Perceptions of Neuromarketing and Screen-Based Advertising
by Stefanos Balaskas, Christos Zotos, Lamprini Lourida and Kyriakos Komis
Digital 2025, 5(3), 28; https://doi.org/10.3390/digital5030028 - 22 Jul 2025
Viewed by 309
Abstract
As digital marketing becomes more targeted and interactive, it is more critical to understand how young audiences perceive and react to compelling content. This research examines the extent to which consumer responses are affected by neuromarketing knowledge, interest, and screen-based advert exposure for [...] Read more.
As digital marketing becomes more targeted and interactive, it is more critical to understand how young audiences perceive and react to compelling content. This research examines the extent to which consumer responses are affected by neuromarketing knowledge, interest, and screen-based advert exposure for middle school kids. Based on responses from 244 Greek adolescents aged 12–15 years, Partial Least Squares Structural Equation Modeling (PLS-SEM) was employed to investigate direct and mediated influences on purchase intentions with advertisement skepticism and persuasion knowledge as mediating factors. Results indicate that exposure and recognition have a significant influence on intentions both by means of cognitive as well as attitudinal processes, while interest only increases skepticism but not interaction. Multi-group analysis yielded significant differences according to age and experience, referring to the development path of advertising literacy. The results provide strong cues to educators, policymakers, and marketers who want to develop media-critical competencies among adolescents in an ever-shaping digital age. Full article
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18 pages, 676 KiB  
Article
Comparing the Application Effects of Immersive and Non-Immersive Virtual Reality in Nursing Education: The Influence of Presence and Flow
by Choon-Hoon Hii and Cheng-Chia Yang
Nurs. Rep. 2025, 15(5), 149; https://doi.org/10.3390/nursrep15050149 - 29 Apr 2025
Viewed by 620
Abstract
Background: This study extends the theoretical framework based on the Cognitive–Affective Model of Immersive Learning (CAMIL) by incorporating flow state and cognitive absorption to investigate the effectiveness of virtual reality (VR) in nursing education. Methods: A randomized experimental design was adopted. A total [...] Read more.
Background: This study extends the theoretical framework based on the Cognitive–Affective Model of Immersive Learning (CAMIL) by incorporating flow state and cognitive absorption to investigate the effectiveness of virtual reality (VR) in nursing education. Methods: A randomized experimental design was adopted. A total of 209 students from three nursing assistant training centers in Taiwan were recruited through convenience sampling and randomly assigned to either immersive virtual reality (IVR) or Desktop VR groups for nasogastric tube feeding training. Data were collected through structured questionnaires and analyzed using partial least squares structural equation modeling (PLS-SEM). Results: The results revealed that immersion, curiosity, and control significantly impacted presence, which, in turn, positively influenced the flow state (β = 0.81, p < 0.001). Flow demonstrated positive effects on intrinsic motivation (β = 0.739, p < 0.001), situational interest (β = 0.742, p < 0.001), and self-efficacy (β = 0.658, p < 0.001) while negatively affecting extraneous cognitive load (β = −0.54, p < 0.001). Multigroup analysis showed that IVR had a stronger control–presence effect (|diff| = 0.337, p = 0.016), and flow had a great effect on motivation (|diff| = 0.251, p = 0.01), interest (|diff| = 0.174, p = 0.035), and self-efficacy (|diff| = 0.248, p = 0.015). Desktop VR more effectively reduced cognitive load (|diff| = 0.217, p = 0.041). Conclusions: These findings provide theoretical insights into the role of flow in VR learning and practical guidance for implementing VR technology in nursing education. Full article
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30 pages, 4619 KiB  
Article
How AI Brand Endorsers Influence Generation MZ’s Consumer Behavior in Metaverse Marketing Scenarios
by Junping Xu, Yuxi Feng, Wei Li, Qianghong Huang and Zhizhong Fan
J. Theor. Appl. Electron. Commer. Res. 2025, 20(2), 82; https://doi.org/10.3390/jtaer20020082 - 24 Apr 2025
Viewed by 1860
Abstract
With the rapid development of metaverse technology in the marketing field, it has become increasingly important to understand consumer purchase intentions for AI Brand Endorsers (AIBEs) within this digital environment. Based on cognitive–affective–behavioral (CAB) theory, this study constructs a new theoretical framework to [...] Read more.
