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.

$165,078 in contributions landed within 30 days of 85 congressional votes.

Finance & Banking, Trade & Commerce, Government Operations appear in both lobbying filings and campaign contributions — $203,332 in overlapping funding across 370 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: $297,355 in a 30-day window (Tue Jan 28 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Tue Feb 25 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 2.6 sigma above the baseline average of $89,409.

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).

9% abstention rate on lobbied bills vs 2% overall — 7pp differential across 54 lobbied-bill votes.

Lobby-donate overlap: 2 client-employer overlaps and 2 dual-path registrants — $8,500 in overlapping contributions.

$39,345 in contributions came from Government Operations — areas with no matching votes. votes appear in Social Policy, Taxation without matching funding.

Votes with Democrats 98% of the time — 8 breaks from the majority across 357 roll calls.