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.

Trade & Commerce, Government Operations, Healthcare appear in both lobbying filings and campaign contributions — $11,650 in overlapping funding across 209 lobbying filings.

17 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.

$7,500 in contributions came from Government Operations, Trade & Commerce — areas with no matching votes. votes appear in Technology & Communications, Transportation without matching funding.

Outlier among House Democrat (n=302) on Funding HHI — max deviation 2.6 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).

$2,025 in contributions landed within 30 days of 65 congressional votes.

Votes with Democrats 99% of the time — 2 breaks from the majority across 216 roll calls.