EthiopiaET
falling (-21.8pp)30-day day-by-day shutdown-risk trajectory. Each point is a per-horizon XGBoost prediction (h=1..30) with a 90% conformal band derived from absolute LOCO residuals. Peak risk highlighted.
Peak day
73.5%
d6 · 2026-08-19
Floor day
28.7%
d30 · 2026-09-12
30-day delta
-21.8pp
d30 vs d1 probability
30-day trajectory with 90% conformal band
model trajectory_v1mean P(shutdown by day)90% conformal bandpeak day
Drivers (SHAP top 3 from the 7-day model — same features feed all horizons)
day 150.5%
2026-08-14
- week_of_year-0.024
- month-0.022
- block_rate_roll7_mean-0.015
day 744.3%
2026-08-20
- week_of_year-0.024
- month-0.022
- block_rate_roll7_mean-0.015
day 1468.0%
2026-08-27
- week_of_year-0.024
- month-0.022
- block_rate_roll7_mean-0.015
day 3028.7%
2026-09-12
- week_of_year-0.024
- month-0.022
- block_rate_roll7_mean-0.015
Honest caveats
- Per-horizon XGBoost stacked into a trajectory — not a true joint distribution.
- Conformal bands are absolute-residual q90 from LOCO predictions on 18 eval countries.
- Long horizons (h>=14d) have wider effective uncertainty than the conformal q90 suggests; the same lag features feed all horizons.
- Bands floor at [0,1]; probabilities below 0.05 are at the model's noise floor.
- SHAP attribution above is from the 7-day point model. The trajectory uses 30 separate per-horizon XGBoost models that share the same feature set; we have not yet computed per-horizon SHAP.
Sample horizons
| Day | Date | P(shutdown) | 90% interval |
|---|---|---|---|
| d1 | 2026-08-14 | 50.5% | [7%, 94%] |
| d7 | 2026-08-20 | 44.3% | [0%, 100%] |
| d14 | 2026-08-27 | 68.0% | [0%, 100%] |
| d30 | 2026-09-12 | 28.7% | [0%, 100%] |
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