{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T16:10:12Z","timestamp":1782317412670,"version":"3.54.5"},"reference-count":99,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T00:00:00Z","timestamp":1772582400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Artif. Intell."],"abstract":"<jats:p>The rapid convergence of Artificial Intelligence (AI) and Metaverse technologies is reshaping the higher education landscape by enabling immersive, personalized, and adaptive learning experiences. However, the long-term sustainability of such innovations remains uncertain without addressing environmental, social, and governance (ESG) considerations. This study develops and empirically validates an ESG-informed framework for Sustainable AI\u2013Metaverse Adoption (SAAM) in higher education. A quantitative research design was employed, collecting data from 280 university students across diverse disciplines through a structured survey. Structural Equation Modeling (SEM-PLS) was applied to assess measurement reliability, convergent and discriminant validity, and to test the proposed hypotheses. The empirical results demonstrate that ESG dimensions exert differential effects on sustainable adoption, with environmental and social factors showing stronger direct associations than governance-related variables. Environmental sustainability, through energy-efficient AI systems, significantly enhances SAAM. Similarly, social dimensions, particularly inclusive AI access and student acceptance, exert robust positive effects on sustainable adoption, whereas faculty readiness influences adoption indirectly. Conversely, governance-related factors exhibit comparatively weaker direct effects: institutional policy support enhances digital infrastructure but does not directly influence SAAM, whereas ethical AI use has a limited impact, reflecting student prioritization of usability over ethics in early stages of adoption. Importantly, the outcomes highlight that SAAM substantially fosters digital pedagogical innovation (DPI) and enhanced student learning outcomes (ESLO), confirming its transformative potential. The study contributes theoretically by integrating ESG principles into technology adoption research, offering a multidimensional lens that enriches the understanding of sustainable digital transformation in higher education. Practically, it provides institutions and policymakers with evidence-based insights to design environmentally conscious, socially inclusive, and governance-supported strategies for AI\u2013Metaverse integration. Future research should expand to cross-cultural contexts, larger samples, and longitudinal designs to validate and generalize these findings.<\/jats:p>","DOI":"10.3389\/frai.2026.1738730","type":"journal-article","created":{"date-parts":[[2026,3,4]],"date-time":"2026-03-04T07:15:52Z","timestamp":1772608552000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":4,"title":["Sustainable adoption of artificial intelligence and the Metaverse in higher education: an environmental, social, and governance\u2013based analysis of pedagogical innovation and perceived student learning outcomes"],"prefix":"10.3389","volume":"9","author":[{"given":"Jehad","family":"Alqurni","sequence":"first","affiliation":[{"name":"Department of Educational Technologies, College of Education, Imam Abdulrahman Bin Faisal University","place":["Dammam, Saudi Arabia"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,3,4]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"179","DOI":"10.1016\/0749-5978(91)90020-t","article-title":"The theory of planned behavior","volume":"50","author":"Ajzen","year":"1991","journal-title":"Organ. 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Soc."},{"key":"ref14","doi-asserted-by":"publisher","first-page":"101252","DOI":"10.1016\/j.ijme.2025.101252","article-title":"Integrating AI chatbots for enhancing academic support in business education: a SEM-based study toward sustainable learning","volume":"23","author":"Alwakid","year":"2025","journal-title":"Int. J. Manag. Educ."},{"key":"ref15","doi-asserted-by":"publisher","first-page":"17","DOI":"10.36923\/jicc.v24i2.629","article-title":"Sustainable business practices: integrating environmental, social, and governance (ESG) metrics","volume":"1","author":"Aslam","year":"2024","journal-title":"Int. J. Bus. Comput. Sci."