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, Government Operations appear in both lobbying filings and campaign contributions — $13,498 in overlapping funding across 177 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.

Outlier among Senate Republican (n=65) on Funding HHI, Top contributor share — max deviation 3.4 sigma from peer average.

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).

$45,616 in contributions landed within 30 days of 57 congressional votes.

Lobby-donate overlap: 1 client-employer overlap and 4 dual-path registrants — $4,541 in overlapping contributions.

Danielle Mandelblatt accounts for 23% of contributions.

Votes with Republicans 98% of the time — 6 breaks from the majority across 274 roll calls.

$593 in contributions came from Agriculture & Food, Government Operations — areas with no matching votes. votes appear in Defense & Security, Healthcare without matching funding.