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.

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.

Healthcare, Technology & Communications, Education appear in both lobbying filings and campaign contributions — $580 in overlapping funding across 96 lobbying filings.

Lobby-donate overlap: 1 client-employer overlap and 14 dual-path registrants — $21,285 in overlapping contributions.

$295 in contributions came from Technology & Communications, 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).

Outlier among Senate Democrat (n=56) on Outside spend ratio — max deviation 2.3 sigma from peer average.

$104,852 in outside spending on record.

Molina Healthcare, Inc. has triple-path influence: FEC donations, lobbying activity, and LD-203 PAC contributions — $1,035 total across 1 entity.

Votes with Democrats 93% of the time — 18 breaks from the majority across 244 roll calls.

7% abstention rate on lobbied bills vs 3% overall — 4pp differential across 41 lobbied-bill votes.

$6,593 in contributions landed within 30 days of 20 congressional votes.