Cash and Conflict: Large-Scale Experimental Evidence from Niger
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
Conflict undermines development, while adverse economic shocks, in turn, can increase conflict risk. Policy interventions such as cash transfers could attenuate conflict risk by raising poor households’ opportunity costs. However, cash transfers may also trigger looting, and expanding government programs may attract attacks to undermine state legitimacy. We study the net effect across these forces based on the large-scale randomization of a government-led cash transfer program and georeferenced conflict events. Cash transfers did not yield greater pacification but—if anything—triggered a short-term increase in conflict events (by 0.63 percentage points), substantially driven by terrorist attacks by foreign rebel groups. (JEL D72, D74, H53, I38, O15, O17)
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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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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