Location Intelligence
Gentrification Velocity: What Crime Ingestion and Permit Clustering Tell Us
Commercial gentrification doesn't happen overnight, but the data signals do. High-density permit clustering intersecting with stabilizing H3 crime indexes is the most potent leading indicator we've found.
Read analysis →From Permits to Predictions: HDBSCAN Development Hotspots
Building permits are the earliest concrete signal of development intent. Learn how we separate systematic development waves from random maintenance noise using dynamic clustering.
Commuter Intelligence: 454K Origin-Destination Records Reshape CRE Analysis
We loaded 454,000 workplace area records across 17 states and 22 metros from the Census LEHD LODES dataset. The result: census-block-level intelligence on job sector composition, earnings distribution, and commuter flow patterns that traditional CRE tools completely miss.
311 Complaints Tell a Different Story Than Crime Stats
Crime stats update annually. 311 complaints update daily. When these two signals diverge, the gap reveals mispriced neighborhoods — and a window for CRE investors who know where to look.
When Growth Outpaces Population: The Urban Recovery Paradox
The “cities are bleeding residents” narrative is two years stale. Employment is outpacing population recovery in three major metros — creating a structural window for CRE investors.
Satellite vs. Permits: When Ground Truth Diverges from Official Plans
Building permits tell you what’s approved. Satellite imagery tells you what’s actually happening. When these two signals diverge, the real development pipeline is bigger than anyone thinks.
The Nightlife Pipeline: Liquor Licenses as an 18-Month Leading Indicator
Liquor license applications are the earliest signal of nightlife and F&B expansion. They predict where foot traffic, retail leasing competition, and neighborhood transformation will happen 12–18 months before it shows up in other data.
The Migration-Wage Arbitrage
IRS Statistics of Income data tracks wealth flows ZIP by ZIP. When high-AGI migrants concentrate in metros where wages lag the national median, the rent arbitrage window opens.
The Education-Walkability-Wage Triangle: Where Emerging Neighborhoods Get Undervalued
High education plus high walkability plus below-median wages marks the signature of an emerging neighborhood. The rents are still low. The spending power is about to arrive.
The Job Posting-Salary Gap: Where Employers Are Desperate
High job posting density plus below-median offered salaries is a signal of acute labor competition. These markets see elevated occupancy, faster lease absorption, and employers willing to pay location premiums for talent access.
Three Under-the-Radar CRE Opportunities Hiding in Plain Sight
The biggest CRE opportunities aren’t in the metros everyone talks about. Our data reveals three patterns that most investors are missing — Charlotte’s silent boom, LA’s paradox, and Miami’s wealth magnet.