PakistanPK
climbing (+53.2pp)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
87.7%
d23 · 2026-07-01
Floor day
4.7%
d3 · 2026-06-11
30-day delta
+53.2pp
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 124.9%
2026-06-09
- block_rate_roll7_std-0.043
- recent_shutdown+0.031
- incident_count_7d+0.023
day 738.6%
2026-06-15
- block_rate_roll7_std-0.043
- recent_shutdown+0.031
- incident_count_7d+0.023
day 1472.1%
2026-06-22
- block_rate_roll7_std-0.043
- recent_shutdown+0.031
- incident_count_7d+0.023
day 3078.1%
2026-07-08
- block_rate_roll7_std-0.043
- recent_shutdown+0.031
- incident_count_7d+0.023
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 | 2026-06-09 | 24.9% | [0%, 69%] |
| d7 | 2026-06-15 | 38.6% | [0%, 100%] |
| d14 | 2026-06-22 | 72.1% | [3%, 100%] |
| d30 | 2026-07-08 | 78.1% | [0%, 100%] |
Spotlight countries