The regulatory environment: a source of job (dis)satisfaction for early childhood professionals?
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
This article extends current understandings of sources of job (dis)satisfaction for childcare staff by investigating the hypothesis that early childhood professionals’ satisfaction with regulatory requirements is a predictor of job satisfaction. Findings show that for early childhood professionals in New South Wales, Australia, satisfaction with the regulatory environment is related to the extent these requirements are perceived to support autonomous professional practices conducive to quality care. Considerable dissatisfaction with regulatory requirements was found among study participants. Nonetheless, this level of dissatisfaction did not predict job (dis)satisfaction. The lack of correlation may be indicative of the study’s sample, however, and does not preclude a greater connection between the two constructs. Implications of a possible nexus between job satisfaction and satisfaction with regulatory requirements are discussed, and further research is called for.
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 | 0.000 | 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 | 0.002 | 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) | 0.000 | 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