Testing the MUSIC Model of Motivation Theory: Relationships Between Students’ Perceptions, Engagement, and Overall Ratings
Bibliographic record
Abstract
The purposes of this study were to investigate the extent to which students’ course perceptions of the components of the MUSIC Model of Motivation (Jones, 2009, 2018) were related to their engagement in college courses and their instructor and course ratings. Participants included 285 college students who completed questionnaires once or twice during a course. The self-report scales demonstrated high internal reliability. The findings indicate that students’ MUSIC perceptions (i.e., perceptions of empowerment, usefulness, success, interest, and caring) were significantly related to their effort in the course, both when the variables were assessed at the same time point and when their effort was assessed at a later time point. These findings provide empirical evidence for relationships proposed in the MUSIC Model of Motivation theory. Students’ MUSIC perceptions were also related to their instructor and course ratings, both when the variables were assessed at the same time point and when their instructor and course ratings were assessed at a later time point. These findings are important for instructors because students’ MUSIC perceptions can be linked directly to categories of motivational strategies that can be used by instructors as they design instruction.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".