This paper proposes an end-to-end automated framework for designing and managing hands-on learning programs in engineering education. The proposed system is designed as an end-to-end framework that includes automatic identification of practice-oriented courses, analysis of practicum-related documents, integration of instructor feedback, generation of learner-specific practicum modules, LMS-based coordination of interactive practice activities, and linkage with academic information systems. A case-based evaluation shows that the system has positive effects on improving the efficiency of practicum design, providing learners with tailored practice experiences, and reinforcing consistency in practicum operation. By adopting a data-driven approach to practicum design in engineering education, this study contributes to enhancing practicum quality and establishing an automated cycle that connects the design, implementation, evaluation, and continuous improvement of practicum programs. A case-based evaluation involving experts and undergraduate students qualitatively confirms the feasibility, practical effectiveness, and applicability of the proposed framework.
목차
Abstract 1. Introduction 1.1 Importance of Hands-On Learning in Engineering Education 1.2 Limitations of Current Practice Design and the Need for Information-Systems Support 2. Related Work 2.1 Hands-On Learning in Engineering Education and the Use of Educational Information Systems 2.2 Limitations of Existing Practice Design Methods 3. System Design Methodology 3.1 Data-Driven Practicum Analysis Module 3.2 Automated Practicum Generation and Management Module 4. Functional Experiment and Analysis 4.1 Experimental Design and Evaluation Procedure 4.2 Key Findings from Expert and Student Interviews 5. Conclusion and Discussion References
키워드
Hands-on Learning AutomationNLP-based Syllabus AnalysisPersonalized Practicum ModuleAIS-LMS IntegrationLearning Management System
저자
Changbae Mun [ Professor, Department of Computer Science Engineering, Hanyang Cyber University, Korea ]
Corresponding Author