Engine & Framework

Deterministic. Reproducible. Auditable. Every result can be re-run from the same inputs and will return the same output.

◆ Inkanyamba

Named after a storm-force from Southern African tradition — Inkanyamba appears when systems are under stress and decisions cannot wait. That is exactly the context this engine is built for.

Baseline & Preparedness

Purpose

Baseline and preparedness is the foundation layer of Crisis & Disaster Intelligence (CDI). It records what a locality normally looks like before a shock: population, infrastructure, markets, financial systems, transport options, local plans, known vulnerabilities, and readiness capacity.

This phase matters because emergency feasibility cannot be judged from the event alone. CDI needs to know what was already fragile, what was functioning, and what local actors had prepared before conditions changed.

What This Section Holds

Key Concepts & Definitions

Term Definition
Locality Profile Structured record of demographic, geographic, and service‑delivery attributes for a municipality.
Readiness Index Composite score summarising preparedness across sectors (health, water, shelter, logistics).
Vulnerability Exposure Qualitative‑quantitative assessment of hazards relative to local capacities.

Process Flow

  1. Data Ingestion – Pull census, GIS, and service‑provider datasets via API connectors.
  2. Normalization – Harmonise units, resolve duplicates, and map to CDI schema.
  3. Quality Assurance – Apply validation rules, flag missing fields, and assign confidence levels.
  4. Profile Generation – Produce a baseline JSON object stored in the evidence repository.
  5. Review Cycle – Annual stakeholder workshop updates the profile and records changes.

Evidence & Data Sources

Decision Brief Template

Baseline Overview – Population: 28 000, Critical Infrastructure: 12 % at risk, Readiness Index: 0.73 (high).

Key Gaps – Limited cold‑storage capacity, fragmented transport network, outdated evacuation routes.

Recommendations – Prioritise transport redundancy, update hazard maps, conduct quarterly drills.

Governance & Review

WordPress Subpages

Page Slug Purpose
Locality Profiles /baseline-preparedness/locality-profiles/ Baseline locality records and update status
Readiness Records /baseline-preparedness/readiness-records/ Local plans, readiness checks, and preparedness evidence