EQUITABLE ECONOMIC DEVELOPMENT STARTS WITH BETTER DATA
Bad headlines, real opportunity.
A working session with Community Investment Corporation & the Preservation Compact — AI-synthesized, corridor-level evidence for where NOAH loss happens first.
SEPT 16, 2026STACIE YOUNG · MAGGIE CASSIDYJAQUIS COVINGTON, FOUNDER
01 — Current State
Where CIC and the Compact operate today
A 50-year-old CDFI and its preservation program, working from the same tools most of the field relies on.
CIC
Multifamily lending
Acquisition, rehab, refinance, and energy-retrofit lending for 5+ unit rental buildings across Chicago.
PRESERVATION COMPACT
NOAH protection
Policy collaborative focused on preventing loss of naturally occurring affordable housing before it's gone.
WORKING THESIS — TO VALIDATE WITH CIC
Outreach and lending focus today is guided by inbound deal flow, citywide/community-area statistics, and institutional memory.
Those tools work — but they're built at a resolution that misses what happens block by block.
Does that match what you're actually seeing day to day — or are we missing something about how this works today?
02 — The Gap
The aggregate is a discount, not a summary
Public data exists — permits, licenses, 311, crime, sales — but it's scattered across portals that don't talk to each other, and reported at the neighborhood level.
A neighborhood-wide number blends a stable corridor with a distressed one two blocks away. The average doesn't just simplify the picture — it hides the exact signal a lender or preservation strategist needs to act early.
NEIGHBORHOOD-LEVEL AVERAGE
one blended number
ACTUAL CORRIDORS INSIDE IT
Stable
At risk
Watch
Rising
Stable
02 — The Gap · Case Study 1 of 4: South Shore
South Shore: the gap, in real numbers
This isn't hypothetical — it's a neighborhood Tubman has already scored. The community-area average sits at 35.7/100. Its five corridors range from 36.4 to 66.4 on the exact same public data.
Outside institutions already agree. A TIF district, a Special Service Area, and a city corridor-redesign proposal all independently target this same pair of corridors — Tubman's model found them from public permit, license, and crime data alone, with no knowledge of policy or planning.
Same corridors, in the headlines
Block Club Chicago · Mar 2026
"Stony Island Redesign, Transit Upgrades Pitched For Corridor Improvement Plan"
Block Club Chicago · Jun 2025
"This South Shore Initiative Aims To Get Neighbors Invested In Projects Along 71st Street"
Block Club Chicago · Nov 2024
"Planned South Shore Entertainment Center Gets Key City Approvals"
Stony Island Ave and Jeffery Blvd are Tubman's two strongest corridors — which one ranks #1 is still being refined.
03 — Why It Matters · South Shore, cont.
Business turnover leads a sale by months
Small commercial tenants are more rent-sensitive than the buildings around them — they turn over first. A rising license-lapse rate signals disinvestment before a residential sale happens.
35.3%
South Shore
highest turnover
30.2%
Pilsen
rising pressure
26.3%
Gr. Chinatown
lowest of the three
—
Uptown
scorecard publishing soon
Lapsed = distinct licenses touching the current window minus licenses currently active, per corridor. Real, repeatable calculation — not an estimate.
03 — Why It Matters (cont.) · South Shore
Resident Sentiment: the second leading signal
311 requests are citizen-reported, not inspection outcomes. A shift from upkeep complaints to distress complaints shows deterioration before a violation is ever cited.
South Shore
DOMINANT COMPLAINT TYPE
Building & plumbing violations
A distress signal — physical housing decline.
Pilsen
DOMINANT COMPLAINT TYPE
Graffiti removal
Routine upkeep — not distress.
Gr. Chinatown
DOMINANT COMPLAINT TYPE
Graffiti removal
Routine upkeep — not distress.
South Shore's problems read as structural. Pilsen's and Chinatown's read as ordinary maintenance — a real, qualitative difference, not just a volume count. In the platform, this is labeled Resident Sentiment, not "311 requests."
04 — The Tubman Solution
Corridor-level scorecards, not neighborhood averages
Synthesizes free, public data into corridor-level scorecards, built on Tubman's model — permits, license lapse, resident sentiment, crime, sales/assessed value.
Every figure is sourced, versioned, and dated — and checked against independent public benchmarks, not just self-reported.
A plain-language "read" accompanies every scorecard — synthesis, not a raw data dump.
City of Chicago Building Permits, via Tubman case study
License lapse
35.3%Watch
City of Chicago · Business Licenses
Resident sentiment
Distress
Illustrative — trend pull pending
Business density
8.3vs. 11.4 peer avg
City of Chicago Licenses & ACS, via Tubman case study
Plain-language read: One corridor already carries $380.6M in permit value — capital is concentrating before the neighborhood-wide numbers catch up. That's the whole idea: predicting where development is heading before it happens, so CDFIs and preservation partners can act early. Resident sentiment reads distress, which is exactly why community engagement matters now, while residents still have a say in what comes next.
Independent validation · a different story per property type
Uptown
CHECKED VS. FHFA
Houses, 2016–24
+50.1%
After inflation
Small multifamily
+24.4%
After inflation
Condos, 2016–24
+1.7%
After inflation · ~89% of units
Plain-language read: A blended number would hide this — houses are up 50.1% since 2016, but condos (~89% of units) are up just 1.7%. Tubman's own price index puts Uptown at 135.2 — independently, FHFA's benchmark lands at 136.8–138.2, a few points away on a different method.
