Homeownership, Asset-based Welfare and the Neighbourhood Segregation of Wealth
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
The asset-based welfare approach, which has foremost encouraged homeownership, has led to rising homeownership rates, house prices and household debt levels. While this shift has helped raise the net worth of some among the middle and working classes who own property, the implications for the spatial distribution of wealth in cities have not yet been explored. This paper examines the spatial implications of the rise of policies promoting asset-based welfare, by examining statistically how variables related to homeownership rates and housing prices relate to measures of urban wealth segregation among neighbourhoods. Canadian cites are used as the main case study for the empirical analysis. The findings suggest that while homeownership in general has an equalizing effect, rising rates of homeownership (and to some extent, rising house prices) are associated not with greater spatial equalization and dispersal of wealth, but instead with greater spatial segregation and concentration of wealth within cities.
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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 | 0.000 |
| 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