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.

$240,880 in contributions landed within 30 days of 20 congressional votes.

Finance & Banking, Education, Government Operations appear in both lobbying filings and campaign contributions — $54,536 in overlapping funding across 136 lobbying filings.

Votes with Republicans 67% of the time — 83 breaks from the majority across 252 roll calls.

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.

$600,997 (77%) of outside spending comes from entities matching dark money naming patterns, led by CLEARPATH ACTION FUND, INC..

Lobby-donate overlap: 4 client-employer overlaps and 15 dual-path registrants — $51,200 in overlapping contributions.

$777,963 in outside spending on record.

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).

Voted against party majority alongside cross-party defectors in 11 roll calls.

$6,700 in contributions came from Government Operations, Education — areas with no matching votes. votes appear in Defense & Security, Social Policy without matching funding.