Prior Student Achievement, Collaborative School Processes, and Collective Teacher Efficacy
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
Collective teacher efficacy refers to teacher perceptions that they constitute an effective instructional team, capable of bringing about learning in students. Previous research demonstrates that a school staff with a strong sense of collective efficacy is likely to generate high student achievement. This study of 2,170 teachers in 141 elementary schools used structural equation modeling to examine the antecedents of collective teacher efficacy. The study found that prior student achievement in grade 6 mathematics predicted collective teacher efficacy, as expected by social cognition theory. The study also found that school processes that promoted teacher ownership of school directions (shared school goals, school-wide decision making, fit of plans with school needs, and empowering principal leadership) exerted an even stronger influence on collective teacher efficacy than prior student achievement. School cohesion and support contributed to collective teacher efficacy, but only in domains in which the school had control over its directions.
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 | 0.000 | 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 it