The 21ST Century Accounting Career from the Perspective of the Malaysian University Students
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
Using questionnaire setting, this study examines the perception of the Malaysian public university students on the accounting career in Malaysia. This study seeks to identify the respondents’ preferred accounting career, their career exposure, the factors perceived to be important for an accountant and the acquisition qualities of an accountant. The results of this study provide interesting responses from the respondents. More respondents prefer to become a public accountant rather than holding a management post. The respondents obtained their career exposure mostly from the professional accounting bodies and the factors perceived to be most important in an accountant are work performance and self confidence. Salary is also one of the factors perceived to be important for an accountant. The respondents also perceived the essential qualities of an accountant are acquired through education. The results of this study provide insights to the bodies of accounting profession, employers and academics on the nature and relative importance of the factors deemed important for the accounting students in their employment decision and their preferences to employment opportunities.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it