In the current study, the researchers examine the validity of a questionnaire assessing students' perceptions of their self-directed and collaborative learning with and without technology with a group of Canadian middle school students. Lee and colleagues (2014) developed the 18-item questionnaire to assess high school students' perceptions of their learning. Three hundred and twenty middle school students from across Alberta, Canada completed the questionnaire. The results of a confirmatory factor analysis revealed that the questionnaire did not have sufficient model fit. The researchers used a jackknifing procedure to systematically remove four items in order to achieve a psychometrically sound questionnaire. The results suggest that the reduced questionnaire is a useful self-report instrument for assessing Canadian middle school students' perceptions of their learning.