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MOVEMENT OPPORTUNITY INDEX  /  AI EXPLORER

Ask the data.
Get an answer.

Query neighborhood scores, compare communities, understand constraint types, and get intervention recommendations in plain language. No dashboard required.

WHO THIS IS FOR

Built for people who need answers, not spreadsheets.

The MOI Explorer is designed for anyone working on movement equity in New York City who needs fast, specific answers from the data without opening a dashboard.

Policymakers and agency staff

Query scores, compare neighborhoods, and identify investment priorities before budget meetings or council hearings. Every answer is traceable to public data.

Program designers

Understand whether your neighborhood has a supply, delivery, or coverage constraint and what type of program would actually move the needle given that diagnosis.

Researchers and data scientists

Explore the Phase 1 dataset, understand the constraint typology, and identify where Phase 2 data validation would have the greatest impact on score accuracy.

Funders and partners

See exactly where the need is highest, what is driving each gap, and what the framework recommends before committing resources to a neighborhood or program.

Community organizations

Ask about your neighborhood in plain language. Get a score, a diagnosis, and a recommended intervention class without needing to read a methodology document.

Journalists and advocates

Query scores, compare neighborhoods, and identify investment priorities before budget meetings or council hearings. Every answer is traceable to public data.

WHAT YOU CAN ASK

The Explorer understands natural language.

NEIGHBORHOOD SCORE

"What is driving Brownsville's low score?"

CONSTRAINT FILTER

"Which neighborhoods have a burden constraint?"

BOROUGH FILTER

"What would move the needle most for Crown Heights?"

COMPARISON

"Compare Brownsville and East Harlem side by side."

LEVERAGE POINT

"What would move the needle most for Crown Heights?"

INTERVENTIION

"What intervention does Mott Haven need and why?"

CURRENT STATUS

This is the demo. The live version is what comes next.

The current Explorer runs on pattern-matching logic applied to the Phase 1 dataset. The live version with a real AI query layer, live data pipeline, and full natural language understanding is in active development, funded through Phase 2 institutional support.

Demo built

Phase 1 dataset · Live now

Funding secured

Phase 2 funding · Fall 2026

AI layer connected

AI query engine · Post-funding

Live data pipeline

Phase 2 agency data

GET INVOLVED

Want to help build what comes next?

The live Explorer requires funding, data partnerships, and technical collaboration. If you are a funder, data scientist, agency partner, or institution interested in supporting Phase 2, reach out.

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