An ethnographic study of adult Ukrainian immigrants' English language learning experiences: examining the Relation between English language proficiency and Economic success in Canada
Bibliographic record
Abstract
This thesis examines the ways in which the informal and formal English language learning experiences impact the economic performance and integration into Canadian society of post former Soviet Union (FSU) Ukrainian immigrants. This ethnographic study explores and compares the language learning experiences of six adult Ukrainian immigrants in the large urban centre, Toronto, Ontario and the smaller urban cities of Saskatoon and Yorkton, Saskatchewan. Michael Halliday's (1976) and Roman Jakobson's (1990) systemic and structural functional theories of linguistics frame this study and offer the idea that language is used with specific purpose. Through a questionnaire and in-depth interviews, results show that host-country language proficiency is deemed important and essential, although not the sole indicator of economic success or self-sufficiency. Factors such as family support and ethnic networks also have positive effects on the economic outcomes of recent immigrants from Ukraine.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| 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".