Working Conditions, Co-Workers, and Leadership Styles Toward Job Satisfaction Among Local Authority Employees
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
The local council management faced some issues on their employees concerning their job satisfaction due to working conditions, co-workers, and leadership styles. Moreover, this affects the employees' job satisfaction which in turn would also affect the local council's progress in serving the public. Thus, the objectives of the study are to unearth the relationship and understand the impact between working conditions, co-workers, and leadership styles on job satisfaction among the local council employees. Self-administered questionnaires were distributed among local council employees. Data analysis was conducted on the 121 useable questionnaires received. This study discovered that working conditions and leadership styles had an impact on the local council employees' job satisfaction. Unfortunately, co-workers had no impact on the local council employees' job satisfaction.
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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 | 0.002 | 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 | 0.007 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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