Time Demands and Emotionally Draining Situations Amid Work Intensification of School Principals
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
Emotion is central to principals’ daily operation of schools. As principals’ work is intensifying, principals are increasingly encountering emotionally charged situations on a daily basis. This article uses data from a large provincial survey to explore what time demand factors contribute to these emotionally draining situations that principals are experiencing in the context of work intensification. An ordinal logit regression that is commonly employed for the analysis of ordinal categorical data was used for data analysis. The findings reveal that the time demands, such as the fast work pace, long work hours and lack of time, all work in concert to increase the likelihood of emotionally draining situations among school principals. As principals try to manage emotional situations, these contributing factors are far beyond their control. The unmanageable time demands can leave principals feeling frustrated and vulnerable and evoke negative emotions that adversely impact their own well-being as well as their schools.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.004 | 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