From negotiated to covert: married women’s agency in staple crop value chains in Kenya, Ghana, South Africa and Uganda
Bibliographic record
Abstract
This article examines married women’s agency in marketing and income use for staple crops grown on jointly held fields in four African countries: cowpea in Ghana, maize in South Africa and Kenya, and matooke banana in Uganda. The article is based on a series of workshops in each country in which small-scale farmers participated in focus group discussions and a participatory mapping of value chains. Our results show that in Ghana and South Africa, wives exercise agency through acknowledging and appealing to their husbands’ authority, using their roles as custodians of income to shape expenditure, and relying on non-confrontational persuasion. In Kenya and Uganda, women withdraw their labour, hide crops, and redirect their energy to marketing crops grown on separate fields. These findings demonstrate the multiple and complex ways married women exercise agency in the domains of marketing and income use.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| 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".