Data Stories

Patterns only visible at 2,500 municipalities

Each story is built entirely from public records. The pipeline classifies every document, resolves vendor names to public company tickers, and tracks policy contagion across jurisdictions. These are the patterns that fall out.

See a pattern relevant to your portfolio?

Every story above was built from the same pipeline that powers our data products. Tell me what you're watching.

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Entity-Resolved Vendor Payments

Check registers and AP warrants resolved to public company tickers. One payment is a curiosity. Thousands across jurisdictions is a revenue signal.

200+ municipalities · 100+ tickers
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Contagion & Policy Signals

Cross-municipal event tracking for regulatory waves, infrastructure mandates, and spending cascades. Which town moved first, how fast it spread.

459 topics · 50 states
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Tower & Infrastructure Prospects

Cell tower sites cross-referenced across assessor records, FCC, FAA, and municipal payments. Parcel-level with owner ID and confidence scoring.

7,700+ sites · multi-source cross-reference
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Building Permits & Contractor Signals

Structured permit records resolved to public company tickers. Leading indicator for construction activity and government contractor revenue.

43K+ permits · 400+ municipalities
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Credit Quality Indicators

Budget trends, fund balances, debt service patterns, and fiscal stress signals from source financial documents. Structured daily instead of annually.

2,500+ municipalities · daily updates
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Full Methodology

Coverage maps, freshness guarantees, known gaps, and classification details. How the pipeline works, what it captures, and what it misses.

Updated with every pipeline change
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What the pipeline sees in a single municipality. Document volume, signal classification, entity resolution, and vendor landscape. Auto-generated from continuous monitoring.

What should we investigate next?

The pipeline monitors 2,500+ municipalities in real time. If there's a trend, policy wave, or spending pattern you want us to dig into, we'll build the data story.

Book a Data Review or matt@municipalalpha.com