Three essays on the economics of labour and the family
Bibliographic record
Abstract
This dissertation includes three papers that address various aspects of the economics of labour and the family. The dissertation integrates the discussion on the following issues: (1) the allocation of housework and childcare in Canadian two-earner households (2) the effect of family policy reform on time allocation and labour supply in two-parent families (3) effect of anticipated divorce and divorce duration on male and female labour supply. The first paper Time Allocation Gender Gap in Native-born and Foreign-born Families in Canada focuses on the difference between the housework and childcare share produced by foreign-born husbands compared to Canadian-born husbands. This empirical analysis employs the data from the Canadian General Social Survey. The results show that foreign-born husbands have a lower share of housework and childcare compared to their Canadian-born counterparts. The second paper The effect of Quebec childcare policy change on the labour market outcomes and time distribution in the family analyzes the effect of the childcare policy change that took place in Quebec in 1997-2000. The results show that the introduction of “$5 per day” daycare subsidized by the Quebec government increased the labour supply of married mothers and also affected the allocation of time husbands and wives spend on housework and childcare. The data from this project were drawn from 1996 and 2001 Canadian Census. The third paper Labour supply of Australian men and women before and after divorce studies the changes in the labour supply of men and women before and after divorce. The data for empirical analysis employs 12 waves of Household, Income and Labour Dynamics in Australia Survey (HILDA). The outcome suggests that men and women do not change labour participation and weekly working hours in anticipation of divorce. Women increase labour force participation and weekly hours worked as a result of divorce. Men’s labour supply does not change in response to divorce.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".