Public early warning

Zambia Power Stress Index

A public signal for short-horizon power stress in Zambia.

Tracking Kariba hydrology, load-shedding evidence, and macro pressure so the state of the grid is legible at a glance.

System health degradedHydrology ingest staleLabel evidence liveModel layer live
Kariba storage20.9%

Awaiting fresh ingest

Evidence base78

Queue clear

Current postureModerate

Inference live signal

Last refreshMar 29, 12:57 AM UTC

Most recent published dashboard update

System healthDegraded

zra_hydrology is future-dated; boz_fx is 2 days behind

Use it for: short-horizon early warning over days to weeks, not seasonal prediction. Update rhythm: source ingest runs daily where connected; the PSI refreshes when a governed inference run is published. Scope today: Stage 1 PSI monitoring is live and publishing; macro data rails are live for context, while the macro model remains gated until it beats baseline. Full methodology

Read the methodologyLive where upstream data is current and a governed PSI publication is available.

20.9%

Kariba usable storage

Sourced from Zambezi River Authority daily hydrology readings.

78

Evidence base

78 evidence rows in the current archive. Review queue clear.

Elevated

FX pressure signal

Current external-pressure signal: Elevated.

Inference live

Model readiness

Latest published PSI reading is current and suitable for operational monitoring.

Data adequacy

Stale — figures below describe an older saved training snapshot, not necessarily the model behind today's PSI card.

Aligned rows65
Overlap dates65
Missingness (mean / max)5% / 22%
Quality gatesMet
Under-threshold override
What to know before using this signal
  • Daily severity — Each day is represented by one resolved severity state, not a full hour-by-hour outage schedule.
  • Current scope — This page is strongest as a power-stress monitor. Macro transmission signals become decision-grade only when the macro layer is published as live.
  • Coverage matters — Confidence depends on how much reviewed label history overlaps with feature history in the published training window.
  • Governance strip timing — Model & governance and data adequacy read the last dashboard_training_snapshot publish. If that predates a new governed inference, the hero PSI can be current while those panels still show an older preflight or train until the snapshot is republished.

Trajectory

21-day PSI pulse

0.65 PSIRising
Mar 08 – Mar 28
Mar 08Mar 18Mar 28

Evidence mix

Historical severity distribution

Share of classified days across the current evidence base.

Class 0 • restored / stable supply4 days5%
Class 1 • scheduled partial cuts27 days35%
Class 2 • heavy unscheduled cuts39 days50%
Class 3 • crisis-level outages8 days10%

Latest updates

System activity

Recent pipeline and model events surfaced for transparency.

ZESCO LabelsMar 27, 03:09 AM UTC

Evidence base refreshed

78 evidence rows are classified and review-ready.

BoZ FXMar 27, 12:00 PM UTC

ZMW/USD observation updated

Mid rate is 18.9395.

PSI ModelMar 29, 12:57 AM UTC

Latest PSI reading published

PSI 0.65 · worsening · confidence MEDIUM.

System healthMar 29, 11:10 PM UTC

System health degraded

zra_hydrology is future-dated; boz_fx is 2 days behind