Task Structure as moderator of College Principals’ leadership behavior and their subordinates’ outcomes
Bibliographic record
Abstract
This research article intended to investigate the moderating effect of structured task on the relationship of leadership behavior of degree college principals and their subordinates’ job satisfaction, job expectancies and acceptance of leader was investigated as described in path-goal theory. Data was collected from 637 college faculty members and 170 principals of Degree colleges situated in 34 districts of the Punjab, Pakistan. The questionnaire for this study consisted of a combination of instruments. It comprised; a) four leader behaviors b) task structure c) acceptance of leader, d) job Expectancies and e) the Job Descriptive Index. The questionnaire, which was administered to the principals, was Role Ambiguity scale and Anxiety and Stress Scale. Data was analyzed using ANCOVA through SPSS. Results were twofold as findings of five hypothesis were according to the predictions of theory while, the four hypothesis could not be verified and were found contradictory. Further tests are clearly needed for having sound evidence to evaluate the merits of the path-goal theory of leadership.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 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".