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.
peer anomaly medium score 100 Core Outlier among House Democrat (n=302) on Outside spend ratio — max deviation 5.7 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030320261385927084 Contribution row for feature vector FEC receipt 40303202… fec_contributions fec_contribution:sub:4082920251290096232 Contribution row for feature vector FEC receipt 40829202…
issue overlap medium score 100 Requires context Finance & Banking, Government Operations, Technology & Communications appear in both lobbying filings and campaign contributions — $27,753 in overlapping funding across 167 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4082920251290096232 Contribution in overlapping issue area FEC receipt 40829202… fec_contributions fec_contribution:sub:4030320261385927084 Contribution in overlapping issue area FEC receipt 40303202… fec_contributions fec_contribution:sub:4030320261385927065 Contribution in overlapping issue area FEC receipt 40303202…
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:119:1:353:W000831 Vote on bill with coordinated lobbying pressure House roll call #353 congress_votes congress_house:119:2:125:W000831 Vote on bill with coordinated lobbying pressure House roll call #125 congress_votes congress_house:119:1:352:W000831 Vote on bill with coordinated lobbying pressure House roll call #352
vote deviation medium score 74 Under review $20,525 in contributions came from Government Operations, Trade & Commerce — areas with no matching votes. votes appear in Energy & Environment, Agriculture & Food without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4082920251290096232 Contribution row used in funding profile FEC receipt 40829202… fec_contributions fec_contribution:sub:4030320261385927065 Contribution row used in funding profile FEC receipt 40303202… fec_contributions fec_contribution:sub:4030320261385927084 Contribution row used in funding profile FEC receipt 40303202…
outside spend spike medium score 71 Core $3,749,610 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4072420251211754029 Outside spending row FEC expenditure 40724202… fec_independent_expenditures fec_independent_expenditure:sub:4072420251211754031 Outside spending row FEC expenditure 40724202… fec_independent_expenditures fec_independent_expenditure:sub:4072420251211754027 Outside spending row FEC expenditure 40724202… fec_independent_expenditures fec_independent_expenditure:sub:4072420251211754026 Outside spending row
temporal proximity high score 59 Core $58,834 in contributions landed within 30 days of 65 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:356:W000831 Vote near contribution window House roll call #356 congress_votes congress_house:119:1:352:W000831 Vote near contribution window House roll call #352 congress_votes congress_house:119:1:353:W000831 Vote near contribution window House roll call #353 congress_votes congress_house:119:1:355:W000831 Vote near contribution window House roll call #355 congress_votes
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:ld2:1462f1c5-80f9-4f0f-bbc4-77f8b8445354:0 Lobbying filing from captured registrant LDA filing 1462f1c5… 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…
lobby donate overlap medium score 31 Requires context Lobby-donate overlap: 2 client-employer overlaps and 3 dual-path registrants — $5,500 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4082920251290096160 Contribution from convergent employer FEC receipt 40829202… fec_contributions fec_contribution:sub:4030320261385926946 Contribution from convergent employer FEC receipt 40303202… lda_203_contributions lda:ld203:753bfa4c-d943-4cb0-ba98-1ebecaff3435 LD-203 contribution from dual-path registrant LD-203 filing 753bfa4c… lda_203_contributions lda:ld203:6631b7d9-d777-4552-b054-71114874f1f7
vote party alignment low score 10 Core Votes with Democrats 99% of the time — 1 break from the majority across 170 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:350:W000831 Scored vote row House roll call #350 congress_votes congress_house:119:1:347:W000831 Scored vote row House roll call #347 congress_votes congress_house:119:1:349:W000831 Scored vote row House roll call #349
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.