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 99Requires context
Defense & Security, Energy & Environment, Agriculture & Food appear in both lobbying filings and campaign contributions — $17,300 in overlapping funding across 179 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.
Contribution spike detected: $52,100 in a 30-day window (Thu Sep 18 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Thu Oct 16 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 2.6 sigma above the baseline average of $20,408.
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).
$4,400 in contributions came from Agriculture & Food, Technology & Communications — areas with no matching votes. votes appear in Healthcare, Social Policy without matching funding.