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…
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 70 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:4031320261423338461 Contribution in overlapping issue area FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338463 Contribution in overlapping issue area FEC receipt 40313202…
vote deviation medium score 92 Under review $32,625 in contributions came from Government Operations, Healthcare — areas with no matching votes. votes appear in Social Policy, Taxation without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031320261423338461 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338463 Contribution row used in funding profile FEC receipt 40313202… fec_contributions fec_contribution:sub:4031320261423338487 Contribution row used in funding profile 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:119:2:55:M001245 Vote near contribution window House roll call #55 congress_votes congress_house:119:2:57:M001245 Vote near contribution window House roll call #57 congress_votes congress_house:119:2:54:M001245 Vote near contribution window House roll call #54 congress_votes congress_house:119:2:58:M001245 Vote near contribution window House roll call #58 congress_votes congress_house:119:2:56:M001245
multi registrant bill pressure high score 80 Under review 9 voted bills had coordinated lobbying pressure — 21st Century ROAD to Housing Act, SCREEN Act, TRIA Program Reauthorization Act of 2026 were lobbied by up to 400 independent firms.
Source Record Rationale Link congress_votes congress_house:119:2:57:M001245 Vote on bill with coordinated lobbying pressure House roll call #57 congress_votes congress_house:119:2:228:M001245 Vote on bill with coordinated lobbying pressure House roll call #228 congress_votes congress_house:119:2:224:M001245 Vote on bill with coordinated lobbying pressure House roll call #224
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:4012120261303130045 Outside spending row FEC expenditure 40121202… fec_independent_expenditures fec_independent_expenditure:sub:4012120261303130046 Outside spending row FEC expenditure 40121202… 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
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:d4277171-a395-47ae-a2b6-9d2dd06cab28:0 Lobbying filing from captured registrant LDA filing d4277171… 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…
lobby bill abstention medium score 24 Under review 13% abstention rate on lobbied bills vs 5% overall — 8pp differential across 24 lobbied-bill votes.
Source Record Rationale Link congress_votes congress_house:119:2:76:M001245 Abstained on lobbied bill: Home Appliance Protection and Affordability Act House roll call #76 congress_votes congress_house:119:2:72:M001245 Abstained on lobbied bill: ROTOR Act House roll call #72 congress_votes congress_house:119:2:75:M001245 Abstained on lobbied bill: Home Appliance Protection and Affordability Act House roll call #75
vote party alignment low score 10 Core Votes with Democrats 97% of the time — 5 breaks from the majority across 175 roll calls.
Source Record Rationale Link congress_votes congress_house:119:2:221:M001245 Scored vote row House roll call #221 congress_votes congress_house:119:2:222:M001245 Scored vote row House roll call #222 congress_votes congress_house:119:2:223:M001245 Scored vote row House roll call #223
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.