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 100Requires context
Education, Technology & Communications, Healthcare appear in both lobbying filings and campaign contributions — $1,629 in overlapping funding across 193 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: $19,494 in a 30-day window (Wed Mar 11 2026 00:00:00 GMT+0000 (Coordinated Universal Time) to Tue Mar 31 2026 00:00:00 GMT+0000 (Coordinated Universal Time)), 2.7 sigma above the baseline average of $7,263.
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).
$10,739 in contributions in the 14 days before a vote on "Motion to Proceed to S.J. Res. 107" (Wed Mar 25 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 3.2x the baseline daily rate.
$19,494 in contributions in the 30 days after a vote on "Motion to Invoke Cloture: Motion to Proceed to H.R. 6644" (Mon Mar 02 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 2.8x the baseline daily rate.
$404 in contributions came from Technology & Communications, Government Operations — areas with no matching votes. votes appear in Defense & Security, Social Policy without matching funding.