Parental separation penalties among university students in Italy
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
Abstract This paper addresses the long-standing question of whether parental separation shapes offspring school performance drawing on retrospective data from a group of university students in Italy, a country that has historically had very low separation rates yet has experienced an important rise in family dissolution over the last two decades. Using survey data from 1st-year enrollees in undergraduate courses in Economics and Statistics at two points in time (2000 and 2017), we explore whether the association between parental separation and children’s school performance (i) is observed both at the level of middle school (MS) and high school (HS); (ii) varies according to the age at which students experienced separation, and (iii) varies by parental socio-economic status (SES). Our results suggest that students whose parents separated before MS completion score on average 2 points less on the end-of-middle-school exam relative to students whose parents did not separate or separated after MS completion. Similarly, students whose parents separated before HS completion score 1 point less on the end-of-high-school exam relative to their counterpart. As such, we document a parental separation penalty both at the level of MS and HS, yet lower by half when separation occurs later in students’ life course. Moreover, for HS grade parental separation is associated with more negative consequences when students experience it at very young ages (0–5), while for MS grade heterogeneity by age is less clear-cut. Such penalties are concentrated among children of low-educated mothers, particularly for HS, providing support to the “compensatory advantage” hypothesis predicting smaller penalties for children of high-SES parents. Overall, findings from this study corroborate existing evidence suggesting that the consequences of parental separation vary depending on a combination of social background and the “selectivity” of the educational outcome considered.
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