Obligations and Expectations: Perceived Relationship between Transnational Housing Investment and Housing Consumption Decisions among Ghanaian Immigrants in Canada
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
Transnational housing investment is a pervasive practice among many migrant groups residing in various destination countries; including Ghanaian migrants living in Canada. For many, the need to engage in transnational housing investment is beyond the standard rationale and has two prime significance; symbolic and practical utility. Engagement in this endeavour requires substantial financial commitments over extensive periods of time with potential consequences for various aspects of immigrants’ lives in their destination areas including their housing consumption. This paper examines perceived influence of such long-term commitments on housing consumption decisions among Ghanaian immigrants in the Greater Toronto Area using in-depth interviews and focus group discussions. The findings show that although engagement in transnational housing is associated with constraints on immigrants’ decision to enter homeownership, type of dwelling to rent and the neighbourhood choices, it was also associated with a sense of pride, success and integration into Canadian society. The paper concludes that a broader theoretical discussion of housing integration is necessary. Specifically, it calls for a redefinition of the measures of immigrant housing integration in particular – which narrowly considers destination parameters – to one that includes transnational factors as critical in moving the debate on understanding immigrant integration in general.
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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 | 0.001 | 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 it