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

What Are We Actually Testing?

Responsible innovation does not begin by assuming the answer is software. The goal of discovery is to learn what kind of thing this actually needs to become.

Hypotheses

Historical state voter-file records contain useful signals that are lost when we only examine the current record.

TO TEST

We can reliably reconstruct individual voter histories from recurring snapshots.

TO TEST

Certain record changes predict future voter-registration instability.

TO TEST

Organizations can identify people experiencing instability quickly enough to intervene.

TO TEST

Outreach can improve registration recovery or stability.

TO TEST

Some interventions work better than others.

TO TEST

Registration assistance can become a meaningful entry point into longer-term organizing relationships.

TO TEST

The infrastructure can be replicated beyond one organization or one state.

TO TEST

Stability Signals — Candidate Signals

We do not yet know which changes actually predict future registration problems. Discovering that is part of the research. Turn candidate signals on and off to see how the flagged population changes.

2,002 people

would be flagged using these demonstration rules. Defining "instability" is itself a research problem.

What Should Trigger an Alert?

IF Status changes from Active to Inactive AND person was Active for at least 12 months → Create Registration Verification Alert
IF Record is not observed in two consecutive snapshots → Create Record Review Alert
IF Inactive → Active → Create Recovery Alert

What Could We Learn?

Click a question to see the data, analysis, experiment, and decision it could support.

What If It Doesn't Work?

Historical records cannot be matched reliably.
Existing vendor infrastructure already solves the problem.
Candidate signals do not predict meaningful instability.
Outreach does not improve recovery.
The intervention is too expensive.
Monthly data is not frequent enough.
The operational burden exceeds the benefit.
Some states do not provide adequate data.

Those are useful findings.

An Innovation Lab exists to reduce uncertainty. A project can create value by discovering that an assumption is wrong before an organization invests heavily in scaling it.

Sim

All hypotheses, signals, and rules are candidate concepts for research — not validated models.