AI in Education
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Exploring the impact of AI-assisted practice applications on music learners’ performance, self-efficacy, and self-regulated learning

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••Updated June 2, 2026•1 min read•Read source
Exploring the impact of AI-assisted practice applications on music learners’ performance, self-efficacy, and self-regulated learning
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ORIGINAL RESEARCH article Front. Psychol. , 13 October 2025 Sec. Educational Psychology Volume 16 - 2025 | https://doi.org/10.3389/fpsyg.2025.1675762 Exploring the impact of AI-assisted practice applications on music learners’ performance, self-efficacy, and self-regulated learning J O Jiayi Ou 1 J N João Nogueira 1 C Q Chao Qin 2 * 1. CESEM/NOVA FCSH, Faculty of Social Sciences and Humanities, NOVA University of Lisbon, Lisbon, Portugal 2. School of Education, Yunnan Minzu University, Kunming, China Article metrics View details Abstract Introduction: Despite

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Analysis & Perspectives

How AI Grades Handwritten Math (And Where It Still Struggles)

AI grades handwritten math by reading the page with specialized handwriting recognition, then evaluating each step of a solution rather than just the final answer. Here is how that pipeline works and where it still breaks down.

What AI Grading Analytics Reveal About Learning Gaps

AI grading analytics turn a pile of scores into concept-level diagnoses, showing exactly where a class or student is stuck. Here is how educators can read that data and act on it.

People Also Ask

How is AI already changing education?▾
AI has already changed education by making personalized practice platforms standard in many classrooms, reducing teacher time spent on differentiation and rubric creation, enabling 24/7 student support through AI chatbots, expanding access to tutoring for students who lack resources for private instruction, and reshaping academic integrity policies globally.
What are the negative impacts of AI on education?▾
Documented negative impacts include increased academic dishonesty through AI-generated submissions, student over-reliance on AI that may weaken writing and critical thinking skills, privacy risks from student data processed by third-party AI vendors, equity gaps when premium AI tools are unavailable in under-resourced schools, and teacher uncertainty causing inconsistent implementation.
Has AI improved learning outcomes in schools?▾
Research shows AI tutoring and adaptive learning platforms produce modest but consistent improvements in learning outcomes when used regularly. Carnegie Learning MATHia and Khan Academy have peer-reviewed evidence of effectiveness. The magnitude of gains depends heavily on implementation quality, teacher support, and whether students engage with AI guidance or bypass it.
How does AI affect the equity gap in education?▾
AI can reduce the equity gap by providing every student access to personalized tutoring regardless of family income, but can also widen it if premium tools are unavailable in under-resourced schools, if AI systems embed biases that disadvantage certain student populations, or if reliable internet access required for AI tools remains unequally distributed.

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