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Keywords = stimulus-organism-response model

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18 pages, 655 KiB  
Article
Examining Consumer Impulsive Purchase Intention in Virtual AI Streaming: A S-O-R Perspective
by Tao Zhou and Songtao Li
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 204; https://doi.org/10.3390/jtaer20030204 - 6 Aug 2025
Viewed by 590
Abstract
Virtual AI-driven streamers have been gradually used in live commerce, and they may affect consumer impulsive purchase intention. Drawing on the stimulus–organism–response (S-O-R) model, this research examined consumer impulsive purchase intention in virtual AI streaming. Based on survey data from 411 predominantly young [...] Read more.
Virtual AI-driven streamers have been gradually used in live commerce, and they may affect consumer impulsive purchase intention. Drawing on the stimulus–organism–response (S-O-R) model, this research examined consumer impulsive purchase intention in virtual AI streaming. Based on survey data from 411 predominantly young and educated virtual AI streaming users recruited through snowball sampling, we found that perceived responsiveness, perceived likeability, perceived expertise, and perceived anthropomorphism of virtual AI streamers are associated with trust and flow experience, both of which predict consumers’ impulsive purchase intentions. The fsQCA identified two paths that lead to impulsive purchase intention. The results imply that live streaming platforms need to engender consumers’ trust and flow experience in order to increase their impulsive purchase intention. Full article
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15 pages, 459 KiB  
Article
Higher Status, More Actions but Less Sacrifice: The SES Paradox in Pro-Environmental Behaviors
by Lijuan Fan and Ni An
Sustainability 2025, 17(15), 6948; https://doi.org/10.3390/su17156948 - 31 Jul 2025
Viewed by 364
Abstract
Identifying predictors of pro-environmental behaviors (PEBs) can not only figure out who concerns about the environment most but also inform possible pathways that advance or inhabit such prosocial actions. Most past studies and theories focus on factors that reside within personal characteristics or [...] Read more.
Identifying predictors of pro-environmental behaviors (PEBs) can not only figure out who concerns about the environment most but also inform possible pathways that advance or inhabit such prosocial actions. Most past studies and theories focus on factors that reside within personal characteristics or sociopsychological mechanisms rather than taking a holistic view that integrates these two elements into a framework. This study investigates how socioeconomic status (SES) correlates with PEBs, integrating both structural and psychological mechanisms. Drawing on the Stimulus–Organism–Response (SOR) theoretical framework, this paper examines the paradox whereby individuals with higher SES exhibit more frequent environmental actions yet demonstrate lower willingness to pay (WTP)—a form of economic sacrifice. Using nationally representative data from the 2021 Chinese General Social Survey (CGSS), our structural equation modeling reveals that adulthood SES positively correlates with environmental values and behaviors but negatively correlates with WTP. This challenges the traditional linear assumption that greater willingness necessarily leads to greater action. Additionally, while childhood SES predicts adult SES, it shows no direct effect on environmental engagement. These findings highlight multidimensional pathways by which SES shape environmental actions, necessitating differentiated policy approaches to build a sustainable world. Full article
(This article belongs to the Special Issue Urban Resident Participation and Sustainable Urban Environments)
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42 pages, 1202 KiB  
Article
Exploring Key Factors Influencing the Processual Experience of Visitors in Metaverse Museum Exhibitions: An Approach Based on the Experience Economy and the SOR Model
by Ronghui Wu, Lin Gao, Jiaxin Li, Anxin Xie and Xiao Zhang
Electronics 2025, 14(15), 3045; https://doi.org/10.3390/electronics14153045 - 30 Jul 2025
Viewed by 510
Abstract
With the advancement of immersive technologies, metaverse museum exhibitions have become an increasingly important medium through which audiences access cultural content and experience artistic works. This study aims to identify the key factors influencing visitors’ processual experiences in metaverse museum exhibitions and to [...] Read more.
