物理学試験の成績向上に効果的な戦略を発見(Study Finds Unique Strategies to Improve Student Performance on Physics Exams)

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2025-07-08 カリフォルニア大学サンディエゴ校(UCSD)

UCLAとUCサンディエゴの研究チームは、導入物理学コースで学生の試験成績向上と学力格差の縮小を図る2つの戦略を検証した。1つは、低得点層ほど多くのボーナス点を得られる追加点制度。もう1つは、AIが生成するヒントを宿題に組み込む方法で、学生の88%が少なくとも1問で利用した。これにより、試験得点が上がり、学習支援格差も軽減。AI活用で助けを求めやすくなり、教育成果が向上したと報告された。今後は他科目への応用も検討中。

<関連情報>

数学の補習課題を奨励し、AIが生成したヒントを使用することは、試験の成績向上と関連する Incentivizing supplemental math assignments and using AI-generated hints is associated with improved exam performance

Yifan Lu, K. Supriya, Shanna Shaked, Elizabeth H. Simmons, and Alexander Kusenko
Physical Review Physics Education Research  Published: 12 June, 2025
DOI: https://doi.org/10.1103/v93w-ytyc

物理学試験の成績向上に効果的な戦略を発見(Study Finds Unique Strategies to Improve Student Performance on Physics Exams)

Abstract

Inequities in student access to trigonometry and calculus are often associated with racial and socioeconomic privilege, and often influence introductory physics course performance. To mitigate these disparities in student preparedness, we developed a two-pronged intervention consisting of (1) incentivized supplemental math assignments and (2) AI-generated learning support tools in the form of optional hints embedded in the physics homework assignments. Both interventions are grounded in the situated expectancy-value theory of achievement motivation, which posits that students are more likely to complete a task that they expect to do well in and whose outcomes they think are valuable. For the supplemental math assignments, the extra credit was scaled to make it worth more points for students with lower exam scores, thereby creating even greater value for students who might benefit most from the assignments. AI-generated hints were integrated into the homework assignments, thereby reducing or eliminating the cost to the student, in terms of time, energy, and social barriers or fear of judgment. Our findings indicate that both these interventions are associated with increased exam scores; in particular, the scaled extra credit reduced disparities in completion of supplemental math assignments. These interventions, which are relatively simple for any instructor to implement, are therefore very promising for creating more equitable undergraduate quantitative courses.

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