<차 례>

Ⅰ. 서 론 ······································································································· 1
1 . 연 구 의 필 요 성 및 목 적 ········································································································ 3
2 . 연 구 내 용 ····························································································································· 8
3 . 연 구 방 법 ··························································································································· 1 3
4 . 연 구 의 전 반 적 인 틀 ··········································································································· 1 6

Ⅱ. 선행 연구 및 문헌 분석 ······································································································· 19
1 . 스 마 트 데 이 터 ·················································································································· 2 1
2 . 맞 춤 형 교 육 과 학 습 데 이 터 : 학 습 분 석 ( l e a r n i n g a n a l y t i c s ) ············································ 2 9
3 . 학 습 분 석 선 행 연 구 분 석 ···································································································· 4 7
4 . 학 습 분 석 을 위 한 데 이 터 구 축 및 활 용 사 례 ····································································· 5 1
5 . 소 결 : 함 의 점 ······················································································································57

Ⅲ. 일반화 모델 및 모형 개발과 스마트 데이터 전환을 위한 적용 ································································ 63
1 . 학 습 데 이 터 수 집 모 델 개 발 ····························································································· 6 5
2 . 학 습 분 석 데 이 터 모 형 개 발 ······························································································· 8 2
3 . 스 마 트 데 이 터 전 환 을 위 한 온 라 인 교 육 사 례 분 석 과 학 습 분 석 모 형 도 출 ···················· 9 2

Ⅳ. 스마트 데이터 구축 및 활용 프레임워크 개발 ··················································································· 177
1 . 프 레 임 워 크 개 발 의 배 경 및 목 적 과 방 향 ········································································ 1 7 9
2 . 프 레 임 워 크 개 발 을 위 한 전 문 가 델 파 이 조 사 ································································· 1 8 2
3 . 프 레 임 워 크 최 종 안 ··········································································································· 1 9 3

Ⅴ. 논의 및 제언 ······································································································· 217
1 . 학 술 적 논 의 및 제 언 ······································································································· 2 2 0
2 . 정 책적 논 의 및 제 언 ······································································································· 2 3 0

참고문헌 235

ABSTRACT 249

부 록 257