@article{ART003258688},
author={Euhee Kim},
title={A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={10},
pages={11-22}
TY - JOUR
AU - Euhee Kim
TI - A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 10
PB - The Korean Society Of Computer And Information
SP - 11
EP - 22
SN - 1598-849X
AB - This paper presents a personalized programming education system that integrates a GPT-4-based role-play simulation and an adaptive rubric-driven automated evaluation engine. The system employs prompt engineering to guide GPT-4 in dual roles—as a conversational tutor and as an evaluator— enabling dynamic learner modeling and self-explanation through contextual dialogue. A total of 450 question–answer interactions were collected across three instructional scenarios and three learner personas. Experimental results demonstrated improvements in learning outcomes through repeated sessions, with rubric score consistency within ±0.5 points and a 91.3% agreement rate between AI-generated and human evaluator scores. These findings confirm the system's effectiveness in delivering real-time personalized feedback and formative assessment, and suggest practical applications for AI-driven education.
KW - generative AI;prompt engineering;programming education;adaptive rubric evaluation;;role-play simulation;self-explanation strategy;automated feedback
DO -
UR -
ER -
Euhee Kim. (2025). A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation. Journal of The Korea Society of Computer and Information, 30(10), 11-22.
Euhee Kim. 2025, "A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation", Journal of The Korea Society of Computer and Information, vol.30, no.10 pp.11-22.
Euhee Kim "A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation" Journal of The Korea Society of Computer and Information 30.10 pp.11-22 (2025) : 11.
Euhee Kim. A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation. 2025; 30(10), 11-22.
Euhee Kim. "A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation" Journal of The Korea Society of Computer and Information 30, no.10 (2025) : 11-22.
Euhee Kim. A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation. Journal of The Korea Society of Computer and Information, 30(10), 11-22.
Euhee Kim. A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation. Journal of The Korea Society of Computer and Information. 2025; 30(10) 11-22.
Euhee Kim. A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation. 2025; 30(10), 11-22.
Euhee Kim. "A Generative AI-Based Personalized Programming Education System with Adaptive Rubric Evaluation" Journal of The Korea Society of Computer and Information 30, no.10 (2025) : 11-22.