With the advancement of immersive technologies, metaverse museum exhibitions have become an increasingly important medium through which audiences access cultural content and experience artistic works. This study aims to identify the key factors influencing visitors’ processual experiences in metaverse museum exhibitions and to explore how these factors collectively contribute to the formation of satisfaction with the visiting experience. Adopting an interdisciplinary theoretical perspective, the study integrates the Experience Economy theory with the Stimulus–Organism–Response (SOR) model to construct a systematic theoretical framework. This framework reveals how exhibition-related stimuli affect visitors’ behavioral intentions through psychological response pathways. Specifically, perceived educational appeal, interactive entertainment, escapist experience, and perceived visual aesthetics are defined as stimulus variables, while psychological immersion, emotional trigger, and cognitive engagement are introduced as organismic variables to explain their effects on satisfaction with the visiting experience and social sharing intention as response variables. Based on 507 valid responses, Partial Least Squares Structural Equation Modeling (PLS-SEM) was employed for empirical analysis. The results indicate that interactive entertainment and escapist experience have significant positive effects on psychological responses, serving as key drivers of deep visitor engagement. Emotional Trigger acts as a significant mediator between exhibition stimuli and satisfaction with the visiting experience, which in turn significantly predicts social sharing intention. In contrast, perceived educational appeal and perceived visual aesthetics exhibit weaker impacts at the cognitive and behavioral levels. This study not only identifies these weakened pathways but also proposes optimization strategies grounded in experiential construction and cognitive synergy, offering guidance for enhancing the educational function and deep experiential design of metaverse exhibitions. The findings validate the applicability of the Experience Economy theory and the SOR model in metaverse cultural contexts and deepen our understanding of the psychological mechanisms underlying immersive cultural experiences. This study further provides a pathway for shifting exhibition design from a “content-oriented” to an “experience-driven” approach, offering theoretical and practical insights into enhancing audience engagement and cultural communication effectiveness in metaverse museums. Full article
(This article belongs to the Special Issue Metaverse, Digital Twins and AI, 3rd Edition)
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16 pages, 543 KiB  
Article
Understanding the Impact of Social, Hedonic, and Promotional Cues on Purchase Intention in Short Video Platforms: A Dual-Path Model for Digital Sustainability
by Aonan Cao, Yannan Li and Ahreum Hong
Sustainability 2025, 17(15), 6894; https://doi.org/10.3390/su17156894 - 29 Jul 2025
Viewed by 628
Abstract
In the context of eco-friendly e-commerce, understanding the psychological and experiential mechanisms that drive consumers’ online purchasing behavior is essential for promoting sustainable platform development. This study aims to fill a critical gap in the literature by examining how social interaction, entertainment, and [...] Read more.
In the context of eco-friendly e-commerce, understanding the psychological and experiential mechanisms that drive consumers’ online purchasing behavior is essential for promoting sustainable platform development. This study aims to fill a critical gap in the literature by examining how social interaction, entertainment, and sales promotion influence consumers’ purchase intentions through the mediating roles of perceived value and immersive flow experience. Grounded in the Stimulus–Organism–Response (S-O-R) theoretical framework, we developed a structural model and conducted an empirical analysis using survey data collected from 438 online shoppers. Data analysis was conducted using SPSS and AMOS through SEM. The results show that social interaction and sales promotion significantly enhance both perceived value and flow experience, which in turn positively influence consumers’ purchase intentions. However, entertainment exhibits a negative and significant effect on perceived value and does not significantly affect flow experience, indicating that hedonic content may not always translate into perceived usefulness or deep engagement. Moreover, the influence of social interaction on flow experience was also found to be negative and significant, suggesting that not all forms of interaction necessarily lead to immersive experiences. These findings highlight the complex psychological dynamics in digital consumption. This study contributes original insights by integrating psychological engagement mechanisms with the goal of digital sustainability, offering practical implications for online retailers aiming to enhance user engagement and platform longevity through experience-driven strategies. Full article
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22 pages, 963 KiB  
Article
The Impact of E-Commerce Live Streaming on Purchase Intention for Sustainable Green Agricultural Products: A Study in the Context of Agricultural Tourism Integration
by Wenkui Jin and Wenying Zhang
Sustainability 2025, 17(15), 6850; https://doi.org/10.3390/su17156850 - 28 Jul 2025
Viewed by 589
Abstract
Growing awareness of sustainable development and green consumer concerns is driving the market expansion for green agriculture products. E-commerce live streaming gives rural enterprises a new channel through scenario-building and interaction, while agro-tourism integration combines resources to generate a variety of promotion scenarios. [...] Read more.
