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CARE: towards customized assistive robot-based education.

Nafisa Maaz1, Jinane Mounsef1, Noel Maalouf2

  • 1Electrical Engineering Department, Rochester Institute of Technology, Dubai, United Arab Emirates.

Frontiers in Robotics and AI
|March 10, 2025
PubMed
Summary

This study introduces a personalized AI robot tutor for elementary students, enhancing learning through adaptive content and emotional assessment. The AI robot system significantly improved student performance by approximately 8% compared to traditional methods.

Keywords:
customized assistive robot-based education social robotseducationhuman-robot interactionlearning enhancementrobot operating system (ROS)

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Area of Science:

  • Educational Technology
  • Human-Robot Interaction
  • Artificial Intelligence in Education

Background:

  • Existing intelligent tutoring systems primarily use digital platforms.
  • There is a need for more engaging and personalized educational tools.
  • Integrating robotics offers a novel approach to adaptive learning.

Purpose of the Study:

  • To investigate the effectiveness of a personalized AI robot tutor for elementary students.
  • To assess the impact of integrating cognitive and emotional assessments in robotic tutoring.
  • To compare the learning outcomes of students using a personalized robot tutor versus a human teacher.

Main Methods:

  • Developed a personalized tutor robot using AI and real-time facial expression analysis.
  • Classified students into Proficient (Prof.S), Meeting-Expectations (MES), and Developing (DVS) categories.
  • Employed the XGBoost algorithm for 100% accurate prediction of student proficiency levels.

Main Results:

  • Students using the AI-robot system showed an approximate 8% improvement rate over the control group.
  • The AI system dynamically adjusted challenges and learning materials based on student needs.
  • Personalization in robotic tutoring demonstrated potential comparable to human teachers.

Conclusions:

  • Personalized AI robotic tutors can significantly enhance student engagement and academic performance.
  • Integrating AI and robotics in education offers a unique approach to fostering both academic and emotional growth.
  • This study contributes to Human-Robot Interaction and educational robotics by demonstrating a viable, impactful tool for real-world learning.