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:4082920251290096048 Contribution row for feature vector FEC receipt 40829202… fec_contributions fec_contribution:sub:4112520251294810236 Contribution row for feature vector FEC receipt 41125202…
issue overlap medium score 100 Requires context Finance & Banking, Government Operations, Technology & Communications appear in both lobbying filings and campaign contributions — $27,753 in overlapping funding across 161 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4112520251294810236 Contribution in overlapping issue area FEC receipt 41125202… fec_contributions fec_contribution:sub:4082920251290096048 Contribution in overlapping issue area FEC receipt 40829202… fec_contributions fec_contribution:sub:4082920251290096050 Contribution in overlapping issue area FEC receipt 40829202…
multi registrant bill pressure high score 80 Under review 12 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:W000831 Vote on bill with coordinated lobbying pressure House roll call #57 congress_votes congress_house:119:2:224:W000831 Vote on bill with coordinated lobbying pressure House roll call #224 congress_votes congress_house:119:2:228:W000831 Vote on bill with coordinated lobbying pressure House roll call #228
outside spend spike medium score 71 Core $3,749,610 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4012020261302879035 Outside spending row FEC expenditure 40120202… fec_independent_expenditures fec_independent_expenditure:sub:4091020251290481001 Outside spending row FEC expenditure 40910202… fec_independent_expenditures fec_independent_expenditure:sub:4012020261302879037 Outside spending row FEC expenditure 40120202… fec_independent_expenditures fec_independent_expenditure:sub:4012020261302879036 Outside spending row
temporal proximity high score 61 Core $60,584 in contributions landed within 30 days of 81 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:353:W000831 Vote near contribution window House roll call #353 congress_votes congress_house:119:1:352:W000831 Vote near contribution window House roll call #352 congress_votes congress_house:119:1:355:W000831 Vote near contribution window House roll call #355 congress_votes congress_house:119:1:357:W000831 Vote near contribution window House roll call #357 congress_votes
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-6c1943dd6113:0 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 31 Requires context Lobby-donate overlap: 2 client-employer overlaps and 3 dual-path registrants — $5,500 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030320261385926946 Contribution from convergent employer FEC receipt 40303202… fec_contributions fec_contribution:sub:4082920251290096160 Contribution from convergent employer FEC receipt 40829202… lda_203_contributions lda:ld203:6631b7d9-d777-4552-b054-71114874f1f7 LD-203 contribution from dual-path registrant LD-203 filing 6631b7d9… lda_203_contributions lda:ld203:b2002a6e-57d4-4e33-9c37-3f2d38243bfa
vote deviation medium score 18 Under review $5,025 in contributions came from Government Operations — areas with no matching votes. votes appear in Social Policy, Taxation without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4082920251290096048 Contribution row used in funding profile FEC receipt 40829202… fec_contributions fec_contribution:sub:4082920251290096050 Contribution row used in funding profile FEC receipt 40829202… fec_contributions fec_contribution:sub:4112520251294810236 Contribution row used in funding profile FEC receipt 41125202…
vote party alignment low score 10 Core Votes with Democrats 99% of the time — 3 breaks from the majority across 264 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:348:W000831 Scored vote row House roll call #348 congress_votes congress_house:119:1:347:W000831 Scored vote row House roll call #347 congress_votes congress_house:119:1:349:W000831 Scored vote row House roll call #349
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.