Growing awareness of sustainable development and green consumer concerns is driving the market expansion for green agriculture products. E-commerce live streaming gives rural enterprises a new channel through scenario-building and interaction, while agro-tourism integration combines resources to generate a variety of promotion scenarios. This study examines the effects of external stimuli, including social networks, resource endowment, infrastructure, and the characteristics of e-commerce streamers, on the perception, trust, perceived value, and purchase intention of green consumption. It is based on the SOR (Stimulus–Organism–Response) theoretical model and focuses on e-commerce live streaming in the agriculture-tourism integration scenario. According to a structural equation modeling (SEM) analysis of 350 consumer questionnaires, these external stimuli primarily influence purchase intention through perceived value, trust, and green consumption cognition, with resource endowment having the most significant impact. The effects of infrastructure on perceived value and streamer attractiveness on green consumption cognition are not statistically significant. This research not only broadens the use of the SOR model in the emerging field of agritourism integration but also offers rural businesses theoretical backing and useful guidance to maximize e-commerce live marketing and enhance agritourism integration. Full article
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30 pages, 3923 KiB  
Article
Exploring the Key Factors Influencing the Plays’ Continuous Intention of Ancient Architectural Cultural Heritage Serious Games: An SEM–ANN–NCA Approach
by Qian Bao, Siqin Wang, Ken Nah and Wei Guo
Buildings 2025, 15(15), 2648; https://doi.org/10.3390/buildings15152648 - 27 Jul 2025
Viewed by 539
Abstract
Serious games (SGs) have been widely employed in the digital preservation and transmission of architectural heritage. However, the key determinants and underlying mechanisms driving users’ continuance intentions toward ancient-architecture cultural heritage serious games (CH-SGs) have not been thoroughly investigated. Accordingly, a conceptual model [...] Read more.
Serious games (SGs) have been widely employed in the digital preservation and transmission of architectural heritage. However, the key determinants and underlying mechanisms driving users’ continuance intentions toward ancient-architecture cultural heritage serious games (CH-SGs) have not been thoroughly investigated. Accordingly, a conceptual model grounded in the stimulus–organism–response (S–O–R) framework was developed to elucidate the affective and behavioral effects experienced by CH-SG users. Partial least squares structural equation modeling (PLS-SEM) and artificial neural networks (ANNs) were employed to capture both the linear and nonlinear relationships among model constructs. By integrating sufficiency logic (PLS-SEM) and necessity logic (necessary condition analysis, NCA), “must-have” and “should-have” factors were identified. Empirical results indicate that cultural authenticity, knowledge acquisition, perceived enjoyment, and design aesthetics each exert a positive influence—of varying magnitude—on perceived value, cultural identification, and perceived pleasure, thereby shaping users’ continuance intentions. Moreover, cultural authenticity and perceived enjoyment were found to be necessary and sufficient conditions, respectively, for enhancing perceived pleasure and perceived value, which in turn indirectly bolster CH-SG users’ sustained use intentions. By creating an immersive, narratively rich, and engaging cognitive experience, CH-SGs set against ancient architectural backdrops not only stimulate users’ willingness to visit and protect heritage sites but also provide designers and developers with critical insights for optimizing future CH-SG design, development, and dissemination. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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35 pages, 1131 KiB  
Article
Sustainable Destination Management in Luxury Tourism: Balancing Economic Development and Environmental Responsibility
by Hilmi Birinci, Ismet Esenyel and Hayford Asare Obeng
Sustainability 2025, 17(15), 6815; https://doi.org/10.3390/su17156815 - 27 Jul 2025
Viewed by 532
Abstract
This study applied the Stimulus–Organism–Response Theory to investigate the impact of sustainable destination management on perceived luxury service quality, taking into account the mediating role of perceived environmental responsibility and the moderating effect of tourist environmental awareness. Data were obtained from 541 tourists [...] Read more.
