⚠ Simulated Data Prototype — Florida Civic Innovation Lab Concept
SNAPSHOT
September 2026
Change Detection

What Changed Between Snapshots?

Comparing two versions and identifying what changed — the engine that turns monthly files into signals.

6 meaningful changes detected in the demonstration set:

Marcus Johnson
Duval County
Active→Inactive
Angela Williams
Orange County
Active→Inactive
Tanya Brown
Miami-Dade County
Record Missing
Carlos Rodriguez
Hillsborough County
Inactive→Active
Derrick Thomas
Duval County
Active→Inactive
Michael Davis
Hillsborough County
Active→Inactive

From Database to Early Warning System

Monthly File ArrivesSystem Compares RecordsHistories UpdateMeaningful Changes DetectedPotential Instability IdentifiedAlert GeneratedHuman ReviewsOutreach Begins

How Quickly Can We Respond?

Scenario: status changed August 1. Select outreach timing:

Aug 5
4 days
Aug 15
14 days
Sep 1
31 days
Oct 1
61 days

Could the timing of intervention affect the outcome? That is a research question the infrastructure could allow us to test.

Sim

Change detection runs on 15 fictional demonstration records. Full-scale numbers are simulated.