The Social Organization of the Lives of 'Semi-skilled' International Migrant Workers in Alberta: Political Rationalities, Administrative Logic and Actual Behaviours
Bibliographic record
Abstract
This institutional ethnography is an inquiry into the particular migrant category of International Migrant Workers (IMW) in Canada (otherwise known as Temporary Foreign Workers). It looks at how the daily lives of IMWs who have been deemed as ‘semi-skilled’ by the National Occupational Classification (NOC) system are organized by their immigration and job status in Canada. These IMWs are working primarily in the food service, hotel or retail industries in front-line and often precarious employment in Southern and Western Alberta. The data was collected through a literature review, interviews, observations, and textual analysis. The participants that informed this inquiry are IMWs, service providers in the immigrant sector, representatives from the Alberta Government, and an immigrant recruiter/consultant. This study uses an ‘ideological circle’ (Yan, 2003), which maps out the process through which governmental ideology is filtered down to all levels of society via a set of ideas, knowledge, procedures and methods about people and processes. It provides a vehicle to identify the specific social relations that organize people in different sites. It becomes apparent through this mapping that along with the political rationalities of neoliberal criteria and the logic of globalization, and market civilization and citizenship, certain administrative logic and technologies of government such as situating IMWs as economic units in the Canadian nation-state, processes of skill codification, and devolution of immigration policies and programs, become the foundations for the ways that IMWs live their lives in Canada. In particular, we can see how and why they ‘work’ for permanent residency, how and why they become vulnerable to precarious employment in their workplace and in other ways, and how and why they become isolated through family separation. The thesis ends with a look into how social workers and social service organizations are managing ‘professional’ relationships with migrant populations whose lives are organized in the above ways, and questions whether it’s possible at all to move beyond supporting ‘bare life’ (Agamben, 1998).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.012 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".