Unpredictable Work Schedules and Gender Divisions of Domestic Labor
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
Unpredictable work schedules dictated by employers can be difficult to reconcile with parental obligations. As such, they may motivate different strategies for managing and dividing domestic labor among partnered parents. Drawing on pooled cross-national survey data of dual-earner heterosexual parents of young children in Canada, Germany, Poland, Italy, Sweden, and the United States, we investigate the relationship between the predictability of parental work schedules and divisions of housework and childcare. Analyses reveal stronger adaptations in childcare than housework, with results suggesting that when parental availability is uncertain, families tend to rely more often on the partner with a regular schedule to manage and meet children's needs. When both parents have unpredictable schedules, fathers also take on a greater share of childcare. The implications of fathers’ unpredictable schedules thus differ depending on whether the mother also works an unpredictable schedule, highlighting the importance of analyzing parents’ schedules together. Household economic security and gender egalitarian attitudes around fathers’ caregiving also condition the relationship between unpredictable schedules and divisions of domestic labor. Overall, findings highlight the need to expand understanding of time availability in research on domestic labor beyond total work hours to wider and more relational temporal dimensions.
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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 | 0.001 |
| 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 it