Examining the Effects of Artificial Intelligence on Elementary Students' Mathematics Achievement: A Meta-Analysis

被引:19
作者
Hwang, Sunghwan [1 ]
机构
[1] Seoul Natl Univ Educ, Dept Math Educ, Seoul 06637, South Korea
关键词
artificial intelligence; mathematics achievement; elementary students; intelligence tutoring system; adaptive learning system; robotics; meta-analysis; MULTIPLE GRAPHICAL REPRESENTATIONS; TUTORING SYSTEMS; MODEL; FRACTIONS; ABILITY;
D O I
10.3390/su142013185
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With the increasing attention to artificial intelligence (AI) in education, this study aims to examine the overall effectiveness of AI on elementary students' mathematics achievement using a meta-analysis method. A total of 21 empirical studies with 30 independent samples published between January 2000 and June 2022 were used in the study. The study findings revealed that AI had a small effect size on elementary students' mathematics achievement. The overall effect of AI was 0.351 under the random-effects model. The effect sizes of eight moderating variables, including three research characteristic variables (research type, research design, and sample size) and five opportunity-to-learn variables (mathematics learning topic, intervention duration, AI type, grade level, and organization), were examined. The findings of the study revealed that mathematics learning topic and grade level variables significantly moderate the effect of AI on mathematics achievement. However, the effects of other moderator variables were found to be not significant. This study also suggested practical and research implications based on the results.
引用
收藏
页数:18
相关论文
共 75 条
[1]   Artificial Intelligence and Its Role in Education [J].
Ahmad, Sayed Fayaz ;
Rahmat, Mohd Khairil ;
Mubarik, Muhammad Shujaat ;
Alam, Muhammad Mansoor ;
Hyder, Syed Irfan .
SUSTAINABILITY, 2021, 13 (22)
[2]   Artificial intelligence in education: Addressing ethical challenges in K-12 settings [J].
Selin Akgun ;
Christine Greenhow .
AI and Ethics, 2022, 2 (3) :431-440
[3]  
[Anonymous], 1996, P ANN M AM ED RES AS
[4]  
[Anonymous], 2014, Principles to actions: Ensuring mathematical success for all
[5]   The development of mental rotation abilities through robotics-based instruction: An experience mediated by gender [J].
Antonio Gonzalez-Calero, Jose ;
Cozar, Ramon ;
Villena, Rafael ;
Miguel Merino, Jose .
BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2019, 50 (06) :3198-3213
[6]  
Athanasiou L., 2019, Communications in Computer and Information Science, V993, P91, DOI DOI 10.1007/978-3-030-20954-4_7
[7]  
Baker T., 2019, Educ-AI-Tion Rebooted? Exploring the Future of Artificial Intelligence in Schools and Colleges
[8]   Artificial intelligence in mathematics education: A systematic literature review [J].
bin Mohamed, Mohamed Zulhilmi ;
Hidayat, Riyan ;
Suhaizi, Nurain Nabilah Binti ;
Sabri, Norhafiza Binti Mat ;
bin Mahmud, Muhamad Khairul Hakim ;
Baharuddin, Siti Nurshafikah Binti .
INTERNATIONAL ELECTRONIC JOURNAL OF MATHEMATICS EDUCATION, 2022, 17 (03)
[9]  
Borenstein M., 2009, INTRO METAANALYSIS, DOI DOI 10.1002/9780470743386
[10]   Artificial Intelligence and Reflections from Educational Landscape: A Review of AI Studies in Half a Century [J].
Bozkurt, Aras ;
Karadeniz, Abdulkadir ;
Baneres, David ;
Guerrero-Roldan, Ana Elena ;
Rodriguez, M. Elena .
SUSTAINABILITY, 2021, 13 (02) :1-16