voidly

AfghanistanAF

climbing (+28.1pp)

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
56.5%
d21 · 2026-07-27
Floor day
14.1%
d1 · 2026-07-07
30-day delta
+28.1pp
d30 vs d1 probability

30-day trajectory with 90% conformal band

model trajectory_v1
0%25%50%75%100%d1d7d14d21d30peak d21 56%
mean P(shutdown by day)90% conformal bandpeak day

Drivers (SHAP top 3 from the 7-day model — same features feed all horizons)

day 114.1%
2026-07-07
  • week_of_year-0.013
  • day_of_week-0.009
  • block_rate_roll14_mean-0.008
day 745.2%
2026-07-13
  • week_of_year-0.013
  • day_of_week-0.009
  • block_rate_roll14_mean-0.008
day 1452.3%
2026-07-20
  • week_of_year-0.013
  • day_of_week-0.009
  • block_rate_roll14_mean-0.008
day 3042.3%
2026-08-05
  • week_of_year-0.013
  • day_of_week-0.009
  • block_rate_roll14_mean-0.008

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

DayDateP(shutdown)90% interval
d12026-07-0714.1%[0%, 58%]
d72026-07-1345.2%[0%, 100%]
d142026-07-2052.3%[0%, 100%]
d302026-08-0542.3%[0%, 100%]
Spotlight countries