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Determinants of student course evaluation using hierarchical linear model
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위계적 선형모형을 이용한 강의평가 결정요인 분석

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Type
Academic journal
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Journal
The Korean Data and Information Science Society Journal of the Korean Data And Information Science Society Vol.24 No.6 KCI Excellent Accredited Journal
Published
2013.12
Pages
1,285 - 1,296 (12page)

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Determinants of student course evaluation using hierarchical linear model
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The fundamental concerns of this paper are to analyze the effects of student course evaluation using subject characteristic and student characteristic variables. We use a 2-level hierarchical linear model since the data structure of subject characteristic and student characteristic variables is multilevel. Four models we consider are as follows; (1) null model, (2) random coefficient model, (3) mean as outcomes model, (4) intercepts and slopes as outcomes model. The results of the analysis were given as follows. First, the result of null model was that subject characteristics effects on course evaluation had much larger than student characteristics. Second, the result of conditional model specifying subject and student level predictors revealed that class size, grade, tenure, mean GPA of the class, native class for level-1, and sex, department category, admission method, mean GPA of the student for level-2 had statistically significant effects on course evaluation. The explained variance was 13% in subject level, 13% in student level.
#위계선형모형 #데이터마이닝 #의사결정 나무분석 #multiple corresponding analysis #Course evaluation #decision tree analysis #hierarchical linear model #상호작용효과 #강의평가 #다중대응분석 #interac-tion effect

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References (18)

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1. [학술지(정기간행물)] - 백순근 / 2008 / 위계선형모형을 활용한 대학생의 강의평가 분석 - S대학교 교양강의를 중심으로 - / 교육평가연구 21 (2) : 1 ~ 24 google schola 2. [단행본] - Breiman, L. / 1984 / Classification and regression trees / Chapman and Hall Press google schola 3. [학술지(정기간행물)] - 조장식 / 2009 / 강의평가에 대한 균등화방법의 비교 / 한국데이터정보과학회지 20 (1) : 65 ~ 75 dbpia 4. [학술지(정기간행물)] - 조장식 / 2010 / 회귀분석에 기초한 균등화 방법에 관한 연구 / 한국데이터정보과학회지 21 (3) : 513 ~ 521 dbpia 5. [학술지(정기간행물)] - 조장식 / 2012 / 영어강의의 효과성에 대한 연구 / 한국데이터정보과학회지 23 (6) : 1137 ~ 1144 dbpia

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