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, Healthcare, Finance & Banking appear in both lobbying filings and campaign contributions — $11,089 in overlapping funding across 227 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.

$55,687 in contributions in the 14 days before a vote on "Motion to Invoke Cloture: John Thomas Shepherd to be U.S. District Judge for the Western District of Arkansas" (Mon Apr 13 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 5.2x the baseline daily rate.

$69,470 in contributions landed within 30 days of 71 congressional votes.

Lobby-donate overlap: 3 client-employer overlaps and 8 dual-path registrants — $13,632 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).

$180,617 in outside spending on record.

Voted against party majority alongside cross-party defectors in 9 roll calls.

Votes with Republicans 95% of the time — 18 breaks from the majority across 351 roll calls.

$334 in contributions came from Technology & Communications, Government Operations — areas with no matching votes. votes appear in Defense & Security, Social Policy without matching funding.