CASE STUDY
Case Study: Waste Management (WM) Across 111 Municipalities
1,099 sightings across 28 states. Contract extensions, competitive displacement, recurring payments, and regulatory signals for a single ticker extracted from public records.
Waste Management (NYSE: WM) appears in municipal documents under dozens of name variants across 28 states. Municipal Alpha's entity resolution engine resolves them all to a single ticker. Contract extensions, competitive bids, recurring payments, and regulatory signals, all visible weeks to months before they surface in quarterly earnings.
The entity resolution challenge
Municipal documents do not use ticker symbols. They use whatever name appears on the contract, the check, or the agenda: "Waste Management," "WASTE MANAGEMENT OF LONDONDERRY LLC," "Waste Management Inc of Florida." And "waste management" as a phrase appears constantly in documents about waste management policy that have nothing to do with the company.
The engine uses context (vendor payment lists, contract language, meeting agenda items) to distinguish the company from the generic term, then resolves all variants to ticker WM. That is what makes the signal chain below possible.
The Signal Chain
Entity Resolution in Action
| As Written in Municipal Documents | Resolved To |
|---|---|
| Waste Management | WM |
| WASTE MANAGEMENT OF LONDONDERRY LLC | WM |
| Waste Management Inc of Florida | WM |
| WM | WM |
The mapping is not simple string matching. "Waste management" as a phrase appears in document titles about waste management policy that have nothing to do with the company. The engine uses context to distinguish the company from the generic term.
The competitive window
Contract extensions appear in committee minutes 2-6 weeks before the vote, and months before the next earnings call. Competitive bids appear in agendas before awards are announced. Check register payments are published monthly or quarterly, but do not appear in WM's filings until the relevant quarter closes. Legislative signals appear when bills are filed, months before they are voted on.
No sell-side analyst is reading meeting minutes from 111 municipalities. No alternative data provider is resolving "WASTE MANAGEMENT OF LONDONDERRY LLC" to ticker WM. The signal exists in public records. The edge is in systematic extraction, entity resolution, and classification at scale.
WM is one company. We monitor 4,500+ municipalities.
The same entity resolution runs across every document for every company that does business with local government. Waste haulers, engineering firms, construction companies, insurers, law firms, IT vendors. Tell me what ticker you're watching and I'll show you what the municipal record says.
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