This study applied the Stimulus–Organism–Response Theory to investigate the impact of sustainable destination management on perceived luxury service quality, taking into account the mediating role of perceived environmental responsibility and the moderating effect of tourist environmental awareness. Data were obtained from 541 tourists in Northern Cyprus, and the analysis was conducted using Herman’s single-factor test in SPSS version 23 and partial least squares structural equation modeling in SmartPLS version 4.1.1.2. The study’s results revealed a significant positive influence of sustainable destination management on both perceived luxury service quality and environmental responsibility. Furthermore, the study showed a significant positive relationship between perceived environmental responsibility and perceived luxury service quality. Additionally, tourist environmental consciousness was found to be an important influencing factor in perceived luxury service quality. The mediating role of perceived environmental responsibility was revealed to be a significant partial mediator between sustainable destination management and perceived luxury service quality pathways. Although environmental awareness revealed an insignificant moderating influence on the relationship between sustainable destination management and perceived luxury service quality, it indicated a negative significant moderating influence on the relationship between perceived environmental responsibility and perceived luxury service quality. The study highlights how assessments of luxury services are contingent upon perceived environmental responsibility through sustainable destination activities. Emphasizing both academic and management perspectives, it encourages future research to explore broader psychological and contextual factors. Therefore, it underscores the strategic necessity of sustainability in enhancing the luxury tourism experience. Full article
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26 pages, 456 KiB  
Article
The Impact of Web-Based Augmented Reality on Continuance Intention: A Serial Mediation Roles of Cognitive and Affective Responses
by Mary Y. William and Mohamed M. Fouad
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 175; https://doi.org/10.3390/jtaer20030175 - 8 Jul 2025
Viewed by 644
Abstract
The aim of this study is to investigate how consumers’ cognitive and affective responses to web-based augmented reality affect their intention to continue to use augmented reality. The novelty of this study is the integration of the Stimulus–Organism–Response model with Technology Continuance Theory, [...] Read more.
The aim of this study is to investigate how consumers’ cognitive and affective responses to web-based augmented reality affect their intention to continue to use augmented reality. The novelty of this study is the integration of the Stimulus–Organism–Response model with Technology Continuance Theory, allowing for an investigation of the relationships among the following critical variables: augmented reality (AR), utilitarian value, perceived risk, user satisfaction, attitude toward AR, and continuance intention. The study sample consisted of 452 participants. Data were analyzed using the Partial Least Squares–Structural Equation Modeling (PLS-SEM) approach. The results indicate significant direct relationships between all variables. Furthermore, this study demonstrated an indirect relationship between AR and continuance intention, mediated sequentially by cognitive responses, namely, utilitarian value and perceived risk, and affective responses, including user satisfaction and attitude toward AR. Consequently, it was revealed that all indirect relationships were significant, except for the pathways from AR to continuance intention involving perceived risk. This study presents key insights for online retailers, demonstrating how the integration of AR technology into conventional online shopping platforms can optimize user experiences by enhancing the cognitive and affective responses of customers. This, in turn, strengthens their intention to continue using AR technology, fostering sustained engagement and the long-term adoption of AR technology. Full article
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20 pages, 517 KiB  
Article
Exploring the Mechanism of AI-Powered Virtual Idols’ Intelligence Level on Digital Natives’ Impulsive Buying Intention in E-Commerce Live Streaming: A Perspective of Psychological Distance
by Honglei Li, Wenshu Li and Tianliang Ma
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 173; https://doi.org/10.3390/jtaer20030173 - 7 Jul 2025
Viewed by 980
Abstract
With the rise of live-streaming services on e-commerce platforms, AI-powered virtual idols have demonstrated tremendous application potential and thus possess high commercial value. From the perspective of psychological distance, this study adopts the Stimulus–Organism–Response (S–O–R) theoretical framework to construct a research model of [...] Read more.
