LUMA · OPERATIONAL · LIVE

26 WEEKS. 50 CHWs.
5,000+ INTERACTIONS.

What luma's framework looks like once it's been running for six months — the operational layer ministries now run themselves, with no INGO partner in the middle. Every chart reads from the same SQLite the WhatsApp pipeline writes to. No dashboard caches, no slide-deck mockups — query the database, render the answer.

interactions
tagged cases
distinct chws
districts
emergencies
date range
Module 01 · Operational throughput

Weekly conversation volume

Cumulative interactions per ISO week. The shape — gentle ramp from launch through week 26 — reflects the network's gradual onboarding curve, not a stable flat run rate.

Module 02 · Severity composition

Emergency / urgent / routine over time

Stacked weekly. The emergency band is the heaviest signal for ministry routing — it's the queue your district focal points wake up to.

Module 03a · Topic mix

Where the questions cluster

All interactions over 26 weeks, grouped by extracted topic.

Module 03b · District activity

Geographic distribution

Population-weighted, but real signal is in the per-district CHW count and how it scales.

Module 04 · Workforce activity

Per-CHW, per-week conversation heatmap

Top 50 CHWs across 26 weeks. Each cell = one week of activity for that worker. Darker = more conversations. Real CHW networks have this shape: a long tail of high-activity workers, dormant weeks, gradual onboarding.

activity: 0 1–3 4–7 8–14 15+
Module 05 · Bayesian framework value

Confidence interval tightens with data

The point of the Bayesian update is that the posterior CI shrinks as observations accumulate. Below: cumulative CI for the HIV-prevalence indicator, week-by-week. Strong UNAIDS prior (effective n=200); the 5,000 CHW interactions move it modestly. This is what scale buys you — at 100,000 conversations the CI collapses.

Module 06 · What scale unlocks

Project the network forward

Move the sliders. Watch the posterior CI for HIV prevalence collapse as N grows. This is the framework's commercial value — at 1,000 CHWs across SSA, luma's national-level posteriors rival WHO household-survey precision, but updated weekly instead of every five years.

50100k
4 wks3 yrs
projected interactions
posterior mean
95% CI width