Evidence Casebook

Data Coverage

Profile completeness: 58%

Caveats

• Lobbying disclosure (LD-2) filings have not been ingested — signals depending on this data are absent.
• Bill-to-vote crosswalk are partially available — related signals may undercount.
• Independent expenditures returned no records after repeated attempts.

Unavailable Data

The following data sources were not available for this politician: Lobbying disclosure (LD-2) filings.

Finance & Banking, Agriculture & Food, Government Operations appear in both lobbying filings and campaign contributions — $26,250 in overlapping funding across 164 lobbying filings.

20 voted bills had coordinated lobbying pressure — Expanding Access to Capital Act of 2023, Save Our Seas 2.0 Amendments Act, Department of Education Appropriations Act, 2024 were lobbied by up to 434 independent firms.

Contribution spike detected: $18,500 in a 30-day window (Mon Nov 10 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Sat Dec 06 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 3.3 sigma above the baseline average of $4,571.

Outlier among House Democrat (n=304) on Funding HHI — max deviation 2.7 sigma from peer average.

Florida Sugar Cane League, FEDERAL SOLUTIONS, LLC, Fourth Street Advocacy (Corsa Potomac, Llc) are heavily concentrated — top client accounts for 84%+ of revenue (HHI 8649).

$22,500 in contributions landed within 30 days of 85 congressional votes.

Voted against party majority alongside cross-party defectors in 6 roll calls.

$4,750 in contributions came from Government Operations — areas with no matching votes. votes appear in Technology & Communications, Transportation without matching funding.

Votes with Democrats 97% of the time — 10 breaks from the majority across 342 roll calls.

Lobby-donate overlap: 1 client-employer overlap and 1 dual-path registrant — $2,000 in overlapping contributions.