},{"key":"ref16","doi-asserted-by":"crossref","DOI":"10.29085\/9781783304967","volume-title":"Introduction to information science","author":"Bawden","year":"2022"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1016\/j.pedn.2019.09.004","article-title":"Getting ready for adult healthcare: designing a chatbot to coach adolescents with special health needs through the transitions of care","volume":"49","author":"Beaudry","year":"2019","journal-title":"J. Pediatr. Nurs."},{"key":"ref18","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1186\/s41239-019-0176-8","article-title":"Mapping research in student engagement and educational technology in higher education: a systematic evidence map","volume":"17","author":"Bond","year":"2020","journal-title":"Int. J. Educ. Technol. High. 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Technol."},{"key":"ref30","article-title":"The effect of AI gamification on students\u2019 engagement and academic achievement: SEM analysis perspectives","author":"Dahri","year":"","journal-title":"IEEE Access"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived usefulness, perceived ease of use, and user acceptance of information technology","volume":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"982","DOI":"10.1287\/mnsc.35.8.982","article-title":"User acceptance of computer technology: a comparison of two theoretical models","volume":"35","author":"Davis","year":"1989","journal-title":"Manag. Sci."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"3242","DOI":"10.1108\/GKMC-08-2023-0287","article-title":"Metaverse adoption: a systematic literature review and roadmap for future research","volume":"74","author":"Dhingra","year":"2024","journal-title":"Glob. Knowl. Mem. Commun."},{"key":"ref34","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1111\/j.1467-8551.2006.00500.x","article-title":"Formative versus reflective indicators in organizational measure development: a comparison and empirical illustration","volume":"17","author":"Diamantopoulos","year":"2006","journal-title":"Br. J. Manag."},{"key":"ref35","doi-asserted-by":"publisher","first-page":"971","DOI":"10.1007\/s10796-021-10106-y","article-title":"Social media adoption, usage and impact in business-to-business (B2B) context: a state-of-the-art literature review","volume":"25","author":"Dwivedi","year":"2023","journal-title":"Inf. Syst. 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Rhetor."},{"key":"ref39","doi-asserted-by":"publisher","first-page":"97","DOI":"10.59944\/postaxial.v2i2.300","article-title":"The role of virtual reality in enhancing experiential learning: a comparative study of traditional and immersive learning environments","author":"Fitrianto","year":"2024","journal-title":"Int. J. Post Axial Futur. Teach. Learn."},{"key":"ref40","volume-title":"Structural equation models with unobservable variables and measurement error: Algebra and statistics","author":"Fornell","year":"1981"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1007\/978-3-319-02600-8_15","volume-title":"Technology enhanced learning: Research themes","author":"Grant","year":"2017"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"100027","DOI":"10.1016\/j.rmal.2022.100027","article-title":"Partial least squares structural equation modeling (PLS-SEM) in second language and education research: guidelines using an applied example","volume":"1","author":"Hair","year":"2022","journal-title":"Res. Methods Appl. Linguist."},{"key":"ref43","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1108\/EBR-09-2015-0094","article-title":"Identifying and treating unobserved heterogeneity with FIMIX-PLS: part I\u2013method","volume":"28","author":"Hair Joe","year":"2016","journal-title":"Eur. Bus. Rev."},{"key":"ref44","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-030-80519-7","volume-title":"A primer on partial least squares structural equation modelling (PLS-SEM)","author":"Hair","year":"2021"},{"key":"ref45","volume-title":"Manual de partial least squares structural equation modeling (pls-sem)","author":"Hair","year":""},{"key":"ref46","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1504\/IJMDA.2017.087624","article-title":"PLS-SEM or CB-SEM: updated guidelines on which method to use","volume":"1","author":"Hair","year":"2017","journal-title":"Int. J. Multivar. Data Anal."