Multi-horizon shutdown forecast
Kazakhstan — three honest horizons
How shutdown risk for Kazakhstan evolves over 1 day, 7 days, and 30 days. Each horizon uses its own XGBoost model with per-horizon SHAP attribution and a 90% conformal interval.
Generated 2026-05-21 12:51 UTC · model multi-horizon-h-v1 · raw JSON
Probabilities
1 day
1d
27.1%
90% interval [20%, 34%]
7 days
7d
58.8%
90% interval [42%, 75%]
30 days
30d
70.0%
90% interval [20%, 100%]
Consistency check
OK — monotonicP(1d) ≤ P(7d) ≤ P(30d)
The three horizons are internally consistent: longer windows capture at least the risk of shorter windows. This is the expected behavior — a 30-day window must contain any 7-day or 1-day shutdown.
27.1% ≤ 58.8% ≤ 70.0%
Top-5 SHAP features per horizon
Each horizon has its own learned drivers. Positive SHAP values push the prediction up; negative values push it down. Features differ across horizons because near-term risk responds to acute signals, while month-out risk responds to slower structural factors.
| Horizon | Rank | Feature | SHAP |
|---|---|---|---|
| 1-day | #1 | week_of_year | -0.840 |
| #2 | risk_tier | -0.263 | |
| #3 | day_of_week | -0.177 | |
| #4 | block_rate_lag3 | +0.176 | |
| #5 | block_rate_roll7_mean | -0.149 | |
| 7-day | #1 | week_of_year | -0.796 |
| #2 | risk_tier | -0.432 | |
| #3 | block_rate_roll7_mean | +0.298 | |
| #4 | recent_shutdown | +0.164 | |
| #5 | month | -0.140 | |
| 30-day | #1 | week_of_year | -1.172 |
| #2 | risk_tier | -0.546 | |
| #3 | gdelt_unrest_30d | +0.315 | |
| #4 | block_rate_lag1 | +0.244 | |
| #5 | recent_shutdown | -0.124 |
Honest caveats
- Each horizon is a separate XGBoost model with its own features and its own honest evaluation. LOCO AUC across spotlight countries: 1d
0.91· 7d0.88· 30d0.84. - 30-day forecasts inherently have wider conformal intervals (more time = more uncertainty). A wide interval is not a bug — it's honesty.
- These numbers are not guarantees. A 70% probability does not mean a shutdown is certain; a 20% probability does not mean you're safe.
- See /atlas/multi-horizon for the cross-country index, or /atlas/models for the full model registry.
Related
- /atlas/forecast/kz — 7-day calibrated forecast with drivers
- /kz — Kazakhstan country profile
- /atlas/multi-horizon — all spotlight countries with 30d probability
- /v1/forecast/KZ/multi-horizon — raw JSON