The privatization of housing assistance: Are housing allowances eroding government accountability?
Bibliographic record
Abstract
Abstract A major change in the low‐income housing sector across nations has been the introduction of housing allowances (or vouchers/benefits) typically used on private rental markets. This change is a fundamental shift from post‐war housing policy when government was a main provider through publicly owned housing. This “privatization” is usually associated with the New Public Management. This article addresses this policy change and discusses the implications for the accountability of governments in Quebec, British Columbia, and Alberta. This article argues that the policy shift from in‐kind to in‐cash has not eroded accountability due to the distinctiveness of housing assistance, compared to other social programs. Actors involved in the housing community continue to challenge governments with regard to consumption subsidies, emphasizing their flaws and imperfections. The argument is empirically probed through a comparative analysis over 50 years, drawing on government archival records and housing advocates’ publications.
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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 | 0.001 | 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 | 0.000 | 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 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".