},{"key":"ref47","doi-asserted-by":"publisher","first-page":"2","DOI":"10.1108\/EBR-11-2018-0203","article-title":"When to use and how to report the results of PLS-SEM","volume":"31","author":"Hair","year":"","journal-title":"Eur. Bus. Rev."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"2081","DOI":"10.3390\/buildings13082081","article-title":"Promoting social equity and building resilience through value-inclusive design","volume":"13","author":"Harris","year":"2023","journal-title":"Buildings"},{"key":"ref49","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1007\/s11747-014-0403-8","article-title":"A new criterion for assessing discriminant validity in variance-based structural equation modeling","volume":"43","author":"Henseler","year":"2015","journal-title":"J. Acad. Mark. Sci."},{"key":"ref50","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1108\/JSTPM-09-2017-0044","article-title":"Empowering application strategy in the technology adoption: insights from professional and ethical engagement","volume":"10","author":"Huda","year":"2019","journal-title":"J. Sci. Technol. Policy Manag."},{"key":"ref51","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/ACCESS.2025.3540944","article-title":"Edu-Metaverse: a comprehensive review of virtual learning environments","volume":"13","author":"Illi","year":"2025","journal-title":"IEEE Access"},{"key":"ref52","doi-asserted-by":"publisher","first-page":"16610","DOI":"10.1038\/s41598-025-01676-x","article-title":"Generative AI tool use enhances academic achievement in sustainable education through shared metacognition and cognitive offloading among preservice teachers","volume":"15","author":"Iqbal","year":"2025","journal-title":"Sci. Rep."},{"key":"ref53","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1038\/s42256-019-0088-2","article-title":"The global landscape of AI ethics guidelines","volume":"1","author":"Jobin","year":"2019","journal-title":"Nature Machine Intelligence"},{"key":"ref54","doi-asserted-by":"publisher","first-page":"e13424","DOI":"10.1016\/j.heliyon.2023.e13424","article-title":"A collaborative Metaverse based a-la-carte framework for tertiary education (CO-MATE)","volume":"9","author":"Joshi","year":"2023","journal-title":"Heliyon"},{"key":"ref55","doi-asserted-by":"publisher","first-page":"e1252","DOI":"10.7717\/peerj-cs.1252","article-title":"The rising trend of Metaverse in education: challenges, opportunities, and ethical considerations","volume":"9","author":"Kaddoura","year":"2023","journal-title":"PeerJ Comput. Sci."},{"key":"ref56","volume-title":"Principles and practice of structural equation modeling","author":"Kline","year":"2015"},{"key":"ref57","volume-title":"The extended mind & body in extended realities: A scoping review of XR applications and risks in the Metaverse","author":"Kourtesis","year":"2024"},{"key":"ref58","doi-asserted-by":"publisher","first-page":"2919","DOI":"10.3390\/su17072919","article-title":"Teacher responsiveness in inclusive education: a participatory study of pedagogical practice, well-being, and sustainability","volume":"17","author":"Lapidot-Lefler","year":"2025","journal-title":"Sustainability"},{"key":"ref59","doi-asserted-by":"publisher","first-page":"1103","DOI":"10.1177\/10468781241287892","article-title":"Immersive simulations in surgical training: analyzing the interplay between virtual and real-world environments","volume":"55","author":"Lawson McLean","year":"2024","journal-title":"Simul. Gaming"},{"key":"ref60","doi-asserted-by":"publisher","first-page":"e28602","DOI":"10.1016\/j.heliyon.2024.e28602","article-title":"Factors affecting Metaverse adoption in education: a systematic review, adoption framework, and future research agenda","volume":"10","author":"Maghaydah","year":"2024","journal-title":"Heliyon"},{"key":"ref61","doi-asserted-by":"publisher","first-page":"8961","DOI":"10.1007\/s10639-022-10968-y","article-title":"A sustainable university: digital transformation and beyond","volume":"27","author":"Mohamed Hashim","year":"2022","journal-title":"Educ. Inf. Technol."