Class integration of ChatGPT and learning analytics for higher education

被引:1
|
作者
Civit, Miguel [1 ,2 ]
Escalona, Maria Jose [1 ]
Cuadrado, Francisco [2 ]
Reyes-de-Cozar, Salvador [2 ]
机构
[1] Univ Seville, Escuela Super Ingn Informat, Dept Lenguajes & Sistemas Informat, Ave Reina Mercedes S-N, Seville 41012, Spain
[2] Univ Loyola, Dept Educ & Comunicac, Seville, Spain
关键词
cooperative/collaborative learning; data science applications in education; post-secondary education; teaching/learning strategies; STUDENTS; ACHIEVEMENT; AHP;
D O I
10.1111/exsy.13703
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Background: Active Learning with AI-tutoring in Higher Education tackles dropout rates. Objectives: To investigate teaching-learning methodologies preferred by students. AHP is used to evaluate a ChatGPT-based studented learning methodology which is compared to another active learning methodology and a traditional methodology. Study with Learning Analytics to evaluate alternatives, and help students elect the best strategies according to their preferences. Methods: Comparative study of three learning methodologies in a counterbalanced Single-Group with 33 university students. It follows a pre-test/post-test approach using AHP and SAM. HRV and GSR used for the estimation of emotional states. Findings: Criteria related to in-class experiences valued higher than test-related criteria. Chat-GPT integration was well regarded compared to well-established methodologies. Student emotion self-assessment correlated with physiological measures, validating used Learning Analytics. Conclusions: Proposed model AI-Tutoring classroom integration functions effectively at increasing engagement and avoiding false information. AHP with the physiological measuring allows students to determine preferred learning methodologies, avoiding biases, and acknowledging minority groups.
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收藏
页数:24
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