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Student-oriented Multi-dimensional Analysis System using Educational Profiling

교육 프로파일링을 활용한 학생 맞춤형 다차원 분석 시스템

  • Received : 2016.04.01
  • Accepted : 2016.06.20
  • Published : 2016.06.28

Abstract

In this study, it was attempted to develop a grade-customized statistical analysis system that can be operated by a teacher without professional knowledge of statistics by utilizing profiling in the education sector. For this, with the convergence of techniques of profiling into the education sector, it examined the elements necessary for building a customized student multidimensional analysis system. Referring to the overall configuration and the current state to build multidimensional analysis system utilizing practical profiling, it showed the implementation result of the algorithm applied to each statistical method, and presented the differences and superiority to existing systems. Once the system based on the proposed techniques is built, considering differences of students' needs and abilities and clarifying precise objectives and standards, with the improvement of satisfaction in public education, it is possible not only to reduce expense of prior and private learning but also realize self-directed learning suitable to one's learning ability and aptitude.

본 논문에서는 교육 분야에 프로파일링을 활용하여 교사가 전문적인 통계 지식을 가지고 있지 않아도 운영이 가능한 성적 맞춤형 통계 분석 시스템을 개발하고자 한다. 이를 위해 프로파일링에 대한 기술을 교육 분야에 융합하여 학생 맞춤형 다차원 분석 시스템을 구축하기 위한 필요 요소들(프로파일링, 빈도/교차/기간별/이항/다항 분석)에 대해 살펴보았다. 실제 교육 프로파일링을 활용한 학생 맞춤형 다차원 분석 시스템을 구축하기 위한 전체 구성도와 구축 상황에 대해 언급하고, 각 통계적 방법을 적용한 알고리즘에 대한 구현 결과를 보였으며, 기존에 존재하는 시스템들과의 차별성과 우월성에 대해 설명하였다. 제안된 기술을 기반으로 시스템이 구축되면 수각자의 요구와 능력의 차이를 고려하여 정확한 목표 및 기준을 명확하게 함으로써, 공교육 만족도 제고를 통해 선행학습 및 사교육비 절감의 효과와 학생 개인의 능력과 적성에 맞는 자기 주도적 학습 실현이 가능하다.

Keywords

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