CERES
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Forecast Accuracy
Tier I Hit Rate
Target Sep 2026 · 30 TIER-1 alerts required
Brier Score
Awaiting grades · 100 predictions required
SI Coverage
Target Sep 2026 · 200 predictions required
Avg Lead Time
Populating as T+90 grades accumulate
Tier I Alerts Issued
High-probability crisis warnings issued
Verified Correct
Awaiting graded IPC outcomes
Predictions Graded
Awaiting graded IPC outcomes · T+90 horizon
System Activity
Weekly Runs
Archiving active
Archived Snapshots
Region × week records
Active Tier I Regions
Current high-risk alerts
Data Sources
Open, public inputs only
What These Numbers Mean

90 days. That is the target.

Standard humanitarian early warning systems issue effective alerts 30–45 days before crisis thresholds. Pre-positioning food aid and mobilising emergency logistics requires 60–90 days minimum. CERES is designed to close that gap.

CERES issues 90-day horizon predictions, each carrying a calibrated probability, a 90% sensitivity interval, and named driver causes. Every prediction is timestamped on issue and graded against IPC Phase 3+ outcomes when the T+90 date arrives.

The first T+90 grading windows opened June 2026, and observed IPC outcomes publish on a 2 to 4 month lag, so grading trails the horizon. Current figures against the pre-registered targets are below, read live from the verification ledger.

Forward Accuracy
0 predictions · awaiting first grades
TIER-I Precision
Awaiting
Target > 80% Not yet assessed
0 of 30 alerts graded
Brier Score
Awaiting
Target < 0.10 Not yet assessed
0 of 100 graded
Brier Skill Score
Awaiting
Target > 0 Not yet assessed
0 of 100 graded
Predictions Issued
0
Target 43/week ✓ Met
committed before outcome
How We Verify

Graded against published IPC outcomes. No exceptions.

Every CERES prediction carries a T+90 grading date. When that date arrives, we compare our probabilistic forecast against the IPC phase classification published by OCHA, FEWS NET, or the IPC Global Platform for that region.

Predictions are graded on: (1) whether our predicted tier matches the observed IPC phase, (2) whether the actual outcome fell within our 90% sensitivity interval, and (3) our Brier score, the standard probabilistic calibration metric used in meteorological forecasting.

This ledger is public, permanent, and updated automatically. We do not remove incorrect predictions. View the full ledger →

Open Data

Download the Full Dataset

All CERES predictions are available as open data under CC BY 4.0. Download the full archive for independent validation, academic research, or integration into existing EWS workflows.

CSV
Current Predictions
Latest forecast for all monitored regions: probabilities, 90% sensitivity intervals, driver types.
Download ↓
CSV
Full Archive
All weekly prediction runs since launch: complete time series per region.
Download ↓
CSV
Grading Ledger
All graded predictions with actual IPC outcomes, Brier scores, and tier verdicts.
Download ↓
All datasets licensed under CC BY 4.0. Attribution: CERES / Northflow Technologies AS, ceres.northflow.no
Published on OCHA HDX from March to April 2026, then withdrawn while a better-suited HDX listing is arranged. Served directly here in the meantime.
Institutional Access
Partner with CERES
For WFP, FAO, OCHA, EU ECHO, academic institutions, and humanitarian funders. API access, co-validation partnerships, custom coverage, and SLA support.
API Access →Contact us →