Activation Workers’ Perceptions of Their Long-term Unemployed Clients’ Attitudes towards Employment
Bibliographic record
Abstract
Abstract The Work Programme's use of severe social security benefit sanctions reflects British coalition ministers’ belief that many people on out-of-work benefits do not want a job. While a substantial empirical literature has repeatedly demonstrated that in fact unemployed benefit claimants possess the same work values as the employed and that the vast majority want paid work, it has ignored some conservative authors’ pleas to consider the views and experiences of people who work with the unemployed. Forty employees of agencies contracted to help unemployed people into employment were interviewed in summer 2011. Respondents had spent an estimated combined total of 147,000 hours in the presence of people who have claimed Jobseeker's Allowance (JSA) for over six months. Most said that between a quarter and half of their present clients did not want employment. This finding does not contradict existing research, given that most JSA claimants re-enter employment within six months. However, all forty agreed that many others remained unemployed because they were choosy in the jobs they were willing to undertake, and, most strikingly, respondents overwhelmingly endorsed the view that a ‘dependency culture’ exists in households and neighbourhoods that have experienced joblessness for several generations.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".