Youth agency in times of crisis: Exploring education and conflict in Mali through participatory visual approaches with youth
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
Education in Mali is constrained by a multi-dimensional crisis that restricts education and makes life difficult. Young people are particularly affected. In this article, we use the preliminary findings of the Participatory Research on Education and Agency in Mali (PREAM) project that was implemented in the conflict-affected regions of Mopti and Segou, to discuss youth agency in situations of crisis and how participatory visual methods can be used both as a way of ascertaining adolescents’ perception of their agency and also to contribute to the development of youth agency. More specifically, we use data from six workshops using participatory visual methods (PVMs) to illustrate that young people have something valuable to say about education, agency, and conflict and that PVMs can be an effective way of engaging adolescents in dealing with such topics. Preliminary findings from the research suggest that although participating young people are in an asymmetrical position in relation to power with the adults around them, they nonetheless have a good understanding of their situation and demonstrate agentic behavior that is both adaptative and projective. Girls illustrated how generational order from child to grandmother and gender social norms can constrain agency. At the same time, they used their agency to expose and contest, in the cellphilms they produced, the unfair division of labor in their society. During the workshops, young people were eager to share their stories and wanted their artwork to communicate their concerns to the adults around them. In this article, we argue that it is important for adolescents in Mali to have a voice on questions of education and agency and we discuss why education actors and policy makers should pay attention to the perspectives of young people even (and especially) in times of crisis.
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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 | 0.003 | 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 | 0.001 |
| 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 it