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, Energy & Environment appear in both lobbying filings and campaign contributions — $12,875 in overlapping funding across 213 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031020261420630502 Contribution in overlapping issue area FEC receipt 40310202… fec_contributions fec_contribution:sub:4031020261420630601 Contribution in overlapping issue area FEC receipt 40310202… fec_contributions fec_contribution:sub:4031020261420630182 Contribution in overlapping issue area FEC receipt 40310202…
vote deviation medium score 94 Under review $12,150 in contributions came from Government Operations, Trade & Commerce — areas with no matching votes. votes appear in Technology & Communications, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031020261420630182 Contribution row used in funding profile FEC receipt 40310202… fec_contributions fec_contribution:sub:4031020261420630601 Contribution row used in funding profile FEC receipt 40310202… fec_contributions fec_contribution:sub:4031020261420630502 Contribution row used in funding profile FEC receipt 40310202…
multi registrant bill pressure high score 80 Under review 15 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:118:2:80:D000530 Vote on bill with coordinated lobbying pressure House roll call #80 congress_votes congress_house:118:2:77:D000530 Vote on bill with coordinated lobbying pressure House roll call #77 congress_votes congress_house:118:2:78:D000530 Vote on bill with coordinated lobbying pressure House roll call #78
peer anomaly medium score 70 Core Outlier among House Democrat (n=302) on Funding HHI — max deviation 3.5 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031020261420630182 Contribution row for feature vector FEC receipt 40310202… fec_contributions fec_contribution:sub:4031020261420630502 Contribution row for feature vector FEC receipt 40310202…
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…
lobby donate overlap medium score 30 Requires context Lobby-donate overlap: 3 dual-path registrants — $2,100 in overlapping contributions.
Source Record Rationale Link lda_203_contributions lda:ld203:69d4a156-dff6-4cce-8c35-9a7cf87a014c LD-203 contribution from dual-path registrant LD-203 filing 69d4a156… lda_203_contributions lda:ld203:ae8635ff-a5b7-4db5-8f51-233f3505bf99 LD-203 contribution from dual-path registrant LD-203 filing ae8635ff… lda_203_contributions lda:ld203:2ff55248-0cc1-4111-9c47-cf5487eafc54 LD-203 contribution from dual-path registrant LD-203 filing 2ff55248… lobbying_filings lda:ld2:44063493-abac-4ee6-b05e-72cfd025026c:0
temporal proximity medium score 26 Core $26,389 in contributions landed within 30 days of 65 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:4:D000530 Vote near contribution window House roll call #4 congress_votes congress_house:119:2:5:D000530 Vote near contribution window House roll call #5 congress_votes congress_house:119:2:2:D000530 Vote near contribution window House roll call #2 congress_votes congress_house:119:2:10:D000530 Vote near contribution window House roll call #10 congress_votes congress_house:119:2:3:D000530
outside spend spike low score 23 Core $13,983 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4081320251216744084 Outside spending row FEC expenditure 40813202… fec_independent_expenditures fec_independent_expenditure:sub:4081320251216744011 Outside spending row FEC expenditure 40813202… fec_independent_expenditures fec_independent_expenditure:sub:4081320251216744093 Outside spending row FEC expenditure 40813202… fec_independent_expenditures fec_independent_expenditure:sub:4081320251216744022 Outside spending row FEC expenditure 40813202…
vote party alignment low score 10 Core Votes with Democrats 99% of the time — 3 breaks from the majority across 209 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:78:D000530 Scored vote row House roll call #78 congress_votes congress_house:118:2:79:D000530 Scored vote row House roll call #79 congress_votes congress_house:118:2:77:D000530 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.