05 — Data & Methodology
Eight public sources, one scorecard
Everything below is free and public. Nothing is licensed, scraped, or proprietary at the source.
City of Chicago Data Portal (permits, licenses, crime, 311, ACS) + Cook County Assessor/Data Catalog (assessed value, parcel sales) + DePaul IHS, Illinois Realtors, and FHFA as cross-validation sources. Every published figure carries its source, query logic, and pull date.
Cross-validation, not self-comparison: Uptown's price index came out to 135.2 on Tubman's method — independently, FHFA's own index puts the same corridor at 138.2–136.8. A different data source, a different institution, landing within a few points of Tubman's number.
05 — Data & Methodology · How the Model Works
What goes in, what comes out
Raw public data, per corridor per interval, flows into one synthesis engine — and a scorecard comes out the other side. Watch it move. The logic that connects them stays proprietary.
Building permitscount & $ value · monthly
Business licensesissuances & lapses · monthly
Crime incident trendmonthly
Assessed value & salesannual
Resident sentiment / 311monthly
Population & income, ACSannual
Cross-validation — FHFA, IL Realtorsquarterly
Metric values per corridorpermit value · license lapse % · business density
Three corridors, one method — a fourth, built differently
South Shore, Pilsen, and Greater Chinatown share the same five-metric corridor scorecard. Uptown is a separate case study, built to answer a different question — how home values move by property type — with the same commitment to sourced, public data.
01
Opposite economics, same method
Pilsen: 14.5% of permits, just 5.4% of dollars — renovation, not redevelopment. Chinatown runs the reverse: fewer permits, bigger dollars.
02
The boundary changes the read
Chinatown's commercial strip alone vs. the full three-area boundary tell two different, equally defensible stories. Tubman publishes both — not just one.
03
Growth and displacement, never netted
Pilsen: income +39.6% to $80,267, assessed value +118% since 2000 — while Hispanic/Latino population is down ~39% over the same period. Reported side by side, not blended.
04
South Shore & Uptown: two different questions
South Shore shares Pilsen and Chinatown's 5-metric method — $380.6M concentrating in one corridor, 35.3% license lapse. Uptown asks a different question: houses up 50.1% since 2016, condos (89% of units) just 1.7%.
The evidence, per corridorREFRESHED SEP 2026
South Shore
The deep-dive case study — where the gap between the neighborhood average and block-level reality shows up first.
$380.6M
Permit value, top corridor
35.3%
License lapse
8.3
Business density (vs. 11.4 peer avg)
Pilsen
High permit volume, low dollar value — a renovation story, not a redevelopment one.
Resident SentimentOne click deep — sourced, dated, traceable
PilsenActive watch
Greater ChinatownLower relative watch
UptownFHFA cross-validated
Same product, live — not a mockup. Every number shown carries a source and a pull date, one click away.
07 — Future State
Infrastructure you hold, not a report you commission
Most vendors in this space — Placer.ai, PolicyMap, CoStar — sell per-deal or per-report tools: evidence assembled to win one pitch, then set aside. That's not the offer here.
Tubman is proposing CIC as a design partner for a standing, always-current corridor intelligence layer — held and queried continuously, like a data subscription line, not commissioned per deal.
Near-term: today's four corridors, deepened with CIC and the Compact's own priority corridors and their partner's, and built around your actual workflow and data needs.
Longer-term vision: a resident-sentiment layer as its own signal beyond the 311 proxy, and a market directory connecting CIC and the Compact to developers, investors, and other CRE stakeholders — with a path to scale the platform statewide, then national.
08 — The Ask
A design partnership, not a sale
4-MONTH DESIGN PARTNERSHIP
$7,500/mo
$5,000/mo for nonprofit partners ($2,500 discount)
Direct work with CIC's and the Compact's team
Stakeholder analysis and stakeholder meetings
Your specific user requirements and data needs, built into the product
Discounted Tubman pricing in perpetuity, as an early design partner
Dedicated AI/ML consulting beyond this scope is billed separately — $7,500/mo or $150/hr — and isn't part of the baseline partnership.
One of a target three paid design partners.
This buys influence over what gets built — a design partner's seat, not a customer's login.
08 — The Ask
What the four months look like
Same partnership, broken into stages — each one building on what CIC and the Compact actually need.
Month 1
Discovery
Stakeholder interviews across CIC and the Compact — a deep dive into current underwriting and NOAH-monitoring workflows.
Month 2
Build
Your priority corridors and specific data needs go into the platform — parameters tuned to how CIC and the Compact actually decide.
Month 3
Pilot
Live use against real deals and NOAH cases, with a direct feedback loop back to the Tubman team.
Month 4
Refine & lock in
Adjustments from pilot feedback, plus discounted Tubman pricing locked in as an early design partner.
THANK YOU
Community, reimagined.
Tubman is named for the belief that the right information, in the right hands, changes where people can build a life. That's what this platform is for.
Theory of change
Public, sourced data
→
Corridor-level signal, months earlier
→
CDFIs & preservation partners act sooner
→
Investment reaches the block, not just the headline