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 5.9 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423338463 Contribution row for feature vector FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338461 Contribution row for feature vector FEC receipt 40313202…
vote deviation medium score 95 Under review $33,725 in contributions came from Government Operations, Finance & Banking — areas with no matching votes. votes appear in Defense & Security, Energy & Environment without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423338463 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338461 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338487 Contribution row used in funding profile FEC receipt 40313202…
issue overlap medium score 93 Requires context Government Operations, Healthcare, Education appear in both lobbying filings and campaign contributions — $35,325 in overlapping funding across 49 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423338487 Contribution in overlapping issue area FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338463 Contribution in overlapping issue area FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338461 Contribution in overlapping issue area FEC receipt 40313202…
temporal proximity high score 81 Core $81,475 in contributions landed within 30 days of 38 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:58:M001245 Vote near contribution window House roll call #58 congress_votes congress_house:119:2:54:M001245 Vote near contribution window House roll call #54 congress_votes congress_house:119:2:57:M001245 Vote near contribution window House roll call #57 congress_votes congress_house:119:2:55:M001245 Vote near contribution window House roll call #55 congress_votes congress_house:119:2:56:M001245
multi registrant bill pressure high score 80 Under review 7 voted bills had coordinated lobbying pressure — Expediting Federal Broadband Deployment Reviews Act, Small Business Innovation and Economic Security Act, District of Columbia Appropriations Act, 2026 were lobbied by up to 400 independent firms.
Source Record Rationale Link congress_votes congress_house:119:2:125:M001245 Vote on bill with coordinated lobbying pressure House roll call #125 congress_votes congress_house:119:2:89:M001245 Vote on bill with coordinated lobbying pressure House roll call #89 congress_votes congress_house:119:2:53:M001245 Vote on bill with coordinated lobbying pressure House roll call #53
outside spend spike medium score 67 Core $2,267,532 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4012120261303130044 Outside spending row FEC expenditure 40121202… fec_independent_expenditures fec_independent_expenditure:sub:4031220261421388315 Outside spending row FEC expenditure 40312202… fec_independent_expenditures fec_independent_expenditure:sub:4012120261303130046 Outside spending row FEC expenditure 40121202… fec_independent_expenditures fec_independent_expenditure:sub:4012120261303130045 Outside spending row
registrant client capture medium score 50 Under review Florida Sugar Cane League, Fourth Street Advocacy (Corsa Potomac, Llc), Iqom Strategic Advisors, 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:badb446a-1ea4-4709-a582-d1ce6fda82f3:0 Lobbying filing from captured registrant LDA filing badb446a… lobbying_filings lda:ld2:d4277171-a395-47ae-a2b6-9d2dd06cab28:0 Lobbying filing from captured registrant LDA filing d4277171…
vote party alignment low score 10 Core Votes with Democrats 98% of the time — 2 breaks from the majority across 97 roll calls.
Source Record Rationale Link congress_votes congress_house:119:2:140:M001245 Scored vote row House roll call #140 congress_votes congress_house:119:2:141:M001245 Scored vote row House roll call #141 congress_votes congress_house:119:2:139:M001245 Scored vote row House roll call #139
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.