Data Coverage votes: complete lobbying: missing bill linkage: partial finance receipts: complete finance spending: complete independent expenditures: complete
Profile completeness: 75%
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. Unavailable Data The following data sources were not available for this politician: Lobbying disclosure (LD-2) filings.
issue overlap medium score 100 Requires context Trade & Commerce, Finance & Banking, Government Operations appear in both lobbying filings and campaign contributions — $21,358 in overlapping funding across 199 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122220251299575697 Contribution in overlapping issue area FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575741 Contribution in overlapping issue area FEC receipt 41222202… fec_contributions fec_contribution:sub:4030520261411243415 Contribution in overlapping issue area FEC receipt 40305202…
peer anomaly medium score 100 Core Outlier among House Republican (n=300) on Outside spend ratio — max deviation 5.1 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411243415 Contribution row for feature vector FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575697 Contribution row for feature vector FEC receipt 41222202…
multi registrant bill pressure high score 80 Under review 11 voted bills had coordinated lobbying pressure — Standardizing Permitting and Expediting Economic Development Act, Expediting Federal Broadband Deployment Reviews Act, To direct the removal of United States Armed Forces from hostilities within or against Venezuela that have not been authorized by Congress. were lobbied by up to 400 independent firms.
Source Record Rationale Link congress_votes congress_house:119:1:352:P000622 Vote on bill with coordinated lobbying pressure House roll call #352 congress_votes congress_house:119:1:353:P000622 Vote on bill with coordinated lobbying pressure House roll call #353 congress_votes congress_house:119:2:125:P000622 Vote on bill with coordinated lobbying pressure House roll call #125
vote deviation medium score 74 Under review $15,880 in contributions came from Finance & Banking, Trade & Commerce — areas with no matching votes. votes appear in Education, Agriculture & Food without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122220251299575697 Contribution row used in funding profile FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575741 Contribution row used in funding profile FEC receipt 41222202… fec_contributions fec_contribution:sub:4030520261411243415 Contribution row used in funding profile FEC receipt 40305202…
outside spend spike medium score 73 Core $4,284,231 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342035 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342023 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342011 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4033120251181733008 Outside spending row
contribution velocity spike high score 64 Requires context Contribution spike detected: $70,957 in a 30-day window (Mon Sep 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Wed Oct 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 3.2 sigma above the baseline average of $25,380.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122220251299575481 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575528 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575522 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575496 Contribution in peak velocity window
temporal proximity high score 56 Core $55,732 in contributions landed within 30 days of 65 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:353:P000622 Vote near contribution window House roll call #353 congress_votes congress_house:119:1:356:P000622 Vote near contribution window House roll call #356 congress_votes congress_house:119:1:352:P000622 Vote near contribution window House roll call #352 congress_votes congress_house:119:1:357:P000622 Vote near contribution window House roll call #357 congress_votes
registrant client capture medium score 50 Under review 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).
Source Record Rationale Link lobbying_filings lda:ld2:178319a7-dc7c-4516-892b-911ec2ab1577:0 Lobbying filing from captured registrant LDA filing 178319a7… lobbying_filings lda:ld2:7c651ae4-0a98-48a0-829a-6c1943dd6113:3 Lobbying filing from captured registrant LDA filing 7c651ae4… lobbying_filings lda:ld2:1462f1c5-80f9-4f0f-bbc4-77f8b8445354:0 Lobbying filing from captured registrant LDA filing 1462f1c5…
lobby donate overlap medium score 34 Requires context Lobby-donate overlap: 4 client-employer overlaps — $9,675 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411243508 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411243173 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575497 Contribution from convergent employer FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575496 Contribution from convergent employer FEC receipt 41222202…
dark money outside spend ratio medium score 34 Requires context $1,450,826 (34%) of outside spending comes from entities matching dark money naming patterns, led by DEFEND AMERICAN JOBS.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4022120251177771360 Dark money outside spending row FEC expenditure 40221202… fec_independent_expenditures fec_independent_expenditure:sub:4022120251177771371 Dark money outside spending row FEC expenditure 40221202… fec_independent_expenditures fec_independent_expenditure:sub:4032220251180761007 Dark money outside spending row FEC expenditure 40322202… fec_independent_expenditures fec_independent_expenditure:sub:4032220251180761005
vote party alignment low score 10 Core Votes with Republicans 97% of the time — 5 breaks from the majority across 175 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:349:P000622 Scored vote row House roll call #349 congress_votes congress_house:119:1:347:P000622 Scored vote row House roll call #347 congress_votes congress_house:119:1:350:P000622 Scored vote row House roll call #350
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.