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.

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.

Government Operations, Taxation, Education appear in both lobbying filings and campaign contributions — $2,105 in overlapping funding across 108 lobbying filings.

$1,250 in contributions came from Education, Government Operations — areas with no matching votes. votes appear in Defense & Security, Energy & Environment without matching funding.

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).

Lobby-donate overlap: 2 dual-path registrants — $3,500 in overlapping contributions.

$6,520 in contributions landed within 30 days of 72 congressional votes.

Votes with Democrats 98% of the time — 4 breaks from the majority across 247 roll calls.