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Canvass Foresight

A civic-tech annotation tool that helped organizers pre-review canvassing addresses with Street View imagery before sending people into the field.

Problem

Large canvassing address sets can waste organizer time if teams discover too late that addresses are unsuitable, unclear, or need additional notes before field work.

Approach

I built a review workflow around pre-fetched imagery, labels, comments, and address triage so teams could make field deployment decisions earlier.

Outcome

The shipped public project extends my civic-tech work beyond housing research into practical organizer tooling and field-operations preparation.

Highlights

Workflow First

The value was not the image viewer by itself. The useful workflow was moving uncertainty out of the field and into a pre-review queue where organizers could label, comment, and prioritize addresses.

Implementation

The project uses React, TypeScript, React-Bootstrap, NocoDB, and AWS. It is intentionally pragmatic: a focused tool for reviewing many records quickly rather than a broad campaign-management platform.

Portfolio Role

Canvass Foresight complements Philly Landlord Spotter by showing another version of civic technology: not public research for tenants, but internal tooling that helps organizers prepare field operations.