Professionalism and High-Stakes Tests: Teachers’ Perspectives When Dealing With Educational Change Introduced Through Provincial Exams
Bibliographic record
Abstract
The effect of high-stakes tests on classroom activity (commonly called washback) is an issue that is receiving heightened attention in the literature. It is yet one more element that teachers need to deal with in their professional contexts. This article focuses on the perspectives of ESL secondary teachers as they experience curriculum innovations introduced into the educational system via provincial exams. Survey results from 153 teachers are reported. The survey is part of a larger washback study that also triangulated classroom observation and teachers’ and students’ perception data in a longitudinal study. The survey results suggest that teachers would like to do their part in moving the system into a position where curriculum, their teaching and assessment, and the system’s high-stakes exam correspond. They achieve this, however, according to their beliefs and professional stances, which may not present a unified performance across teachers.
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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 | 0.001 | 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) | 0.003 | 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".