The Problems and Experiences of Ethnic Minority and Migrant Workers in Hotels and Restaurants in England
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
While working conditions in hotels and restaurants are known to consist of low pay, low status, exploitation of employees and lack of unionisation, little has been written in the UK about the specific experiences of ethnic minority and migrant workers. The article is based on research into the problems and experiences of ethnic minority and migrant workers in hotels and restaurants in three regions of England, consisting of in-depth interviews with 50 ethnic minority and migrant workers, plus additional key informant interviews. It argues that issues such as low pay, long hours, bullying, racial harassment, lack of opportunities for promotion and discrimination are problems affected by, or compounded by, respondents' ethnic backgrounds or migrant status. The article concludes that three key factors serve to differentiate the experience of ethnic minority and migrant workers in the sector: immigration status; working in the informal sector; discrimination in the labour market and employment
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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 | 0.002 | 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