IAB-Stellenerhebung: Geflüchtete kommen mehr und mehr am Arbeitsmarkt an (Refugees increasingly visible at the German labour market)
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
"Long-term projections predict that the German labour force will shrink. Refugees could contribute to meeting the demand for skilled labour. Language and skill training however require considerable effort by government, employers and the refugees themselves. Based on the IAB Job Vacancy Survey, we present some of the first experiences that employers have made with refugees in the years 2014/2015. We also examine impediments and potential success factors to integrating refugees into the labour market from the employers' point of view. The IAB Job Vacancy Survey shows that by the fourth quarter of 2016, almost ten percent of German establishments have had initial experiences with refugees who had arrived since 2014/2015. The corresponding share of establishments in the second quarter of 2016 was still at six percent." (Author's abstract, IAB-Doku) ((en))
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.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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