With the rise of live-streaming services on e-commerce platforms, AI-powered virtual idols have demonstrated tremendous application potential and thus possess high commercial value. From the perspective of psychological distance, this study adopts the Stimulus–Organism–Response (S–O–R) theoretical framework to construct a research model of “AI-powered virtual idols–psychological distance–impulsive buying intention”. The model aims to explore how AI-powered virtual idols promote digital natives’ impulsive buying intention in the context of e-commerce live streaming. Furthermore, this study examines the moderating effect of technology readiness on the relationship between AI-powered virtual idols and psychological distance. The findings reveal that the level of intelligence of AI-powered virtual idols—including interactivity, anthropomorphism, homogeneity, and reputation—enhances digital natives’ impulsive buying intention by reducing psychological distance. For digital natives with lower technology readiness, the effect of AI-powered virtual idols in narrowing psychological distance is more pronounced. These findings enrich AI-driven consumer behavior models from a theoretical perspective and offer theoretical support and practical insights for developing AI-empowered digital marketing strategies tailored to the psychological traits and technological adaptability of digital natives. Full article
(This article belongs to the Special Issue Human–Technology Synergies in AI-Driven E-Commerce Environments)
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21 pages, 579 KiB  
Article
Entrepreneurial Education and Innovation Intentions Among University Students: A Structural Assessment of Opportunity Recognition, Psychological Capital, and Fear of Failure
by Suha Tahan
Adm. Sci. 2025, 15(7), 261; https://doi.org/10.3390/admsci15070261 - 7 Jul 2025
Viewed by 725
Abstract
In academia, innovation intentions among students are a highly sought-after outcome due to their overarching positive impacts on performance and well-being, especially in the higher education context. This research addresses entrepreneurial education and its influence on innovation intentions across several universities in Beirut, [...] Read more.
In academia, innovation intentions among students are a highly sought-after outcome due to their overarching positive impacts on performance and well-being, especially in the higher education context. This research addresses entrepreneurial education and its influence on innovation intentions across several universities in Beirut, Lebanon. The research also examines the indirect effects of opportunity recognition and psychological capital as mediators and fear of failure as a moderator. Through the lens of the theory of planned behavior, the stimulus-organism-response model, and the entrepreneurial event model, a survey was designed. A total of 263 samples were collected from the students of three universities in Beirut where the academic setting was English, and international students were present. Using Partial Least Squares—Structural Equation Modeling, the data was analyzed, and the hypotheses were supported. Results suggest that the learning environment in universities is a major determinant of innovative outcomes for students. However, implementation of entrepreneurial education alone cannot be as effective as it needs to be; it must be complemented by initiatives that enhance perceptions and internal capabilities of students to achieve innovation in their behaviors. This highlights the vitality of psychological capital and fear of failure in this context. Full article
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21 pages, 20145 KiB  
Article
Analyzing Factors Influencing Learning Motivation in Online Virtual Museums Using the S-O-R Model: A Case Study of the National Museum of Natural History
by Jiaying Li, Lin Zhou and Wei Wei
Information 2025, 16(7), 573; https://doi.org/10.3390/info16070573 - 4 Jul 2025
Viewed by 639
Abstract
Advances in information technology have enabled virtual museums to transcend traditional physical boundaries and become important tools in education. Despite their growing use, the factors influencing the effectiveness of virtual museums in enhancing students’ learning motivation remain underexplored. This study investigates key factors [...] Read more.
