Parenting in a 24/7 Economy: Mothers’ Non-standard Work Schedules and Involvement in Children’s Education
Bibliographic record
Abstract
Evidence suggests that parental involvement in children’s education has a positive impact on children’s educational achievements and wellbeing outcomes. The trend toward 24/7 economies has obliged many mothers to work non-standard schedules (i.e., schedules outside traditional daytime, Monday–Friday work schedules). This has raised concerns over how non-standard work schedules affect parenting behaviors, including paternal involvement in children’s education. Using data from mothers of young children (age 5–6) in Hong Kong ( N = 433), this study examined the association between maternal work schedules and involvement in children’s home and school activities. The results of structural equation modeling found that weekend work was associated with lower levels of home-based involvement. By contrast, working non-standard hours was linked with higher levels of school-based involvement. This pattern suggested that non-standard work schedules could make it either easier or harder for mothers to balance work and family responsibilities, depending on the circumstances (i.e., whether they work non-standard hours or weekends). These findings, indicating that the effects of non-standard work schedules are not uniformly negative or positive, warrant sophisticated policy efforts to address the potential adverse effects of non-standard work schedules and avoid undermining their potential to be used as a family-friendly option.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".