Higher Education Entry of Turkish Immigrant Youth in Germany
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
Drawing on three large datasets from the German Higher Education Information System Institute (HIS) from 1990, 1994 and 1999, the study reveals that Turkish youth are considerably more likely than Germans to enter tertiary education. This result sharply contrasts with findings on the Turks' poor performance in primary and secondary school. The higher propensity for tertiary education among Turks can, to some degree, be explained by their lack of familiarity with the German system of dual vocational training and their educational motivation. Another important finding is that among those who enter higher education students of Turkish origin choose, more often than Germans, academically oriented universities rather than the lower-tier applied science universities. This is mainly due to the selection of more traditional fields offered at universities by Turkish young adults. Our results indicate that the educational decisions of these students after the Abitur by no means contribute to the established pattern of ethnic disadvantages in educational attainment in Germany.
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 | 0.000 | 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