Effects of GenAI Interventions on Student Academic Performance: A Meta-Analysis

被引:0
作者
Gu, Jiahe [1 ]
Yan, Zi [1 ]
机构
[1] Educ Univ Hong Kong, Dept Curriculum & Instruct, Hong Kong, Peoples R China
关键词
GenAI; GenAI in education; meta-analysis; academic performance; teacher scaffolding; educational technology; ARTIFICIAL-INTELLIGENCE; SOCIAL SUPPORT; CHATGPT; BIAS; GPT; AI;
D O I
10.1177/07356331251349620
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
Generative artificial intelligence (GenAI) has the potential to change student learning. Despite the popularity of integrating this novel technology into teaching and learning practices, few meta-analyses have synthesised its effect in the education context with K-12 and college students. This review examined the effects of GenAI interventions on student academic performance. A total of 19 studies with 24 effect sizes were included. These studies either compared the GenAI group with control groups (n = 17, k = 22) or applied a repeated-measure design (n = 2, k = 2). The results revealed an overall large effect size (g = 0.683), supporting the arguments that GenAI can positively affect student academic achievement. Students with teacher support in the student-GenAI interaction have significantly larger gains (g = 1.426) than those without teacher support (g = 0.077). No other significant moderators were identified. We concluded by discussing the implications for policy and practice and provided suggestions for future research.
引用
收藏
页数:33
相关论文
共 121 条
[1]   Using ChatGPT to promote research competency: English as a Foreign Language undergraduates' perceptions and practices across varied metacognitive awareness levels [J].
Abdelhalim, Safaa M. .
JOURNAL OF COMPUTER ASSISTED LEARNING, 2024, 40 (03) :1261-1275
[2]  
Acuna E.C.A. Rodriguez., 2004, META ANAL STUDY OUTL
[3]   The opportunities and challenges of ChatGPT in education [J].
Adeshola, Ibrahim ;
Adepoju, Adeola Praise .
INTERACTIVE LEARNING ENVIRONMENTS, 2024, 32 (10) :6159-6172
[4]  
Albadarin Y., 2024, Discover Education, V3, P1, DOI [10.1007/s44217-024-00138-2, DOI 10.1007/S44217-024-00138-2]
[5]   Development and Evaluation of a Custom GPT for the Assessment of Students' Designs in a Typography Course [J].
Almasre, Miada .
EDUCATION SCIENCES, 2024, 14 (02)
[6]  
Alshraah S.M., 2024, Journal of Language Teaching and Research, V15, P1361, DOI [10.17507/jltr.1504.34, DOI 10.17507/JLTR.1504.34]
[7]   Investigating the higher education institutions' guidelines and policies regarding the use of generative AI in teaching, learning, research, and administration [J].
An, Yunjo ;
Yu, Ji Hyun ;
James, Shadarra .
INTERNATIONAL JOURNAL OF EDUCATIONAL TECHNOLOGY IN HIGHER EDUCATION, 2025, 22 (01)
[8]   Enhancing clinical skills in pediatric trainees: a comparative study of ChatGPT-assisted and traditional teaching methods [J].
Ba, Hongjun ;
Zhang, Lili ;
Yi, Zizheng .
BMC MEDICAL EDUCATION, 2024, 24 (01)
[9]  
Baba K., 2024, INT J INTERACTIVE MO, V18, P81, DOI [10.3991/ijim.v18i04.46547, DOI 10.3991/IJIM.V18I04.46547]
[10]   The beginning of ChatGPT - a systematic and bibliometric review of the literature [J].
Baber, Hasnan ;
Nair, Kiran ;
Gupta, Ruchi ;
Gurjar, Kuldeep .
INFORMATION AND LEARNING SCIENCES, 2024, 125 (7/8) :587-614