<![CDATA[This research aims to investigate the moderating role of self-efficacy using a pre-experimental one-group pretest-posttest design. Data were collected through cognitive achievement tests (pretest and posttest), a Likert-scale questionnaire measuring perceived LMS module effectiveness, and a self-efficacy questionnaire grounded in Bandura’s three-dimensional framework (magnitude, generality, and strength). Data analysis included paired sample t-tests, Wilcoxon Signed-Rank tests, Spearman correlations, and Moderated Regression Analysis (MRA). Results indicated a statistically significant improvement in learning outcomes following the LMS-based module intervention (t(26) = −8.32, p < .001, Cohen’s d = 1.60). However, neither perceived LMS effectiveness nor self-efficacy demonstrated significant correlations with posttest scores. The moderation analysis revealed that self-efficacy did not significantly moderate the relationship between LMS effectiveness and learning outcomes (R² = .006, p = .839). These findings suggest that while LMS-based modules effectively enhance cognitive achievement, the homogeneity of self-efficacy levels and ceiling effects in posttest scores may have constrained the detection of moderation effects.]]>
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