voidly

Saudi ArabiaSA

stable (+1.3pp)

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
60.8%
d8 · 2026-06-16
Floor day
26.3%
d26 · 2026-07-04
30-day delta
+1.3pp
d30 vs d1 probability

30-day trajectory with 90% conformal band

model trajectory_v1
0%25%50%75%100%d1d7d14d21d30peak d8 61%
mean P(shutdown by day)90% conformal bandpeak day

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

day 132.7%
2026-06-09
  • week_of_year-0.013
  • gdelt_unrest_30d+0.009
  • recent_shutdown-0.008
day 744.3%
2026-06-15
  • week_of_year-0.013
  • gdelt_unrest_30d+0.009
  • recent_shutdown-0.008
day 1433.7%
2026-06-22
  • week_of_year-0.013
  • gdelt_unrest_30d+0.009
  • recent_shutdown-0.008
day 3034.1%
2026-07-08
  • week_of_year-0.013
  • gdelt_unrest_30d+0.009
  • recent_shutdown-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
d12026-06-0932.7%[0%, 77%]
d72026-06-1544.3%[0%, 100%]
d142026-06-2233.7%[0%, 100%]
d302026-07-0834.1%[0%, 100%]
Spotlight countries