Customer Abuse and Aggression as Labour Control Among LGBT Workers in Low-Wage Services
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
This study examines the relation between customer abuse and aggression, the gender and sexual expression of workers, and labour control in low-wage services. In-depth interviews with 30 lesbian, gay, bisexual, and transgender (LGBT) 1 low-wage service sector workers reveal how customer abuse and aggression works in consort with management strategies to reproduce cis- and heteronormativity. Customer abuse and aggression disciplined worker expressions of non-normative gender and sexual identities, leading to concealment and self-policing. Management was complicit in this dynamic, placing profitability and customer satisfaction over the safety of LGBT workers, only intervening in instances of customer abuse and aggression when it had a limited economic impact. It is posited that customer abuse and aggression is not only a response to unmet expectations emanating from the labour process but is also a mechanism of labour control that disciplines worker behaviour and aesthetics, directly and indirectly, by influencing management prerogatives.
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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 | 0.001 |
| Science and technology studies | 0.001 | 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