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:4031320261423336187 Contribution row for feature vector FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336152 Contribution row for feature vector FEC receipt 40313202…
temporal proximity high score 100 Core $139,365 in contributions landed within 30 days of 104 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:54:F000477 Vote near contribution window House roll call #54 congress_votes congress_house:119:2:51:F000477 Vote near contribution window House roll call #51 congress_votes congress_house:119:2:55:F000477 Vote near contribution window House roll call #55 congress_votes congress_house:119:2:56:F000477 Vote near contribution window House roll call #56 congress_votes congress_house:119:2:50:F000477
issue overlap medium score 100 Requires context Government Operations, Education, Finance & Banking appear in both lobbying filings and campaign contributions — $49,010 in overlapping funding across 158 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423336230 Contribution in overlapping issue area FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336187 Contribution in overlapping issue area FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336152 Contribution in overlapping issue area FEC receipt 40313202…
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:118:2:78:F000477 Vote on bill with coordinated lobbying pressure House roll call #78 congress_votes congress_house:118:2:80:F000477 Vote on bill with coordinated lobbying pressure House roll call #80 congress_votes congress_house:118:2:77:F000477 Vote on bill with coordinated lobbying pressure House roll call #77
outside spend spike medium score 68 Core $2,624,081 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4022520261359187001 Outside spending row FEC expenditure 40225202… fec_independent_expenditures fec_independent_expenditure:sub:4022120261311012043 Outside spending row FEC expenditure 40221202… fec_independent_expenditures fec_independent_expenditure:sub:4022120261311012025 Outside spending row FEC expenditure 40221202… fec_independent_expenditures fec_independent_expenditure:sub:4022120261311012042 Outside spending row
pre vote surge medium score 59 Requires context $53,955 in contributions in the 14 days before a vote on "On Motion to Suspend the Rules and Pass, as Amended" (Tue Feb 10 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 3.9x the baseline daily rate.
Source Record Rationale Link congress_votes congress_house:119:2:58:F000477 Vote with pre-vote contribution surge House roll call #58 fec_contributions fec_contribution:sub:4031320261423335833 Contribution in pre-vote surge window FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423335810 Contribution in pre-vote surge window FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423335845 Contribution in pre-vote surge window FEC receipt 40313202…
lobby donate overlap medium score 54 Requires context Lobby-donate overlap: 8 client-employer overlaps and 1 dual-path registrant — $21,735 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031120261420803712 Contribution from convergent employer FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420803714 Contribution from convergent employer FEC receipt 40311202… fec_contributions fec_contribution:sub:4031320261423335879 Contribution from convergent employer FEC receipt 40313202… fec_contributions fec_contribution:sub:4031120261420803718 Contribution from convergent employer FEC receipt 40311202…
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:ld2:7c651ae4-0a98-48a0-829a-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…
post vote reward medium score 45 Requires context $88,130 in contributions in the 30 days after a vote on "On Motion to Suspend the Rules and Pass, as Amended" (Mon Jan 12 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 3.0x the baseline daily rate.
Source Record Rationale Link congress_votes congress_house:119:2:13:F000477 Vote with post-vote contribution reward House roll call #13 fec_contributions fec_contribution:sub:4031320261423335903 Contribution in post-vote reward window FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336188 Contribution in post-vote reward window FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423335827 Contribution in post-vote reward window
vote deviation medium score 32 Under review $15,600 in contributions came from Government Operations, Trade & Commerce — areas with no matching votes. votes appear in Transportation, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423336152 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336187 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423336230 Contribution row used in funding profile FEC receipt 40313202…
vote party alignment low score 10 Core Votes with Democrats 98% of the time — 4 breaks from the majority across 199 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:79:F000477 Scored vote row House roll call #79 congress_votes congress_house:118:2:77:F000477 Scored vote row House roll call #77 congress_votes congress_house:118:2:78:F000477 Scored vote row House roll call #78
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.