With the rapid development of metaverse technology in the marketing field, it has become increasingly important to understand consumer purchase intentions for AI Brand Endorsers (AIBEs) within this digital environment. Based on cognitive–affective–behavioral (CAB) theory, this study constructs a new theoretical framework to explore the key factors influencing consumer purchase intentions for AIBE-recommended products in the context of the metaverse. We conducted an online survey with 302 Generation MZ consumers who have purchasing experience, employing Partial Least Squares Structural Equation Modeling (PLS-SEM) for in-depth data analysis and model evaluation. Additionally, we performed Multi-Group Analysis (MGA) to reveal differences among various occupations and generations. The findings indicate that attractiveness (ATT), anthropomorphism (ANT), and interactivity (INT) significantly influence hedonic motivation (HM) and social presence (SP). Furthermore, authenticity (AUT) positively affects both SP and trust in AIBEs (TAI). Consumer purchase intention (PI) is significantly impacted by SP but is not directly influenced by HM and TAI. Notably, technology readiness (optimism and innovativeness) positively and significantly influences consumer PI but does not alter the potential moderating effects of HM, SP, and TAI. This study not only broadens and deepens the application of CAB theory but also elucidates the potential development of AIBEs in future metaverse research, providing practical implications and guidance for marketers to enhance consumer purchase intentions and boost product sales. Full article
(This article belongs to the Topic Digital Marketing Dynamics: From Browsing to Buying)
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24 pages, 1243 KiB  
Article
Adoption of Artificial Intelligence-Driven Fraud Detection in Banking: The Role of Trust, Transparency, and Fairness Perception in Financial Institutions in the United Arab Emirates and Qatar
by Hadeel Yaseen and Asma’a Al-Amarneh
J. Risk Financial Manag. 2025, 18(4), 217; https://doi.org/10.3390/jrfm18040217 - 18 Apr 2025
Cited by 1 | Viewed by 5659
Abstract
This paper examines the uptake of AI-driven fraud detection systems among financial institutions in the UAE and Qatar, with a special focus on trust, transparency, and perceptions of fairness. Despite the promise of AI operations in identifying financial anomalies, unclear decision-making processes and [...] Read more.
This paper examines the uptake of AI-driven fraud detection systems among financial institutions in the UAE and Qatar, with a special focus on trust, transparency, and perceptions of fairness. Despite the promise of AI operations in identifying financial anomalies, unclear decision-making processes and algorithmic bias constrain its extensive acceptance, especially in regulation-driven banking sectors. This study uses a quantitative strategy based on Partial Least Squares Structural Equation Modeling (PLS-SEM) and Multi-Group Analysis (MGA) of survey responses from 409 bank professionals, such as auditors and compliance officers. This study shows that transparency greatly enhances trust, which is the leading predictor of AI uptake. Fairness perception mediates the negative impacts of algorithmic bias, emphasizing its important role in establishing system credibility. The analysis of subgroups shows differential regional and professional variations in trust and fairness sensitivity, where internal auditors and highly AI-exposed subjects are found to exhibit higher adoption preparedness. Compliance with regulations also emerges as a positive enabler of adoption. This paper concludes with suggestions for practical implementation by banks, developers, and regulators to align AI deployment with ethical and regulatory aspirations. It recommends transparent, explainable, and fairness-sensitive AI tools as essential for promoting adoption in regulation-driven sectors. The findings provide a guide for promoting responsible, trust-driven AI implementation in fraud detection. Full article
(This article belongs to the Special Issue Innovations in Accounting Practices)
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29 pages, 2032 KiB  
Article
Sustainability Transformation Through Green Supply Chain Management Practices and Green Innovations in Pakistan’s Manufacturing and Service Industries
by Atif Sattar Mahar, Yang Zhang, Burhan Sadiq and Rana Faizan Gul
Sustainability 2025, 17(5), 2204; https://doi.org/10.3390/su17052204 - 3 Mar 2025
Cited by 4 | Viewed by 2432
Abstract
The increasing global emphasis on sustainability necessitates the integration of environmentally responsible practices within supply chains. This study explores the impact of green supply chain management practices (GSCMPs) on firm sustainable performance in Pakistan’s manufacturing and service industries. Unlike prior research, which primarily [...] Read more.
