Declining Morale, Diminishing Autonomy, and Decreasing Value: Principal Reflections on a High-Stakes Teacher Evaluation System
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
Since the adoption of teacher evaluation systems that rely, at least in part, on controversial student achievement measures, little research has been conducted that focuses on stakeholders’ perceptions of systems in practice, specifically the perceptions of school principals. This study was conducted in a large urban school district to better understand principals’ perceptions of evaluating teachers based on professional and instructional practices as well as student achievement (i.e., value-added scores). Principals in this study strongly expressed concerns regarding: (a) the negative impact of the teacher evaluation system on district culture and morale; (b) their lack of autonomy in evaluating teachers and making staffing decisions; and (c) their perceived lack of value as professionals in the district. Examining the implications of teacher evaluation systems, per the experiences of principals as practitioners, is increasingly important if state and local policymakers as well as the general public are to better understand the intended and unintended consequences of these systems in practice.
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 | 0.002 | 0.002 |
| 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 | 0.001 |
| 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