},{"key":"ref62","doi-asserted-by":"publisher","first-page":"21582440251363668","DOI":"10.1177\/21582440251363668","article-title":"Exploring the potential of Metaverse adoption in higher education: a diffusion of innovation model approach to enhancing student engagement","volume":"15","author":"Mukred","year":"2025","journal-title":"SAGE Open"},{"key":"ref63","volume-title":"Artificial intelligence adoption in education: A study on attitudes, readiness, and intention","author":"Musawa","year":"2024"},{"key":"ref64","doi-asserted-by":"publisher","first-page":"486","DOI":"10.3390\/encyclopedia2010031","article-title":"Metaverse","volume":"2","author":"Mystakidis","year":"2022","journal-title":"Encyclopedia"},{"key":"ref65","doi-asserted-by":"publisher","first-page":"1883","DOI":"10.1007\/s10639-021-10682-1","article-title":"A systematic mapping review of augmented reality applications to support STEM learning in higher education","volume":"27","author":"Mystakidis","year":"2022","journal-title":"Educ. Inf. Technol."},{"key":"ref66","volume-title":"Psychometric theory","author":"Nunnally","year":"1994"},{"key":"ref67","doi-asserted-by":"publisher","first-page":"1434","DOI":"10.51594\/csitrj.v5i6.1226","article-title":"Driving energy transition through financial innovation: the critical role of big data and ESG metrics","volume":"5","author":"Olanrewaju","year":"2024","journal-title":"Comput. Sci. IT Res. J."},{"key":"ref68","doi-asserted-by":"publisher","first-page":"2255","DOI":"10.1007\/s10055-023-00802-2","article-title":"Toward the validation of VR-HMDs for medical education: a systematic literature review","volume":"27","author":"Pedram","year":"2023","journal-title":"Virtual Reality"},{"key":"ref69","doi-asserted-by":"publisher","first-page":"879","DOI":"10.1037\/0021-9010.88.5.879","article-title":"Common method biases in behavioral research: a critical review of the literature and recommended remedies","volume":"88","author":"Podsakoff","year":"2003","journal-title":"J. Appl. Psychol."},{"key":"ref70","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0001-6918(99)00050-5","article-title":"Optimal number of response categories in rating scales: reliability, validity, discriminating power, and respondent preferences","volume":"104","author":"Preston","year":"2000","journal-title":"Acta Psychol."},{"key":"ref71","doi-asserted-by":"publisher","first-page":"1105","DOI":"10.1007\/s11528-025-01100-1","article-title":"Pedagogical applications of generative AI in higher education: a systematic review of the field","volume":"69","author":"Qian","year":"2025","journal-title":"TechTrends"},{"key":"ref72","doi-asserted-by":"publisher","first-page":"364","DOI":"10.1080\/0960085X.2021.1955628","article-title":"Understanding dark side of artificial intelligence (AI) integrated business analytics: assessing firm\u2019s operational inefficiency and competitiveness","volume":"31","author":"Rana","year":"2022","journal-title":"Eur. J. Inf. Syst."},{"key":"ref73","doi-asserted-by":"publisher","first-page":"1865","DOI":"10.1108\/imds-10-2015-0449","article-title":"Gain more insight from your PLS-SEM results","volume":"116","author":"Ringle","year":"2016","journal-title":"Ind. Manag. Data Syst."},{"key":"ref74","doi-asserted-by":"publisher","first-page":"57717","DOI":"10.1109\/access.2023.3283273","article-title":"Development of a framework for Metaverse in education: a systematic literature review approach","volume":"11","author":"Roy","year":"2023","journal-title":"IEEE Access"},{"key":"ref75","doi-asserted-by":"crossref","DOI":"10.20944\/preprints202505.0338.v1","volume-title":"Technology readiness, social influence, and anxiety as predictors of university educators\u2019 perceptions of generative AI usefulness and effectiveness","author":"Sallam","year":"2025"},{"key":"ref77","doi-asserted-by":"publisher","first-page":"99203","DOI":"10.1109\/ACCESS.2025.3574265","article-title":"Integrating VR, AR, and haptics in basic surgical skills training: a review and perspective","volume":"13","author":"Sanfilippo","year":"2025","journal-title":"IEEE Access"},{"key":"ref78","doi-asserted-by":"publisher","first-page":"100599","DOI":"10.1016\/j.progress.2021.100599","article-title":"Innovation and entrepreneurship for sustainable development: lessons from Ethiopia","volume":"160","author":"Shkabatur","year":"2022","journal-title":"Prog. Plan."},{"key":"ref79","doi-asserted-by":"publisher","first-page":"8","DOI":"10.53361\/dmejc.v5i01.02","article-title":"Future of digital education: inclusive, immersive, equitable","volume":"5","author":"Siddiqi","year":"2024","journal-title":"MediaSpace"},{"key":"ref80","doi-asserted-by":"publisher","first-page":"5438","DOI":"10.1038\/s41598-025-86464-3","article-title":"A SEM\u2013ANN analysis to examine impact of artificial intelligence technologies on sustainable performance of SMEs","volume":"15","author":"Soomro","year":"2025","journal-title":"Sci. Rep."