The increasing global emphasis on sustainability necessitates the integration of environmentally responsible practices within supply chains. This study explores the impact of green supply chain management practices (GSCMPs) on firm sustainable performance in Pakistan’s manufacturing and service industries. Unlike prior research, which primarily focuses on the direct impact of GSCMPs, this study advances knowledge by incorporating green technological innovation (GTI) and green managerial innovation (GMI) as mediators and green organizational culture (GOC) as a moderator. The study looks at survey data from 480 industry professionals and uses partial least squares structural equation modeling (PLS-SEM) and multi-group analysis (MGA). It discovers that GSCMPs greatly enhance sustainability outcomes, especially when green innovations are used. Furthermore, the impact of GSCMPs is more pronounced in the manufacturing sector, emphasizing the role of regulatory pressures and technological advancements. This study makes a significant contribution to the literature by integrating post-pandemic sustainability challenges, highlighting industry-specific dynamics, and providing actionable strategies to enhance green supply chain adoption in emerging markets. The study provides applicable strategies for managers and policymakers to embed sustainability deeper into corporate strategies, ensuring resilience and competitive advantages in evolving global markets. Full article
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28 pages, 1565 KiB  
Article
Promoting Sustainable Transportation: How People Trust and Accept Autonomous Vehicles—Focusing on the Different Levels of Collaboration Between Human Drivers and Artificial Intelligence—An Empirical Study with Partial Least Squares Structural Equation Modeling and Multi-Group Analysis
by Yi Yang and Min-Yong Kim
Sustainability 2025, 17(1), 125; https://doi.org/10.3390/su17010125 - 27 Dec 2024
Cited by 2 | Viewed by 2604
Abstract
Despite the advancement in autonomous vehicles, public trust and acceptance are crucial for AV’s widespread adoption. This study examines how different collaboration levels between human drivers and artificial intelligence influence users’ trust and acceptance of AVs. Using an extended Technology Acceptance Model, this [...] Read more.
Despite the advancement in autonomous vehicles, public trust and acceptance are crucial for AV’s widespread adoption. This study examines how different collaboration levels between human drivers and artificial intelligence influence users’ trust and acceptance of AVs. Using an extended Technology Acceptance Model, this study incorporates psychological factors and technological attitudes such as perceived safety, perceived risk, AI literacy, and AI technophobia. Data collected from 392 vehicle owners across 11 Chinese cities were analyzed using Partial Least Squares Structural Equation Modeling and Multi-Group Analysis. The findings reveal that at the fully manual level, perceived ease of use significantly influences perceived usefulness, while trust remains grounded in mechanical reliability rather than AI systems. In contrast, as AI assumes driving responsibilities at collaborative automation levels, the findings show that AI literacy significantly increases perceived trust and ease of use, while AI technophobia decreases them, with these effects varying across different driving automation levels. As AI takes on greater driving responsibilities, perceived ease of use becomes less critical, and perceived trust increasingly influences users’ acceptance. These findings highlight the need for targeted public education and phased automation strategies, offering guidance for AV developers to address user concerns and build trust in autonomous technologies. By enhancing public trust and acceptance, this study contributes to sustainable development by promoting safer roads and enabling more efficient, resource-conscious transportation systems. Gradually integrating AVs into urban mobility also supports smart city initiatives, fostering more sustainable urban environments. Full article
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19 pages, 1538 KiB  
Article
Building Brand, Building Value: The Impact of Customer-Based Brand Equity on Airline Ticket Premium Pricing
by Carolina Santos, Álvaro Lopes Dias and Leandro Pereira
Systems 2024, 12(12), 531; https://doi.org/10.3390/systems12120531 - 28 Nov 2024
Viewed by 2787
Abstract
This study examines the impact of Customer-based Brand Equity (CBBE) on passengers’ Willingness to Pay Premium (WPP) for airline tickets, comparing low-cost and flag airlines. The research is prompted by the competitive nature of the industry and the need to comprehend passenger preferences, [...] Read more.
