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An increasing number of institutions are administering course evaluations online, a method of administration that tends to encounter lower response rates than its paper-based counterpart. In this study, we examine characteristics that were significant predictors of course evaluation participation and compare these results to several semesters. Moreover, throughout these semesters, do these results remain consistent? Using hierarchical linear modeling techniques, we examine a variety of possible influences on student participation and the consistency of these influences.