CMA Candidate Attributes and Performance: Some Implications*
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A university degree or equivalent is one of the criteria for eligibility to write the entrance examination for qualification as a certified management accountant (CMA). This study assessed various attributes, including exposure to liberal or general education, that candidates acquired during their university studies and examined the impact of these attributes on candidates' performance in the examination. The data included academic transcripts of 270 candidates who wrote the examination. Results indicated a positive, statistically significant correlation between the examination score and the candidate's exposure to liberal or general education, credit hours passed in accounting, grade point average in accounting, and grade point average in the overall course work. Credit hours failed in accounting showed a negative correlation. These findings are relevant to accounting educators, student counsellors, students, and the accountancy profession in general.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 it