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 Finance & Banking, Trade & Commerce, Healthcare appear in both lobbying filings and campaign contributions — $90,417 in overlapping funding across 183 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030420261386066658 Contribution in overlapping issue area FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066640 Contribution in overlapping issue area FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066493 Contribution in overlapping issue area FEC receipt 40304202…
temporal proximity high score 100 Core $245,281 in contributions landed within 30 days of 65 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:349:E000300 Vote near contribution window House roll call #349 congress_votes congress_house:119:1:350:E000300 Vote near contribution window House roll call #350 congress_votes congress_house:119:1:351:E000300 Vote near contribution window House roll call #351 congress_votes congress_house:119:1:348:E000300 Vote near contribution window House roll call #348 congress_votes
vote deviation medium score 82 Under review $73,839 in contributions came from Trade & Commerce, Finance & Banking — areas with no matching votes. votes appear in Defense & Security, Education without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030420261386066640 Contribution row used in funding profile FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066493 Contribution row used in funding profile FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066658 Contribution row used in funding profile FEC receipt 40304202…
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:E000300 Vote on bill with coordinated lobbying pressure House roll call #352 congress_votes congress_house:119:2:125:E000300 Vote on bill with coordinated lobbying pressure House roll call #125 congress_votes congress_house:119:1:353:E000300 Vote on bill with coordinated lobbying pressure House roll call #353
lobby donate overlap medium score 53 Requires context Lobby-donate overlap: 7 client-employer overlaps and 3 dual-path registrants — $18,710 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030420261386065961 Contribution from convergent employer FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386067086 Contribution from convergent employer FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066173 Contribution from convergent employer FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066688 Contribution from convergent employer FEC receipt 40304202…
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:ld2:1462f1c5-80f9-4f0f-bbc4-77f8b8445354:0 Lobbying filing from captured registrant LDA filing 1462f1c5… 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…
outside spend spike low score 49 Core $291,223 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4022520261359187009 Outside spending row FEC expenditure 40225202… fec_independent_expenditures fec_independent_expenditure:sub:4052420251204093005 Outside spending row FEC expenditure 40524202… fec_independent_expenditures fec_independent_expenditure:sub:4031720261423941098 Outside spending row FEC expenditure 40317202… fec_independent_expenditures fec_independent_expenditure:sub:4081320251216744290 Outside spending row FEC expenditure 40813202…
peer anomaly medium score 44 Core Outlier among House Republican (n=300) on Outside spend ratio — max deviation 2.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030420261386066493 Contribution row for feature vector FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066658 Contribution row for feature vector FEC receipt 40304202…
shared donor cohort medium score 30 Requires context Shares 30% employer-donor overlap with Zachary Nunn.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030420261386067006 Contribution from shared employer FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066268 Contribution from shared employer FEC receipt 40304202… fec_contributions fec_contribution:sub:4030420261386066658 Contribution from shared employer FEC receipt 40304202…
vote party alignment low score 18 Core Votes with Republicans 94% of the time — 10 breaks from the majority across 175 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:347:E000300 Scored vote row House roll call #347 congress_votes congress_house:119:1:349:E000300 Scored vote row House roll call #349 congress_votes congress_house:119:1:350:E000300 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.