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 $292,727 in contributions landed within 30 days of 81 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:328:F000484 Vote near contribution window House roll call #328 congress_votes congress_house:119:1:327:F000484 Vote near contribution window House roll call #327 congress_votes congress_house:119:1:314:F000484 Vote near contribution window House roll call #314 congress_votes congress_house:119:1:326:F000484 Vote near contribution window House roll call #326 congress_votes congress_house:119:1:313:F000484 Vote near contribution window House roll call #313 fec_contributions fec_contribution:sub:4030520261411312882
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 120 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312819 Contribution in overlapping issue area FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312824 Contribution in overlapping issue area FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312690 Contribution in overlapping issue area FEC receipt 40305202…
peer anomaly medium score 98 Core Outlier among House Republican (n=301) on Outside spend ratio — max deviation 4.9 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312690 Contribution row for feature vector FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312824 Contribution row for feature vector FEC receipt 40305202…
multi registrant bill pressure high score 80 Under review 12 voted bills had coordinated lobbying pressure — 21st Century ROAD to Housing Act, SCREEN Act, TRIA Program Reauthorization Act of 2026 were lobbied by up to 400 independent firms.
Source Record Rationale Link congress_votes congress_house:119:2:224:F000484 Vote on bill with coordinated lobbying pressure House roll call #224 congress_votes congress_house:119:2:57:F000484 Vote on bill with coordinated lobbying pressure House roll call #57 congress_votes congress_house:119:2:228:F000484 Vote on bill with coordinated lobbying pressure House roll call #228
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:4050520251188750045 Outside spending row FEC expenditure 40505202… fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342025 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342038 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4050520251188750043 Outside spending row FEC expenditure 40505202…
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…
vote deviation medium score 49 Under review $38,328 in contributions came from Government Operations — areas with no matching votes. votes appear in Social Policy, Taxation without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312824 Contribution row used in funding profile FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312690 Contribution row used in funding profile FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312819 Contribution row used in funding profile FEC receipt 40305202…
contribution outlier medium score 45 Core Peter Forman gave $17,500 — 2.2× the typical top donor.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411312463 Outlier contributor row FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312462 Outlier contributor row FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312461 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:4012220251133582003 Dark money outside spending row FEC expenditure 40122202… fec_independent_expenditures fec_independent_expenditure:sub:4050220251188570011 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:4050220251188570007
bipartisan defection cluster medium score 30 Requires context Voted against party majority alongside cross-party defectors in 12 roll calls.
Source Record Rationale Link congress_votes congress_house:119:2:163:F000484 Bipartisan defection vote House roll call #163 congress_votes congress_house:119:2:164:F000484 Bipartisan defection vote House roll call #164 congress_votes congress_house:119:1:360:F000484 Bipartisan defection vote House roll call #360
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:4030520261411312709 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411312751 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:4030520261411312795 Contribution from convergent employer FEC receipt 40305202…
vote party alignment low score 27 Core Votes with Republicans 91% of the time — 25 breaks from the majority across 264 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:349:F000484 Scored vote row House roll call #349 congress_votes congress_house:119:1:347:F000484 Scored vote row House roll call #347 congress_votes congress_house:119:1:348:F000484 Scored vote row House roll call #348
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.