This study examines the impact of Customer-based Brand Equity (CBBE) on passengers’ Willingness to Pay Premium (WPP) for airline tickets, comparing low-cost and flag airlines. The research is prompted by the competitive nature of the industry and the need to comprehend passenger preferences, focusing on brand image, brand awareness, and service attributes as key variables influencing CBBE. The survey data collected from 489 recent travelers were analyzed through Partial Least Squares Structural Equation Modelling (PLS-SEM) and Multigroup Analysis (MGA), generating two quantitative analyses: first, the model was analyzed for airlines in general, and second, a multi-group analysis was performed to understand how the model behaves through price tiers. The findings indicate the significant influence of the chosen variables on both CBBE and WPP. A distinguishing factor lies in the differentiation between low-cost and flag airlines, revealing differing impacts on CBBE and WPP. This research contributes to the branding literature by expanding CBBE’s application to services, especially in the airline sector. It also builds on existing knowledge of WPP’s importance in service industries. Segmenting airline price tiers offers actionable insights for management strategies. In conclusion, this study augments the knowledge of CBBE, providing valuable managerial implications, guiding brand-tailored strategies to increase passengers’ willingness to pay premium. Full article
(This article belongs to the Special Issue Modeling, Planning and Management of Sustainable Transport Systems)
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17 pages, 949 KiB  
Article
How Cultural Involvement in Different Brand Types Influences Willingness to Pay Premium: The Mediating Role of Brand Happiness
by Zhimin Zhou, Yuan He, Yufeng Xie and Shafaqat Mehmood
Behav. Sci. 2024, 14(10), 908; https://doi.org/10.3390/bs14100908 - 8 Oct 2024
Cited by 2 | Viewed by 6002
Abstract
This study examines the impact of cultural involvement on brand enriching benefits and consumers’ willingness to pay a premium (WPP). Additionally, it explores the underlying mechanisms behind this impact. A partial least squares structural equation model was used to analyze the data collected [...] Read more.
This study examines the impact of cultural involvement on brand enriching benefits and consumers’ willingness to pay a premium (WPP). Additionally, it explores the underlying mechanisms behind this impact. A partial least squares structural equation model was used to analyze the data collected from a pretest (N = 70) and an online survey (N = 1053) conducted in China. The moderating effect of brand type was examined using a multi-group analysis. The results indicate that cultural involvement has a significant and positive impact on brand enriching benefits, consequently enhancing consumers’ WPP. Additionally, brand happiness mediates the relationship between brand enriching benefits and WPP. Through a multi-group analysis, the impact of brand culture on brand equity is found to be more pronounced in functional brands compared with symbolic brands. Additionally, high perceived quality facilitates the transformation of brand enriching benefits into WPP. Managers value the ability of a brand culture to create brand equity and implement differentiation strategies based on different brand types. It is critical for managers to use a culture and its rich benefits wisely and to consider consumer happiness in the brand experience. Although brand culture and its impact on brands are crucial, previous studies have only focused on qualitative analyses, while empirical research on the direct link between brand culture and equity has been lacking. This study empirically tests a conceptual model that elucidates the relationship between brand cultural involvement, brand enriching benefits, brand happiness, WPP, brand type, and perceived quality. It extends previous research and offers suggestions for academics and brand managers interested in effectively leveraging brand culture for brand building. Full article
(This article belongs to the Topic Consumer Psychology and Business Applications)
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13 pages, 539 KiB  
Article
Leadership in Fintech Builds Trust and Reduces Vulnerability More When Combined with Leadership in Sustainability
by Alex Zarifis
Sustainability 2024, 16(13), 5757; https://doi.org/10.3390/su16135757 - 5 Jul 2024
Cited by 1 | Viewed by 1984
Abstract
Financial technology (Fintech) and sustainability are two of the main drivers in the transformation of many organizations. New innovative technologies create new services for consumers. The focus on sustainability is a necessary reaction to the many challenges faced by organizations and, more broadly, [...] Read more.
