The Next Generation of Basic Education Accountability in Alberta, Canada: A Policy Dialogue, 5(19)
Bibliographic record
Abstract
The action research reported here considers extant issues regarding the design and implementation of the accountability model for basic education in Alberta, Canada. The paper reports a dialogue between accountability policy implementers and policy makers and considers how accountability processes can evolve into a more collaborative process. While accountability has long been a focus in schools, statutory requirements contained in the Alberta Government Accountability Act have altered perceptions and practice. Accountability would be most effective if the field and government purposes for component of practice. Similarly, a more dialectic approach to accountability would be facilitated by redesigned approaches to program evaluation and data analysis premised on richer, shared data that held meaning for practitioners as well as policy makers. The model of accountability illuminated in this paper, because it is more professional, comprehensive and transparent, points to the benefits that are achievable when those educators who are accountable feel personal and professional ownership for the accountability model mandated by the state.accountability were congruent and an inherent
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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 | 0.008 | 0.008 |
| 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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".