Does women's empowerment improve women's education?A cross-sectional study of 27 transitional post-communist countries
Bibliographic record
Abstract
The paper examines the correlation between patriarchal attitudes, women’s asset ownership, participation in household decision-making and women's educational attainment across 27 post-communist countries. It hypothesizes that patriarchal attitudes hinder women's educational achievements while women's asset ownership and participation in household decision-making facilitate them. Utilizing regression analysis, marginal effects, post-regression simulation, the study tests and confirms these hypotheses. Results show that for every unit increase in women's asset ownership and participation in decision-making, the odds of achieving higher educational attainment increase by approximately 35.7% and 16.5%, respectively. Conversely, a unit increase in patriarchal attitudes decreases these odds by 15.8%. The findings underscore the importance of state and civil society commitment to addressing gender disparities in education.
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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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".