Advances in information technology have enabled virtual museums to transcend traditional physical boundaries and become important tools in education. Despite their growing use, the factors influencing the effectiveness of virtual museums in enhancing students’ learning motivation remain underexplored. This study investigates key factors that promote learning motivation among secondary school students using the National Museum of Nature’s Online Virtual Exhibition as a case study. Grounded in the Stimulus–Organism–Response (S-O-R) theoretical framework, a conceptual model was developed and empirically tested using Structural Equation Modeling (SEM) to examine relationships among stimulus variables, psychological states, and learning motivation. Results reveal that affective involvement, cognitive engagement, and perceived presence significantly enhance learning motivation, while immersion shows no significant effect. Among the stimulus factors, perceived enjoyment strongly promotes affective involvement, perceived interactivity enhances cognitive engagement, and content quality primarily supports cognitive processing. Visual aesthetics contribute notably to immersion, affective involvement, and perceived presence. These findings elucidate the multidimensional mechanisms through which user experience in virtual museums influences learning motivation. The study provides theoretical and practical implications for designing effective and engaging virtual museum educational environments, thereby supporting sustainable digital learning practices. Full article
(This article belongs to the Special Issue Information Technology in Society)
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21 pages, 770 KiB  
Article
Unraveling Tourist Behavioral Intentions in Historic Urban Built Environment: The Mediating Role of Perceived Value via SOR Model in Macau’s Heritage Sites
by Jiaxing Liu, Yongchao Zhu, Jing Liu and Pohsun Wang
Buildings 2025, 15(13), 2316; https://doi.org/10.3390/buildings15132316 - 1 Jul 2025
Viewed by 484
Abstract
In response to growing concerns about overtourism and the need for sustainable heritage tourism, this study investigates how external environmental stimuli affect tourists’ perceived value and behavioral intentions in historic urban environments. Using the Stimulus–Organism–Response (SOR) model as the theoretical framework, and based [...] Read more.
In response to growing concerns about overtourism and the need for sustainable heritage tourism, this study investigates how external environmental stimuli affect tourists’ perceived value and behavioral intentions in historic urban environments. Using the Stimulus–Organism–Response (SOR) model as the theoretical framework, and based on 275 valid questionnaires collected from five major sites in the Historic Center of Macau, this study explores the direct and indirect relationships among four types of environmental stimuli (physical factors, social activities, environmental atmosphere, and information and services), perceived value, and behavioral intentions. The results of structural equation modeling (SEM) indicate that all four stimuli significantly influence perceived value and behavioral intentions. Among them, physical factors exert the strongest influence on perceived value (β = 0.291, p < 0.001), while social activities are the most influential predictor of behavioral intentions (β = 0.225, p < 0.01). Perceived value plays a significant mediating role in all relationships, with the largest mediation effect found in the path from physical factors to behavioral intentions (27.99%), followed by environmental atmosphere (24.80%), information and services (22.62%), and social activities (11.66%). These findings validate the applicability of the SOR model in heritage tourism contexts and highlight the central role of perceived value in shaping tourist behavior. Theoretically, this study advances our understanding of how multidimensional environmental stimuli contribute to value-based decision-making in tourism. Practically, it provides actionable insights for urban planners and heritage managers to design environments that promote deeper engagement and foster sustainable tourist behavior in high-density historic destinations like Macau. Full article
(This article belongs to the Special Issue New Trends in Built Environment and Mobility)
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21 pages, 1035 KiB  
Article
Using Augmented Reality to Improve Tourism Marketing Effectiveness
by Alaa Aggag and Wael Kortam
Sustainability 2025, 17(13), 5747; https://doi.org/10.3390/su17135747 - 22 Jun 2025
Cited by 1 | Viewed by 909
Abstract
This study investigates the impact of web-based augmented reality (Web AR) on destination visit intention through the lens of a stimulus–organism–response (SOR) framework, a technology acceptance model (TAM) and flow theory into an integrated theoretical framework. This study aims to address gaps in [...] Read more.
