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Libarkin, Julie C.; Thomas, Stephen R.; Ording, Gabriel – International Journal of Science Education, 2015
Exploratory factor analysis was used to identify models underlying drawings of the greenhouse effect made by over 200 entering university freshmen. Initial content analysis allowed deconstruction of drawings into salient features, with grouping of these features via factor analysis. A resulting 4-factor solution explains 62% of the data variance,…
Descriptors: Factor Analysis, Freehand Drawing, Attitude Measures, Models
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Lin, Pei-Yi; Schunn, Christian D. – International Journal of Science Education, 2016
Learners encounter science in a wide variety of contexts beyond the science classroom which collectively could be quite influential on student attitudes and abilities. But relatively little is known about the relative influence of different forms of informal science experiences, especially for the kinds of experiences that students typically…
Descriptors: Middle School Students, Science Education, Student Attitudes, Informal Education