CERES
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Read the paperResearch collaboration: hello@northflow.no
Forward Accuracy
● Live · 143 of 1,376 graded
TIER-I Precision (Phase 3+)
100.0%
Target > 80% Met
62 of 62 TIER-I alerts reached Phase 3+ on the FEWS NET proxy
TIER-I Recall (Phase 4+)
91.4%
Target > 85% Early sample
32 of 35 Phase 4+ outcomes had a TIER-I alert, across 7 countries and 5 run dates
Brier Score
0.1905
Target < 0.10
143 graded
SI Coverage (90%)
84.6%
Target > 88% Not yet assessed
143 of 200 graded predictions required
How to read these
  • TIER-I precision counts Phase 3+. Of 62 TIER-I alerts graded, 62 reached Phase 3+ on the FEWS NET proxy at T+90.
  • TIER-I recall counts Phase 4+. Of 35 graded outcomes at Phase 4+ on the FEWS NET proxy, 32 had a TIER-I alert. Phase 3 outcomes are not counted. These outcomes cover 7 countries and 5 run dates.
  • Brier decomposition. Reliability 0.065, resolution 0.061, uncertainty 0.185. The uncertainty term is fixed by how the outcomes fell.
  • 143 of 1,376 predictions are graded, all against the FEWS NET proxy described in the Methodology. Its source data publishes on a lag. Metrics below their pre-registered minimum sample are marked not yet assessed.

Published ledger figures, refreshed hourly. Full verification ledger and pre-registered protocol

System Activity
Published Runs
26
Since 7 April 2026
Region Run Records
1,083
One row per region and published run
Active Tier I Regions
0
As of 12 October 2026
What These Numbers Mean

90 days. That is the target.

Pre-positioning food aid and mobilising emergency logistics takes 60 to 90 days. CERES forecasts 90 days ahead, so that a warning arrives while there is still time to act on it.

CERES issues 90-day horizon predictions, each carrying a probability, a 90% sensitivity interval, and named driver causes. Every prediction is timestamped on issue and graded against the FEWS NET proxy after the T+90 date.

Grading trails the horizon, because the data for each window has to be published first. The figures above are read live from the verification ledger, against the pre-registered targets.

How We Verify

Graded against the FEWS NET proxy.

Every CERES prediction carries a T+90 grading date. When the data for that window is published, we compare our probabilistic forecast against the FEWS NET proxy for that country: the highest Current Situation phase FEWS NET reports for any of its areas within 30 days of the grading date.

Predictions are graded on: (1) whether our predicted tier matches the proxy 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. View the full ledger →

Current Risk Landscape

Active Alerts, 12 October 2026

TIER-1
0
Critical: P(IPC 3+) ≥ 70%
TIER-2
4
Warning: P(IPC 3+) 45% up to 70%
TIER-3
39
Watch: P(IPC 3+) < 45%

View live dashboard →

Open Data

Download the Data

CERES forecasts are available as open data under CC BY 4.0, 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
Published Runs
One row per region and published run date.
Download ↓
JSON
Grading Ledger
Every prediction in the published score, with the observed phase, the grading source and its Brier contribution.
Download ↓
All datasets licensed under CC BY 4.0. Attribution: CERES / Northflow Technologies AS, ceres.northflow.no
Free and without registration.
Research collaboration
Work with the CERES team
For humanitarian agencies, academic groups and funders: co-validation against field assessments, joint studies and new country coverage.
hello@northflow.no