Financial technology (Fintech) and sustainability are two of the main drivers in the transformation of many organizations. New innovative technologies create new services for consumers. The focus on sustainability is a necessary reaction to the many challenges faced by organizations and, more broadly, society. The motivation to support these is, therefore, clear, but not all organizations move forward on both with the same enthusiasm. Leaders in Fintech do not always prioritize operating in a sustainable way. It is, therefore, important to explore and identify the synergies between Fintech and sustainability. One important aspect of this transformation is the consumers’ perspective, particularly the trust they have, their personal information privacy concerns, and the vulnerability they feel. It is important to clarify whether leadership in Fintech, with sustainability leadership, is more beneficial than leadership in Fintech on its own. This research evaluates consumers’ trust, privacy concerns, and vulnerability in the two scenarios separately and then compares them. Survey data is analyzed using Partial-Least Squares Structural Equation Modeling (PLS-SEM) and Multi-group Analysis (MGA). The findings show that leadership in both Fintech and sustainability builds trust more, which in turn reduces vulnerability more. Privacy concerns are lower when sustainability leadership and Fintech leadership come together; however, their combined impact was not found to be sufficiently statistically significant in this study. Full article
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31 pages, 3040 KiB  
Article
Driving Success: Unveiling the Synergy of E-Marketing, Sustainability, and Technology Orientation in Online SME
by Mirela Cătălina Türkeș
J. Theor. Appl. Electron. Commer. Res. 2024, 19(2), 1411-1441; https://doi.org/10.3390/jtaer19020071 - 4 Jun 2024
Cited by 6 | Viewed by 3302
Abstract
In Romania, the pandemic and post-pandemic effects, coupled with the nearly 80% increase in internet service penetration, have led to an extraordinary acceleration of e-commerce activity. Rising rents and operational costs, heightened financial challenges, and the improved quality and accessibility of internet connectivity [...] Read more.
In Romania, the pandemic and post-pandemic effects, coupled with the nearly 80% increase in internet service penetration, have led to an extraordinary acceleration of e-commerce activity. Rising rents and operational costs, heightened financial challenges, and the improved quality and accessibility of internet connectivity have prompted some Romanian SMEs to sell their products and services online or through other online communication networks. In this context, it becomes essential to conduct marketing research to identify factors that could stimulate business performance. The purpose of this study is to assess the impact of e-marketing orientation, sustainability orientation, and technology orientation on the performance of online SMEs in Romania. Hypothesis testing and validation of the proposed construct model were conducted using structural equation modeling with partial least squares (SEM-PLS) and multi-group analysis (PLS-MGA). The research results have indicated that all three independent variables have positive and significant effects on online SMEs’ business performance. Finally, the study suggests that SME managers should focus on integrating these three variables and on selling products and services both nationally and internationally through the internet if they aim for long-term business performance growth. Full article
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18 pages, 390 KiB  
Article
Concern or Opportunity: Implementation of the TBL Criterion in the Healthcare System
by Stefan Milojević, Marko Slavković, Snežana Knežević, Nebojša Zdravković, Vladislava Stojić, Miljan Adamović and Vuk Mirčetić
Systems 2024, 12(4), 122; https://doi.org/10.3390/systems12040122 - 7 Apr 2024
Cited by 1 | Viewed by 2375
Abstract
This study systematically investigated the extent and application of sustainability practices in the healthcare system by thoroughly examining existing research conducted on healthcare-related issues within the framework of sustainability. The review primarily focuses on three key conceptual aspects: the social, economic, and ecological [...] Read more.
