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 94 Requires context Trade & Commerce, Government Operations, Finance & Banking appear in both lobbying filings and campaign contributions — $8,417 in overlapping funding across 229 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030920261419971017 Contribution in overlapping issue area FEC receipt 40309202… fec_contributions fec_contribution:sub:4030920261419971163 Contribution in overlapping issue area FEC receipt 40309202… fec_contributions fec_contribution:sub:4030920261419971162 Contribution in overlapping issue area FEC receipt 40309202…
vote deviation medium score 85 Under review $7,132 in contributions came from Trade & Commerce, Government Operations — areas with no matching votes. votes appear in Technology & Communications, Transportation without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030920261419971017 Contribution row used in funding profile FEC receipt 40309202… fec_contributions fec_contribution:sub:4030920261419971162 Contribution row used in funding profile FEC receipt 40309202… fec_contributions fec_contribution:sub:4030920261419971163 Contribution row used in funding profile FEC receipt 40309202…
multi registrant bill pressure high score 80 Under review 17 voted bills had coordinated lobbying pressure — Expanding Access to Capital Act of 2023, Save Our Seas 2.0 Amendments Act, Department of Education Appropriations Act, 2024 were lobbied by up to 434 independent firms.
Source Record Rationale Link congress_votes congress_house:118:2:78:M001136 Vote on bill with coordinated lobbying pressure House roll call #78 congress_votes congress_house:118:2:77:M001136 Vote on bill with coordinated lobbying pressure House roll call #77 congress_votes congress_house:118:2:80:M001136 Vote on bill with coordinated lobbying pressure House roll call #80
lobby donate overlap medium score 51 Requires context Lobby-donate overlap: 1 client-employer overlap and 5 dual-path registrants — $4,265 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030920261419970979 Contribution from convergent employer FEC receipt 40309202… lda_203_contributions lda:ld203:880fcd27-5e82-4074-91e7-a14279cfa922 LD-203 contribution from dual-path registrant LD-203 filing 880fcd27… lda_203_contributions lda:ld203:988c4d25-2fce-4471-8751-1c51efadb8af LD-203 contribution from dual-path registrant LD-203 filing 988c4d25… lda_203_contributions lda:ld203:e469242d-5124-4549-9e04-2e9195e4bcb4
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…
peer anomaly medium score 44 Core Outlier among House Republican (n=300) on Top contributor share — max deviation 2.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030920261419971017 Contribution row for feature vector FEC receipt 40309202… fec_contributions fec_contribution:sub:4030920261419971162 Contribution row for feature vector FEC receipt 40309202…
temporal proximity medium score 41 Core $41,075 in contributions landed within 30 days of 48 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:3:M001136 Vote near contribution window House roll call #3 congress_votes congress_house:119:2:10:M001136 Vote near contribution window House roll call #10 congress_votes congress_house:119:2:5:M001136 Vote near contribution window House roll call #5 congress_votes congress_house:119:2:2:M001136 Vote near contribution window House roll call #2 congress_votes congress_house:119:2:4:M001136
outside spend spike low score 11 Core $3,500 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4022320261311284006 Outside spending row FEC expenditure 40223202…
vote party alignment low score 10 Core Votes with Republicans 97% of the time — 7 breaks from the majority across 240 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:77:M001136 Scored vote row House roll call #77 congress_votes congress_house:118:2:79:M001136 Scored vote row House roll call #79 congress_votes congress_house:118:2:78:M001136 Scored vote row House roll call #78
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.