Evidence Casebook

Data Coverage

Profile completeness: 75%

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.

Unavailable Data

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

Trade & Commerce, Finance & Banking, Transportation appear in both lobbying filings and campaign contributions — $3,660 in overlapping funding across 183 lobbying filings.

11 voted bills had coordinated lobbying pressure — Jackie Walorski Maternal and Child Home Visiting Reauthorization Act of 2022, Military Construction Authorization Act for Fiscal Year 2024, Social Security Fairness Act of 2023 were lobbied by up to 461 independent firms.

$74,223 in contributions landed within 30 days of 72 congressional votes.

$947,005 in outside spending on record.

$42,998 in contributions in the 14 days before a vote on "Confirmation: Keith Bass, of Texas, to be an Assistant Secretary of Defense" (Mon Jan 05 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 3.7x the baseline daily rate.

Lobby-donate overlap: 2 client-employer overlaps and 7 dual-path registrants — $18,002 in overlapping contributions.

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).

Outlier among Senate Republican (n=66) on Funding HHI — max deviation 2.2 sigma from peer average.

$500 in contributions came from Government Operations — areas with no matching votes. votes appear in Defense & Security, Social Policy without matching funding.

Votes with Republicans 97% of the time — 10 breaks from the majority across 347 roll calls.