This study systematically investigated the extent and application of sustainability practices in the healthcare system by thoroughly examining existing research conducted on healthcare-related issues within the framework of sustainability. The review primarily focuses on three key conceptual aspects: the social, economic, and ecological dimensions of sustainability. PLS-SEM (partial least squares structural equation modeling) and MGA (multigroup analysis) for private and state healthcare organizations were applied in the study. The results show that there exists a robust positive relationship between the environmental dimension and the social dimension of health organizations’ outcomes, and the environmental dimension of the sustainability of healthcare organizations achieves a positive relationship with the economic dimension, while this relatedness is absent in the case of private healthcare organizations, for two perspectives: internal processes and learning. Moreover, the social dimension is identified as a factor that strengthens the impact of the environmental dimension on the economic dimension of health organizations’ outcomes. The results can be used in the development of policies and regulations, and for defining the strategies of healthcare organizations. Full article
16 pages, 1041 KiB  
Article
The Role of Technology in Online Health Communities: A Study of Information-Seeking Behavior
by LeAnn Boyce, Ahasan Harun, Gayle Prybutok and Victor R. Prybutok
Healthcare 2024, 12(3), 336; https://doi.org/10.3390/healthcare12030336 - 29 Jan 2024
Cited by 4 | Viewed by 3901
Abstract
This study significantly contributes to both theory and practice by providing valuable insights into the role and value of healthcare in the context of online health communities. This study highlights the increasing dependence of patients and their families on online sources for health [...] Read more.
This study significantly contributes to both theory and practice by providing valuable insights into the role and value of healthcare in the context of online health communities. This study highlights the increasing dependence of patients and their families on online sources for health information and the potential of technology to support individuals with health information needs. This study develops a theoretical framework by analyzing data from a cross-sectional survey using partial least squares structural equation modeling and multi-group and importance–performance map analysis. The findings of this study identify the most beneficial technology-related issues, like ease of site navigation and interaction with other online members, which have important implications for the development and management of online health communities. Healthcare professionals can also use this information to disseminate relevant information to those with chronic illnesses effectively. This study recommends proactive engagement between forum admins and participants to improve technology use and interaction, highlighting the benefits of guidelines for effective technology use to enhance users’ information-seeking processes. Overall, this study’s significant contribution lies in its identification of factors that aid online health community participants in the information-seeking process, providing valuable information to professionals on using technology to disseminate information relevant to chronic illnesses like COPD. Full article
(This article belongs to the Special Issue Data Driven Insights in Healthcare)
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24 pages, 1871 KiB  
Article
Public Transport Modeling for Commuting in Cities with Different Development Levels Using Extended Theory of Planned Behavior
by Bircan Arslannur and Ahmet Tortum
Sustainability 2023, 15(15), 11931; https://doi.org/10.3390/su151511931 - 3 Aug 2023
Cited by 2 | Viewed by 2495
Abstract
Reducing the use of private vehicles and promoting public transportation (PT) have always been the primary policy objectives of transport authorities. This study aims to model the factors affecting intentions and behaviors of employees to use PT for their commutes by creating an [...] Read more.
Reducing the use of private vehicles and promoting public transportation (PT) have always been the primary policy objectives of transport authorities. This study aims to model the factors affecting intentions and behaviors of employees to use PT for their commutes by creating an extended theory of planned behavior (ETPB). The ETPB model’s applicability was evaluated using the Partial Least Squares Structural Equation Model (PLS-SEM) technique on a total of 2048 employees in three distinct cities. Then, the Multigroup analysis (MGA) method was used to compare various cities, and demographic variables such as age, education, gender, household income, and walking time to nearest PT stop. The analysis revealed that attitude, perceived norm, and personal agency have a statistically positive influence on employees’ intention to use PT. Moreover, behavioral capability, intention, and habit have a positive effect on PT use, whereas environmental constraints have a negative effect. The results of the MGA analysis revealed significant differences between regions, particularly in terms of environmental factors, intention, and habit. Similarly, the article describes disparities that have emerged according to other demographic variables. The findings imply that interventions by decision makers have the potential to alter the mode of transportation chosen for commuting. Full article
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