This study investigates the impact of web-based augmented reality (Web AR) on destination visit intention through the lens of a stimulus–organism–response (SOR) framework, a technology acceptance model (TAM) and flow theory into an integrated theoretical framework. This study aims to address gaps in the literature by providing insights about the relevance of augmented reality to tourism marketing effectiveness. Structural equation modeling was used to test this conceptual framework using AMOS23 on quantitative data collected from questionnaires distributed locally and internationally and applied to 384 participants after going through a Web AR destination experience. The findings confirmed that Web AR stimuli (i.e., interactivity and vividness) positively impact tourists’ destination visit intention through the tourist organism in terms of perceived ease of use, perceived usefulness, perceived certainty, perceived enjoyment and perceived immersion. Therefore, the promotion of destinations through augmented reality technology contributes to the development of sustainable tourism. The findings of this study will shed light on an alternative idea for destination marketing to inspire destination management organizations (DMOs) wishing to develop a competitive edge and win within the tourism industry. The results thus contribute to the Web AR and the tourism marketing literature by providing theoretical guidance through a framework for the AR tourism experience, as well as a reference for DMOs. Full article
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20 pages, 456 KiB  
Article
What Drives Consumer Engagement and Purchase Intentions in Fashion Live Commerce?
by Kihyang Han and Hyeon Jo
Sustainability 2025, 17(13), 5734; https://doi.org/10.3390/su17135734 - 22 Jun 2025
Viewed by 1301
Abstract
Fashion live commerce has rapidly emerged as a compelling format that blends entertainment, real-time interaction, and product promotion. However, limited research has examined how specific experiential and perceptual factors influence consumer behavior in this context. This study aims to identify the key psychological [...] Read more.
Fashion live commerce has rapidly emerged as a compelling format that blends entertainment, real-time interaction, and product promotion. However, limited research has examined how specific experiential and perceptual factors influence consumer behavior in this context. This study aims to identify the key psychological and environmental drivers of satisfaction, continued platform use, and purchase intention among viewers of fashion live commerce. Using the stimulus–organism–response framework, this research focuses on the effects of perceived credibility, social media influencer characteristics, informativeness, internal shop environment, and monetary savings. Data were collected from 300 users of fashion live commerce platforms and analyzed using partial least squares structural equation modeling (PLS-SEM). The results indicate that all predictor variables significantly influence either satisfaction or current use, and both satisfaction and current use significantly predict purchase intention. Among the factors, satisfaction plays a central role, acting as a strong predictor for both current engagement and future buying decisions. These findings offer theoretical insights into consumer engagement in live commerce and provide practical guidance for streamers, marketers, and platform designers aiming to improve user experience and conversion rates. This study contributes to understanding the evolving dynamics of digital shopping environments shaped by social and emotional interactions. Full article
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22 pages, 1793 KiB  
Article
The Impact of Green Perception on Pro-Greenspace Behavior of Urban Residents in Megacities: Shaped by “Good Citizen” Image
by Yige Ju, Tianyu Chen, Guohua Hu and Feng Mi
Forests 2025, 16(6), 1014; https://doi.org/10.3390/f16061014 - 17 Jun 2025
Viewed by 335
Abstract
Green perception underlies pro-greenspace behavior, but external stimuli and behavior are not always aligned. Understanding how residents’ perceived external green stimuli influence pro-greenspace behavior, and how the “good citizen” image (face) shapes this relationship, is essential. The study aims to deepen the understanding [...] Read more.
Green perception underlies pro-greenspace behavior, but external stimuli and behavior are not always aligned. Understanding how residents’ perceived external green stimuli influence pro-greenspace behavior, and how the “good citizen” image (face) shapes this relationship, is essential. The study aims to deepen the understanding of the complex mechanisms driving urban residents’ pro-greenspace behavior by constructing an extended Stimulus-Organism-Response theoretical framework (C-SOR) that includes contextual factors. Using data from a 2024 field survey of 959 residents from Shanghai, China, this study employs Ordinary Least Squares (OLS) regression to examine the main effect of green perception on pro-greenspace behavior. A mediation model is employed to analyze the mediating role of nature connectedness, while a moderation model tests the moderating effect of “good citizen” image (face) on the stimulus–behavior relationship. The results show that green perception significantly promotes pro-greenspace behavior, positively influencing it through nature connectedness. However, the “good citizen” image (face) exerts a motivational crowding-out effect on green perception. Further analysis reveals individual heterogeneity in the expression of these effects across different types of pro-greenspace behavior. The findings highlight the importance of green space experience and the activation of environmental wisdom in traditional culture, offering new perspectives for developing strategies to guide pro-greenspace behavior. Full article
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