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The Moderating Role of Technology Proficiency and Academic Discipline in AI-Chatbot Adoption within Higher Education: Insights from a PLS-SEM Analysis
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Afef Saihi; Mohamed Ben-Daya; Moncer Hariga – Education and Information Technologies, 2025
The integration of AI-chatbots into higher education offers the potential to enhance learning practices. This research aims to explore the factors influencing AI-chatbots adoption within higher education, with a focus on the moderating roles of technological proficiency and academic discipline. Utilizing a survey-based approach and advanced…
Descriptors: Technology Uses in Education, Artificial Intelligence, Higher Education, Technology Integration
A SmartPLS4-Based CB-SEM Confirmatory Factor Analysis: A Case of Speaking Needs for Chinese Business English Undergraduates
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Ke Hu; Asmaa AlSaqqaf – Australian Journal of Applied Linguistics, 2025
Over the past decade, there has been an increasing emphasis on English for Specific Purposes (ESP) within China's higher education language programs. However, the shift towards ESP presents a multifaceted challenge, particularly for business English teaching at higher education, where speaking proficiency is crucial yet often falls below…
Descriptors: Factor Analysis, Business English, English for Special Purposes, Second Language Learning