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.
temporal proximity high score 100 Core $188,121 in contributions landed within 30 days of 65 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:347:F000484 Vote near contribution window House roll call #347 congress_votes congress_house:119:1:350:F000484 Vote near contribution window House roll call #350 congress_votes congress_house:119:1:351:F000484 Vote near contribution window House roll call #351 congress_votes congress_house:119:1:349:F000484 Vote near contribution window House roll call #349 congress_votes congress_house:119:1:348:F000484 Vote near contribution window House roll call #348 fec_contributions fec_contribution:sub:4030520261411312558
issue overlap medium score 100 Requires context Government Operations, Trade & Commerce, Finance & Banking appear in both lobbying filings and campaign contributions — $78,797 in overlapping funding across 127 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122320251299631269 Contribution in overlapping issue area FEC receipt 41223202… fec_contributions fec_contribution:sub:4122320251299631310 Contribution in overlapping issue area FEC receipt 41223202… fec_contributions fec_contribution:sub:4122320251299631276 Contribution in overlapping issue area FEC receipt 41223202…
peer anomaly medium score 98 Core Outlier among House Republican (n=300) on Outside spend ratio — max deviation 4.9 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122320251299631310 Contribution row for feature vector FEC receipt 41223202… fec_contributions fec_contribution:sub:4122320251299631269 Contribution row for feature vector FEC receipt 41223202…
vote deviation medium score 91 Under review $71,486 in contributions came from Government Operations, Trade & Commerce — areas with no matching votes. votes appear in Energy & Environment, Agriculture & Food without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122320251299631310 Contribution row used in funding profile FEC receipt 41223202… fec_contributions fec_contribution:sub:4122320251299631276 Contribution row used in funding profile FEC receipt 41223202… fec_contributions fec_contribution:sub:4122320251299631269 Contribution row used in funding profile FEC receipt 41223202…
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:F000484 Vote on bill with coordinated lobbying pressure House roll call #352 congress_votes congress_house:119:2:125:F000484 Vote on bill with coordinated lobbying pressure House roll call #125 congress_votes congress_house:119:1:353:F000484 Vote on bill with coordinated lobbying pressure House roll call #353
outside spend spike high score 77 Core $7,428,611 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4042820251186980220 Outside spending row FEC expenditure 40428202… fec_independent_expenditures fec_independent_expenditure:sub:4050120251188485074 Outside spending row FEC expenditure 40501202… fec_independent_expenditures fec_independent_expenditure:sub:4080420251213240001 Outside spending row FEC expenditure 40804202… fec_independent_expenditures fec_independent_expenditure:sub:4042820251186980221 Outside spending row FEC expenditure 40428202…
registrant client capture medium score 50 Under review OLD NORTH STRATEGIES, LLC, Florida Sugar Cane League, FEDERAL SOLUTIONS, LLC are heavily concentrated — top client accounts for 93%+ of revenue (HHI 8649).
Source Record Rationale Link lobbying_filings lda:ld2:8c8724d0-9648-4e29-831d-000f190e0685:0 Lobbying filing from captured registrant LDA filing 8c8724d0… lobbying_filings lda:ld2:8c8724d0-9648-4e29-831d-000f190e0685:1 Lobbying filing from captured registrant LDA filing 8c8724d0… lobbying_filings lda:ld2:1462f1c5-80f9-4f0f-bbc4-77f8b8445354:0 Lobbying filing from captured registrant LDA filing 1462f1c5…
contribution outlier medium score 46 Core Peter Forman gave $17,500 — 2.3× the typical top donor.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312460 Outlier contributor row FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312461 Outlier contributor row FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312459 Outlier contributor row FEC receipt 40305202…
dark money outside spend ratio medium score 45 Requires context $3,347,471 (45%) 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:4050220251188570013 Dark money outside spending row FEC expenditure 40502202… fec_independent_expenditures fec_independent_expenditure:sub:4032220251180761006 Dark money outside spending row FEC expenditure 40322202… fec_independent_expenditures fec_independent_expenditure:sub:4050220251188570009 Dark money outside spending row FEC expenditure 40502202… fec_independent_expenditures fec_independent_expenditure:sub:4032220251180761004
lobby donate overlap medium score 30 Requires context Lobby-donate overlap: 2 client-employer overlaps and 3 dual-path registrants — $19,395 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312568 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312709 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312752 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312751 Contribution from convergent employer FEC receipt 40305202…
bipartisan defection cluster high score 30 Requires context Voted against party majority alongside cross-party defectors in 10 roll calls.
Source Record Rationale Link congress_votes congress_house:119:2:89:F000484 Bipartisan defection vote House roll call #89 congress_votes congress_house:119:2:138:F000484 Bipartisan defection vote House roll call #138 congress_votes congress_house:119:1:360:F000484 Bipartisan defection vote House roll call #360
vote party alignment low score 24 Core Votes with Republicans 92% of the time — 14 breaks from the majority across 175 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:347:F000484 Scored vote row House roll call #347 congress_votes congress_house:119:1:350:F000484 Scored vote row House roll call #350 congress_votes congress_house:119:1:349:F000484 Scored vote row House roll call #349
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.