Parenthood and Well‐Being: A Decade in Review
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
Understanding social aspects of parental well-being is vital, because parents' welfare has implications not only for parents themselves but also for child development, fertility, and the overall health of a society. This article provides a critical review of scholarship on parenthood and well-being in advanced economies published from 2010 to 2019. It focuses on the role of social, economic, cultural, and institutional contexts of parenting in influencing adult well-being. We identify major themes, achievements, and challenges and organize the review around the demands-rewards perspective and two theoretical frameworks: the stress process model and life course perspectives. The analysis shows that rising economic insecurities and inequalities and a diffusion of intensive parenting ideology were major social contexts of parenting in the 2010s. Scholarship linking parenting contexts and parental well-being illuminated how stressors related to providing and caring for children could unjustly burden some parents, especially mothers, those with fewer socioeconomic resources, and those with marginalized statuses. In that vein, researchers continued to emphasize how stressors diverged by parents' socioeconomic status, gender, and partnership status, with new attention to strains experienced by racial/ethnic minority, immigrant, and LGBTQ parents. Scholars' comparisons of parents' positions in various countries expanded, enhancing knowledge regarding specific policy supports that allow parents to thrive. Articulating future research within a stress process model framework, we showed vibrant theoretical pathways, including conceptualizing potential parental social supports at multiple levels, attending to the intersection of multiple social locations of parents, and renewing attention to local contextual factors and parenting life stages.
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