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 Government Operations, Education, Healthcare appear in both lobbying filings and campaign contributions — $5,184 in overlapping funding across 216 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4022520261359091539 Contribution in overlapping issue area FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359091731 Contribution in overlapping issue area FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359091735 Contribution in overlapping issue area FEC receipt 40225202…
peer anomaly medium score 92 Core Outlier among House Democrat (n=302) on Outside spend ratio — max deviation 4.6 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4022520261359091731 Contribution row for feature vector FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359091539 Contribution row for feature vector FEC receipt 40225202…
vote deviation medium score 81 Under review $4,189 in contributions came from Government Operations, Transportation — areas with no matching votes. votes appear in Taxation, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4022520261359091731 Contribution row used in funding profile FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359091735 Contribution row used in funding profile FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359091539 Contribution row used in funding profile FEC receipt 40225202…
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:V000138 Vote on bill with coordinated lobbying pressure House roll call #353 congress_votes congress_house:119:1:352:V000138 Vote on bill with coordinated lobbying pressure House roll call #352 congress_votes congress_house:119:2:125:V000138 Vote on bill with coordinated lobbying pressure House roll call #125
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-6c1943dd6113:3 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…
temporal proximity medium score 49 Core $49,461 in contributions landed within 30 days of 48 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:4:V000138 Vote near contribution window House roll call #4 congress_votes congress_house:119:2:5:V000138 Vote near contribution window House roll call #5 congress_votes congress_house:119:2:2:V000138 Vote near contribution window House roll call #2 congress_votes congress_house:119:2:3:V000138 Vote near contribution window House roll call #3 congress_votes congress_house:119:2:10:V000138
outside spend spike low score 45 Core $180,501 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4031220261421388395 Outside spending row FEC expenditure 40312202… fec_independent_expenditures fec_independent_expenditure:sub:4012220261303309085 Outside spending row FEC expenditure 40122202… fec_independent_expenditures fec_independent_expenditure:sub:4081820251218601274 Outside spending row FEC expenditure 40818202… fec_independent_expenditures fec_independent_expenditure:sub:4011320261301496011 Outside spending row FEC expenditure 40113202…
lobby donate overlap medium score 41 Requires context Lobby-donate overlap: 4 client-employer overlaps and 4 dual-path registrants — $3,735 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4022520261359092106 Contribution from convergent employer FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359090797 Contribution from convergent employer FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359076693 Contribution from convergent employer FEC receipt 40225202… fec_contributions fec_contribution:sub:4022520261359088619 Contribution from convergent employer FEC receipt 40225202…
vote party alignment low score 18 Core Votes with Democrats 94% of the time — 11 breaks from the majority across 175 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:350:V000138 Scored vote row House roll call #350 congress_votes congress_house:119:1:347:V000138 Scored vote row House roll call #347 congress_votes congress_house:119:1:349:V000138 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.