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
Government Operations, Education, Agriculture & Food appear in both lobbying filings and campaign contributions — $3,733 in overlapping funding across 233 lobbying filings.
10 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.
$16,267 in contributions in the 14 days before a vote on "Motion to Invoke Cloture: John Thomas Shepherd to be U.S. District Judge for the Western District of Arkansas" (Mon Apr 13 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 4.3x the baseline daily rate.
$2,037 in contributions came from Government Operations, Technology & Communications — areas with no matching votes. votes appear in Social Policy, 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).