},{"key":"ref81","doi-asserted-by":"publisher","first-page":"7351","DOI":"10.3390\/su16177351","article-title":"The adoption of digital technologies by small and medium-sized enterprises for sustainability and value creation in Pakistan: the application of a two-staged hybrid SEM-ANN approach","volume":"16","author":"Soomro","year":"2024","journal-title":"Sustainability"},{"key":"ref82","doi-asserted-by":"publisher","first-page":"13693","DOI":"10.1609\/aaai.v34i09.7123","article-title":"Energy and policy considerations for modern deep learning research","volume":"34","author":"Strubell","year":"2020","journal-title":"Proc. AAAI Conf. Artif. Intel."},{"key":"ref83","doi-asserted-by":"publisher","first-page":"3598","DOI":"10.11591\/eei.v11i6.4035","article-title":"Acceptance of augmented reality in video conference based learning during COVID-19 pandemic in higher education","volume":"11","author":"Sunardi","year":"2022","journal-title":"Bull. Electr. Eng. 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Dev."},{"key":"ref88","doi-asserted-by":"publisher","first-page":"e12822","DOI":"10.1111\/ejed.12822","article-title":"Redefining higher education institutions (HEIs) in the era of globalisation and global crises: a proposal for future sustainability","volume":"60","author":"Ul Hassan","year":"2025","journal-title":"Eur. J. Educ."},{"key":"ref89","doi-asserted-by":"publisher","first-page":"1801","DOI":"10.3390\/su13041801","article-title":"Blockchain technology adoption in smart learning environments","volume":"13","author":"Ullah","year":"2021","journal-title":"Sustainability"},{"key":"ref90","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1287\/isre.11.4.342.11872","article-title":"Determinants of perceived ease of use: integrating control, intrinsic motivation, and emotion into the technology acceptance model","volume":"11","author":"Venkatesh","year":"2000","journal-title":"Inf. Syst. Res."},{"key":"ref91","doi-asserted-by":"publisher","first-page":"157","DOI":"10.2307\/41410412","article-title":"Consumer acceptance and use of information technology: extending the unified theory of acceptance and use of technology","volume":"36","author":"Venkatesh","year":"2012","journal-title":"MIS Q."},{"key":"ref92","doi-asserted-by":"publisher","first-page":"425","DOI":"10.2307\/30036540","article-title":"User acceptance of information technology: toward a unified view","volume":"27","author":"Viswanath","year":"2003","journal-title":"MIS Q."},{"key":"ref93","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/10494820.2025.2465451","article-title":"Transforming education through artificial intelligence and immersive technologies: enhancing learning experiences","author":"Wang","year":"2025","journal-title":"Interact. Learn. Environ."},{"key":"ref94","first-page":"195","author":"Whittlestone","year":"2019"},{"key":"ref95","doi-asserted-by":"publisher","first-page":"e10562","DOI":"10.1016\/j.heliyon.2022.e10562","article-title":"A study of college students\u2019 intention to use Metaverse technology for basketball learning based on UTAUT2","volume":"8","author":"Yang","year":"2022","journal-title":"Heliyon"},{"key":"ref96","first-page":"54","article-title":"Perceptions of health professions students on the use of immersive virtual reality","volume":"16","author":"Yu","year":"2024","journal-title":"Afr. J. Health Prof. Educ."},{"key":"ref97","doi-asserted-by":"publisher","first-page":"1626680","DOI":"10.3389\/fonc.2025.1626680","article-title":"The application of the Metaverse in surgical clinical teaching: transforming medical education through immersive approaches","volume":"15","author":"Yu","year":"2025","journal-title":"Front. Oncol."},{"key":"ref98","doi-asserted-by":"publisher","first-page":"108352","DOI":"10.1016\/j.buildenv.2021.108352","article-title":"Inclusion, diversity, equity and accessibility in the built environment: a study of architectural design practice","volume":"206","author":"Zallio","year":"2021","journal-title":"Build. Environ."},{"key":"ref99","doi-asserted-by":"publisher","first-page":"319","DOI":"10.19173\/irrodl.v21i3.4659","article-title":"Elements of open education: an invitation to future research","volume":"21","author":"Zawacki-Richter","year":"2020","journal-title":"Int. Rev. Res. 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