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

How Might This Work?

Conceptual architecture — to be determined through technical discovery.

Conceptual Pipeline

Click a component to see a plain-language explanation.

Source FilesIngestion PipelineNormalizationIdentity ResolutionDocument DatabaseHistorical Entity RecordsChange Detection EngineAnalytics / Research LayerAlert SystemOutreach WorkflowFuture File Match-BackOutcome Analysis

Architecture Playground

The technical architecture is still a discovery question. Explore possible approaches — no winner declared.

Does This Need to Be Built?

Build

Create state-first historical infrastructure directly from recurring source files.

Buy

Determine whether an existing political-data provider already preserves the historical snapshots and change information required.

Hybrid

Acquire historical snapshots or data services from an existing provider while building custom change detection, research, alerting, and intervention infrastructure.

This is an open technical discovery question.

Is This the Same Person? —

January
Marcus Johnson
123 Oak Street
Duval
March
Marcus A. Johnson
123 Oak Street
Duval
June
Marcus A. Johnson
456 Pine Avenue
Duval

One of the technical challenges is identity resolution: determining whether changing records across different files belong to the same person. Matching attributes may include State Voter ID, Name, Date of Birth, Address, County, and other identifiers. The real architecture must establish reliable matching rules rather than assuming records belong to the same person.

Something Doesn't Match — Data Quality Lab

State Snapshot: Active
External Dataset: Inactive
Previous State Snapshot: Active

What should happen?

Overwrite EverythingIgnore DifferenceFlag for InvestigationPreserve Both Records

Recommended: Preserve the discrepancy and investigate it. Disagreement between data sources may itself be useful information.

Where Did This Information Come From? —

Value
Date Observed
Source
Snapshot Date
Active
2026-07-01
FL Voter File
2026-07
Inactive
2026-08-01
FL Voter File
2026-08
Sim

Architecture is conceptual and not final. No architecture is declared the winner.