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.

Finance & Banking, Energy & Environment, Trade & Commerce appear in both lobbying filings and campaign contributions — $139,837 in overlapping funding across 237 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.

Funding sources shifted between 2022 and 2026 cycles (30% similarity). Top employer in 2022: SELF-EMPLOYED, in 2026: GENERAL-ATOMICS.

Lobby-donate overlap: 12 client-employer overlaps and 4 dual-path registrants — $49,859 in overlapping contributions.

$786,457 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).

$46,090 in contributions landed within 30 days of 92 congressional votes.

Echo Investment Capital Llc has triple-path influence: FEC donations, lobbying activity, and LD-203 PAC contributions — $2,000 total across 1 entity.

$27,292 in contributions came from Technology & Communications, Agriculture & Food — areas with no matching votes. votes appear in Social Policy, Labor & Employment without matching funding.

Votes with Republicans 98% of the time — 8 breaks from the majority across 392 roll calls.