When the Kids Live at Home: Coresidence, Parental Assets, and Economic Insecurity
Bibliographic record
Abstract
Abstract This study uses National Longitudinal Survey of Youth 1979 cohort data from 1994 through 2012 ( N = 16,108 person‐years, 4,671 individuals) to investigate how coresidence with adult children influences asset levels among parents. It applies hybrid mixed effects regression models that partition between‐ and within‐person variation to estimate parental savings and financial assets over time and across different households. The results suggest that coresidence with adult children led to decreases in parental assets and savings. In the years in which their children lived at home, parents held 24% less in financial assets and 23% less in savings when compared with the years when adult children were not present. By expanding previous research that shows a relationship between increasing economic insecurity, limited wealth, and the rise in coresidence among young adults, this study also offers broader implications for the interconnectivity of financial hardship across 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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".