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 268 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031620261423591857 Contribution in overlapping issue area FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591799 Contribution in overlapping issue area FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591856 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:4021320261308631004 Dark money outside spending row FEC expenditure 40213202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260344 Dark money outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260345
temporal proximity high score 100 Core $380,080 in contributions landed within 30 days of 104 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:352:H001072 Vote near contribution window House roll call #352 congress_votes congress_house:119:1:350:H001072 Vote near contribution window House roll call #350 congress_votes congress_house:119:1:349:H001072 Vote near contribution window House roll call #349 congress_votes congress_house:119:1:351:H001072 Vote near contribution window House roll call #351 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:4030220261360901059 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900989 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901018 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901043 Contribution from employer cluster FEC receipt 40302202…
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:H001072 Vote on bill with coordinated lobbying pressure House roll call #78 congress_votes congress_house:118:2:77:H001072 Vote on bill with coordinated lobbying pressure House roll call #77 congress_votes congress_house:118:2:80:H001072 Vote on bill with coordinated lobbying pressure House roll call #80
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:4030220261360901052 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900933 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360900963 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901073 Contribution from employer cluster FEC receipt 40302202…
lobby client cluster high score 70 Requires context Amscot Financial Corporation, Onepay, Fair Isaac Corporation (Fico) 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:4030220261360901208 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:4030220261360901209 Contribution from triple-path employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4120920251297460282 Contribution from triple-path employer
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:4120920251297460234 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460308 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460305 Contribution from employer cluster FEC receipt 41209202… fec_contributions fec_contribution:sub:4120920251297460307 Contribution from employer cluster FEC receipt 41209202…
employer cluster giving medium score 64 Core 8 distinct contributors from CLIFFWATER LLC gave $94,500 in the 2026 cycle.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360901010 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901034 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901009 Contribution from employer cluster FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901036 Contribution from employer cluster FEC receipt 40302202…
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:4030220261360900900 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:4030220261360901208 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360901209 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:4032420261425260331 Outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4032420261425260345 Outside spending row FEC expenditure 40324202… fec_independent_expenditures fec_independent_expenditure:sub:4020720261304816003 Outside spending row FEC expenditure 40207202… fec_independent_expenditures fec_independent_expenditure:sub:4021320261308631004 Outside spending row FEC expenditure 40213202…
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:ld2:178319a7-dc7c-4516-892b-911ec2ab1577:0 Lobbying filing from captured registrant LDA filing 178319a7… lobbying_filings lda:ld2:7c651ae4-0a98-48a0-829a-6c1943dd6113:3 Lobbying filing from captured registrant LDA filing 7c651ae4… 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=300) on Outside spend ratio — max deviation 2.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031620261423591857 Contribution row for feature vector FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591799 Contribution row for feature vector FEC receipt 40316202…
vote deviation medium score 19 Under review $70,075 in contributions came from Trade & Commerce, 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:4031620261423591799 Contribution row used in funding profile FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591856 Contribution row used in funding profile FEC receipt 40316202… fec_contributions fec_contribution:sub:4031620261423591857 Contribution row used in funding profile FEC receipt 40316202…
vote party alignment low score 10 Core Votes with Republicans 97% of the time — 6 breaks from the majority across 239 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:118:2:78:H001072 Scored vote row House roll call #78 congress_votes congress_house:118:2:77:H001072 Scored vote row House roll call #77
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.