International perspectives on artificial intelligence in higher education: An explorative study of students' intention to use ChatGPT across the Nordic countries and the USA
This study explored factors influencing ChatGPT adoption among higher education students in five Nordic countries (Sweden, Finland, Denmark, Norway, and Iceland) and the USA. The unified theory of acceptance and use of technology 2 (UTAUT2) framework was employed and extended to incorporate personal innovativeness. Data was collected from 586 students recruited through Prolific and analyzed using partial least squares structural equation modeling (PLS-SEM). The findings revealed varying patterns of relationships between different factors and behavioral intention in each region. In the Nordic countries, performance expectancy, hedonic motivation, and habit demonstrated positive relationships with behavioral intention. In the USA, the results revealed positive relationships between behavioral intention and performance expectancy, social influence, habit, and personal innovativeness. Performance expectancy emerged as the strongest predictor of behavioral intention in both regions. In both the Nordic countries and the USA, habit and behavioral intention emerged as the only predictors of ChatGPT use behavior. Behavioral intention demonstrated a marginally stronger influence on use behavior in both regions. These findings offer insights for educators and policymakers regarding AI integration in academic settings by highlighting common drivers and differences in AI adoption patterns.
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Monash Univ Malaysia, Sch Informat Technol, Jalan Lagoon Selatan, Subang Jaya 47500, Selangor, MalaysiaMonash Univ Malaysia, Sch Informat Technol, Jalan Lagoon Selatan, Subang Jaya 47500, Selangor, Malaysia
Wang, Lillian-Yee-Kiaw
Lew, Sook-Ling
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Multimedia Univ, Fac Informat Sci & Technol, Jalan Ayer Keroh Lama, Melaka 75450, MalaysiaMonash Univ Malaysia, Sch Informat Technol, Jalan Lagoon Selatan, Subang Jaya 47500, Selangor, Malaysia
Lew, Sook-Ling
Lau, Siong-Hoe
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Multimedia Univ, Fac Informat Sci & Technol, Jalan Ayer Keroh Lama, Melaka 75450, MalaysiaMonash Univ Malaysia, Sch Informat Technol, Jalan Lagoon Selatan, Subang Jaya 47500, Selangor, Malaysia
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Sante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, FranceSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Haneef, Romana
Delnord, Marie
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Sciensano, Epidemiol & Publ Hlth, Brussels, BelgiumSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Delnord, Marie
Vernay, Michel
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Sante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, FranceSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Vernay, Michel
Bauchet, Emmanuelle
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Sante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, FranceSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Bauchet, Emmanuelle
Gaidelyte, Rita
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Inst Hyg, Hlth Informat Ctr, Vilnius, LithuaniaSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Gaidelyte, Rita
Van Oyen, Herman
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Sciensano, Epidemiol & Publ Hlth, Brussels, Belgium
Univ Ghent, Dept Publ Hlth, Ghent, BelgiumSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Van Oyen, Herman
Or, Zeynep
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Inst Res & Informat Hlth Econ, Paris, FranceSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Or, Zeynep
Perez-Gomez, Beatriz
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Carlos III Inst Hlth, Natl Ctr Epidemiol, Madrid, Spain
Carlos III Inst Hlth, CIBERESP, Madrid, SpainSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Perez-Gomez, Beatriz
Palmieri, Luigi
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Natl Inst Hlth, Dept Cardiovasc Endocrine Metab Dis & Aging, Rome, ItalySante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Palmieri, Luigi
Achterberg, Peter
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Natl Inst Publ Hlth & Environm RIVM, Bilthoven, NetherlandsSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Achterberg, Peter
Tijhuis, Mariken
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Natl Inst Publ Hlth & Environm RIVM, Bilthoven, NetherlandsSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Tijhuis, Mariken
Zaletel, Metka
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Natl Inst Publ Hlth NIJZ, Ljubljana, SloveniaSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Zaletel, Metka
Mathis-Edenhofer, Stefan
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Gesundheit Osterreich GmbH, GOG, Austrian Natl Publ Hlth Inst, Vienna, AustriaSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Mathis-Edenhofer, Stefan
Majek, Ondrej
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Inst Hlth Informat & Stat Czech Republ, Prague, Czech Republic
Masaryk Univ, Fac Med, Inst Biostat & Anal, Brno, Czech RepublicSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Majek, Ondrej
Haaheim, Hakon
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Norwegian Directorate Hlth, Oslo, NorwaySante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Haaheim, Hakon
Tolonen, Hanna
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Finnish Inst Hlth & Welf THL, Helsinki, FinlandSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France
Tolonen, Hanna
Gallay, Anne
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Sante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, FranceSante Publ France, Dept Noncommunicable Dis & Injuries, 12 Rue Val dOsne, F-94415 St Maurice, France