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.
issue overlap
mediumscore 97Requires context
Finance & Banking, Technology & Communications, Education appear in both lobbying filings and campaign contributions — $13,023 in overlapping funding across 165 lobbying filings.
Contribution spike detected: $29,075 in a 30-day window (Sun Jun 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Tue Jul 01 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 4.5 sigma above the baseline average of $3,838.
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.
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).
$4,053 in contributions came from Education, Technology & Communications — areas with no matching votes. votes appear in Social Policy, Labor & Employment without matching funding.