Housing Hardship Among Older Adults Living Alone: The Protective Roles of Aging and Housing Policies
Bibliographic record
Abstract
This study investigates the association between living arrangements and housing hardship among older adults across 21 high-income countries. Using data from the Gallup World Poll (2016-2020) and OECD databases, we employ multilevel regression models that can assess how individual- and country-level factors, including public spending on pensions and housing policies such as social housing stock and rent control, moderate these associations. Older adults living alone experience significantly higher rates of housing hardship compared to their counterparts, even after adjusting for demographic and economic factors. Public spending on old age pensions attenuates housing hardship for older adults living alone. While public spending on housing shows limited effectiveness, social housing availability and rent control emerge as protective measures, reducing housing hardship among older adults living alone by providing stable and affordable housing options. This study emphasizes the need for targeted interventions to support independent living.
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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 | 0.001 | 0.001 |
| 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 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".