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, Government Operations, Trade & Commerce appear in both lobbying filings and campaign contributions — $360,875 in overlapping funding across 273 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031620261423591867 Contribution in overlapping issue area FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591844 Contribution in overlapping issue area FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591866 Contribution in overlapping issue area FEC receipt 40316202…
dark money outside spend ratio high score 100 Requires context $836,115 (100%) 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:4032420261425260331 Dark money outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260345 Dark money outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260339 Dark money outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4021920261309491032
temporal proximity high score 100 Core $442,182 in contributions landed within 30 days of 120 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:317:H001072 Vote near contribution window House roll call #317 congress_votes congress_house:119:1:328:H001072 Vote near contribution window House roll call #328 congress_votes congress_house:119:1:327:H001072 Vote near contribution window House roll call #327 congress_votes congress_house:119:1:326:H001072 Vote near contribution window House roll call #326 congress_votes
employer cluster giving medium score 88 Core 11 distinct contributors from METLIFE gave $26,400 in the 2026 cycle.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360900918 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900970 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900974 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901038 Contribution from employer cluster FEC receipt 40302202…
employer cluster giving medium score 80 Core 10 distinct contributors from INTERCONTINENTAL EXCHANGE gave $24,000 in the 2026 cycle.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360900929 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901047 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900925 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900871 Contribution from employer cluster FEC receipt 40302202…
multi registrant bill pressure high score 80 Under review 18 voted bills had coordinated lobbying pressure — Department of Education Appropriations Act, 2024, Military Construction Authorization Act for Fiscal Year 2024, Standardizing Permitting and Expediting Economic Development Act were lobbied by up to 434 independent firms.
Source Record Rationale Link congress_votes congress_house:118:1:672:H001072 Vote on bill with coordinated lobbying pressure House roll call #672 congress_votes congress_house:118:1:723:H001072 Vote on bill with coordinated lobbying pressure House roll call #723 congress_votes congress_house:118:1:673:H001072 Vote on bill with coordinated lobbying pressure House roll call #673
lobby client cluster high score 70 Requires context Fair Isaac Corporation (Fico), Onepay, Amscot Financial Corporation have triple-path influence: FEC donations, lobbying activity, and LD-203 PAC contributions — $27,500 total across 3 entities.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360901156 Contribution from triple-path employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900956 Contribution from triple-path employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4120920251297460282 Contribution from triple-path employer FEC receipt 41209202… fec_contributions fec_contribution:sub:4030220261360901155 Contribution from triple-path employer
employer cluster giving medium score 64 Core 8 distinct contributors from CLIFFWATER gave $94,500 in the 2026 cycle.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360900892 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900880 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900891 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900878 Contribution from employer cluster FEC receipt 40302202…
employer cluster giving medium score 64 Core 8 distinct contributors from STEPHENS INC. gave $36,500 in the 2026 cycle.
Source Record Rationale Link fec_contributions fec_contribution:sub:4120920251297460229 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460030 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460044 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460158 Contribution from employer cluster FEC receipt 41209202…
lobby donate overlap high score 61 Requires context Lobby-donate overlap: 8 client-employer overlaps and 14 dual-path registrants — $82,000 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360901155 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901081 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900900 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900956 Contribution from convergent employer FEC receipt 40302202…
outside spend spike medium score 58 Core $836,115 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260339 Outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4021920261309491031 Outside spending row FEC expenditure 40219202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260331 Outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4021920261309491032 Outside spending row FEC expenditure 40219202…
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:ld2:7c651ae4-0a98-48a0-829a-6c1943dd6113:0 Lobbying filing from captured registrant LDA filing 7c651ae4… lobbying_filings lda:ld2:178319a7-dc7c-4516-892b-911ec2ab1577:0 Lobbying filing from captured registrant LDA filing 178319a7… lobbying_filings lda:ld2:1462f1c5-80f9-4f0f-bbc4-77f8b8445354:0 Lobbying filing from captured registrant LDA filing 1462f1c5…
peer anomaly medium score 44 Core Outlier among House Republican (n=301) on Outside spend ratio — max deviation 2.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031620261423591844 Contribution row for feature vector FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591866 Contribution row for feature vector FEC receipt 40316202…
vote deviation medium score 10 Under review $35,300 in contributions came from Government Operations — areas with no matching votes. votes appear in Transportation, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031620261423591867 Contribution row used in funding profile FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591866 Contribution row used in funding profile FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591844 Contribution row used in funding profile FEC receipt 40316202…
vote party alignment low score 10 Core Votes with Republicans 98% of the time — 7 breaks from the majority across 333 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:79:H001072 Scored vote row House roll call #79 congress_votes congress_house:118:2:77:H001072 Scored vote row House roll call #77 congress_votes congress_house:118:2:78:H001072 Scored vote row House roll call #78
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.