TUBMAN
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

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.

0 50 100
○ neighborhood avg 35.7  ·  ● weakest corridor 36.4 ●● Stony Island Ave · Jeffery Blvd — 62.7–66.4

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.

TENANT TURNOVERsmall commercial tenant leaves LAPSE RATE RISEScorridor-level signal, not one business DISINVESTMENTno reinvestment, months running SALE OR NOAH LOSSthe event CIC sees today, without Tubman MONTHS OF LEAD TIME
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.
Corridor scorecards Cross-validated Sourced & dated Plain-language summary
Pilsen — in progress Gr. Chinatown — in progress
Corridor granularity
South Shore
REFRESHED SEP 2026
Top corridor, permit value
$380.6MConcentrated
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.

BuildingPermits BusinessLicenses ResidentSentiment CrimeTrend PropertySales AssessedValue Population& Income Cross-Validation CorridorScorecard

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
Trend line per metricsparkline, historical
Status flagTarget / Watch / Intervention
Plain-language readsynthesized narrative
Source & pull dateevery figure, fully traceable
INPUT — PER CORRIDOR, PER INTERVAL
OUTPUT — CORRIDOR SCORECARD

Scoring weights & corridor-selection logic stay proprietary — not shown here.

06 — Proof

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.
$1.5B
Permitted value since 2006
~9,500
Permits
30.2%
License lapse

Gr. Chinatown

Fewer permits, disproportionately larger dollars — investment concentrated, not spread thin.
$1.2B
Permitted value since 2006
~14,300
Permits
26.3%
License lapse

Uptown

A separate case study, built on a different method — home values by property type, not the shared corridor scorecard.
+50.1%
Houses, 2016–24 (after inflation)
+1.7%
Condos, ~89% of units, same window
Checks out
Price index vs. FHFA benchmark

One method for three corridors, a different one for a fourth — sourced and dated either way.

Live Demo

Let's look at the actual product

Corridor selector → scorecard → drill-down → side-by-side comparison → sources panel. Real data, not mocked values, for everything the model shows.

5
Screens
4
Corridors
0
Accounts needed
Live Demo

Real screens, real numbers

Four live corridor studies — and what happens the moment you click into one.

tubmanstar.app/portfolio/south-shore tubmanstar.app/portfolio/south-shore#complaint-mix tubmanstar.app/portfolio/pilsen tubmanstar.app/portfolio/greater-chinatown tubmanstar.app/portfolio/uptown
South Shore case study — Tubman portfolio intelligence South Shore complaint mix drawer, opened Pilsen case study — Tubman portfolio intelligence Greater Chinatown case study — Tubman portfolio intelligence Uptown case study — Tubman portfolio intelligence
South ShoreElevated preservation watch
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.

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

Jaquis Covington · Founder, Tubman
jaquiscovington@gmail.com · tubmanstar.com