voidly

Saudi ArabiaSA

falling (-10.6pp)

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
66.1%
d14 · 2026-08-27
Floor day
8.3%
d4 · 2026-08-17
30-day delta
-10.6pp
d30 vs d1 probability

30-day trajectory with 90% conformal band

model trajectory_v1
0%25%50%75%100%d1d7d14d21d30peak d14 66%
mean P(shutdown by day)90% conformal bandpeak day

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

day 120.1%
2026-08-14
  • month-0.036
  • block_rate_roll7_std-0.029
  • gdelt_protests_7d+0.028
day 710.2%
2026-08-20
  • month-0.036
  • block_rate_roll7_std-0.029
  • gdelt_protests_7d+0.028
day 1466.1%
2026-08-27
  • month-0.036
  • block_rate_roll7_std-0.029
  • gdelt_protests_7d+0.028
day 309.5%
2026-09-12
  • month-0.036
  • block_rate_roll7_std-0.029
  • gdelt_protests_7d+0.028

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
d12026-08-1420.1%[0%, 64%]
d72026-08-2010.2%[0%, 75%]
d142026-08-2766.1%[0%, 100%]
d302026-09-129.5%[0%, 88%]
Spotlight countries