AI in Education
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Machine learning and educational robotics, an implementation in initial university teacher training and for practicing teachers in primary education

AI in Education Editorial•
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••Updated June 2, 2026•1 min read•Read source
Machine learning and educational robotics, an implementation in initial university teacher training and for practicing teachers in primary education
🌍Global👩‍🏫Teachers🎯Teaching📚Computer Science🔬Researchers🎯Learning AI+3 more

ORIGINAL RESEARCH article Front. Higher Education Volume 11 - 2026 | https://doi.org/10.3389/feduc.2026.1778718 Machine learning and educational robotics, an implementation in initial university teacher training and for practicing teachers in primary education S R Sara Redondo-Duarte 1 D P Daniel Pattier 2 A N Adrian Neubauer 1 J S Jose-Manuel Sáez López 1 * 1. Department of Didactics, School Organization and Special Didactics, National University of Distance Education (UNED), Madrid, Spain 2.

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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

What AI training do teachers need?▾
Teachers need training in: understanding AI concepts and limitations, practical use of classroom AI tools, prompt engineering to get useful outputs, evaluating AI for accuracy and bias, updating academic integrity practices, and teaching students to use AI responsibly. Most experts recommend starting with practical tool use before moving to technical fundamentals.
Where can teachers get AI training?▾
Teachers can access AI training through Google for Education, Microsoft Educator Center, ISTE, CoSN, their state department of education, and university extension programs. Many school districts now offer AI professional development days or coaching from instructional technology specialists. Online courses allow self-paced learning outside school hours.
Is AI training mandatory for teachers?▾
AI training is not yet universally mandated but is increasingly expected. Several US states have added AI professional development to teacher recertification requirements. The EU requires training for teachers using AI assessment tools under the AI Act. School districts that have deployed AI tools typically require at minimum a brief orientation.
How does AI training improve classroom outcomes?▾
Trained teachers use AI tools more effectively, with better prompting leading to higher-quality materials, and greater awareness of limitations preventing uncritical adoption of inaccurate outputs. Professional development studies show that teachers who receive structured AI training are more likely to integrate AI in ways that measurably improve student engagement and learning.

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