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Relationships between missing responses and skill mastery profiles of Cognitive Diagnostic Assessment

Posted on:2014-02-12Degree:Ph.DType:Dissertation
University:University of Toronto (Canada)Candidate:Zhang, JingshunFull Text:PDF
GTID:1455390008456819Subject:Education
Abstract/Summary:
This study explores the relationship between students' missing responses on a large-scale assessment and their cognitive skill profiles and characteristics. Data from the 48 multiple-choice items on the 2006 Ontario Secondary School Literacy Test (OSSLT), a high school graduation requirement, were analyzed using the item response theory (IRT) three-parameter logistic model and the Reduced Reparameterized Unified Model, a Cognitive Diagnostic Model. Missing responses were analyzed by item and by student. Item-level analyses examined the relationships among item difficulty, item order, literacy skills targeted by the item, the cognitive skills required by the item, the percent of students not answering the item, and other features of the item. Student-level analyses examined the relationships among students' missing responses, overall performance, cognitive skill mastery profiles, and characteristics such as gender and home language.;Most students answered most items: no item was answered by fewer than 98.8% of the students and 95.5% of students had 0 missing responses, 3.2% had 1 missing response, and only 1.3% had more than 1 missing responses). However, whether students responded to items was related to the student's characteristics, including gender, whether the student had an individual education plan and language spoken at home, and to the item's characteristics such as item difficulty and the cognitive skills required to answer the item.;Unlike in previous studies of large-scale assessments, the missing response rates were not higher for multiple-choice items appearing later in the timed sections. Instead, the first two items in some sections had higher missing response rates. Examination of the student-level missing response rates, however, showed that when students had high numbers of missing responses, these often represented failures to complete a section of the test. Also, if nonresponse was concentrated in items that required particular skills, the accuracy of the estimates for those skills was lower than for other skills.;The results of this study have implications for test designers who seek to improve provincial large-scale assessments, and for teachers who seek to help students improve their cognitive skills and develop test taking strategies.
Keywords/Search Tags:Missing responses, Cognitive, Skill, Students, Profiles, Large-scale, Item, Relationships
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