The Role of Spousal Support in Working Mothers’ Work-Life Balance
Bibliographic record
Abstract
This paper studied how Saudi working mothers experience spousal support, and what types of support are most relevant for them. Drawing on a qualitative research design with 17 semi-structured in-depth interviews with Saudi working mothers, and a thematic analysis approach, this study explored and discussed in-depth six types of spousal support and how working mothers experience each. We find that the most relevant and welcomed type of support is professional support, especially as it relates to current and future career aspirations, followed by more practical support in the household and with childcare/parenting responsibilities. Intellectual and emotional support are appreciated, but not a must, as most women feel they should be able to deal with their own emotions without their husband’s involvement. Financial support is becoming less relevant and the least-needed type of spousal support. Overall, we find that most working mothers struggle to find a balance between their work and non-work-related life, and male partners have an essential role in helping their wives find that balance.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".