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 Technology & Communications, Finance & Banking, Government Operations appear in both lobbying filings and campaign contributions — $163,885 in overlapping funding across 336 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031820261424691639 Contribution in overlapping issue area FEC receipt 40318202… fec_contributions fec_contribution:sub:4031820261424691799 Contribution in overlapping issue area FEC receipt 40318202… fec_contributions fec_contribution:sub:4121220251298387555 Contribution in overlapping issue area FEC receipt 41212202…
temporal proximity high score 100 Core $161,330 in contributions landed within 30 days of 69 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:188:L000582 Vote near contribution window House roll call #188 congress_votes congress_house:119:1:347:L000582 Vote near contribution window House roll call #347 congress_votes congress_house:119:1:186:L000582 Vote near contribution window House roll call #186 congress_votes congress_house:119:1:187:L000582 Vote near contribution window House roll call #187 congress_votes
multi registrant bill pressure high score 80 Under review 17 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:118:2:77:L000582 Vote on bill with coordinated lobbying pressure House roll call #77 congress_votes congress_house:118:2:78:L000582 Vote on bill with coordinated lobbying pressure House roll call #78 congress_votes congress_house:118:2:80:L000582 Vote on bill with coordinated lobbying pressure House roll call #80
lobby donate overlap high score 57 Requires context Lobby-donate overlap: 8 client-employer overlaps and 4 dual-path registrants — $36,650 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031820261424691956 Contribution from convergent employer FEC receipt 40318202… fec_contributions fec_contribution:sub:4121220251298387587 Contribution from convergent employer FEC receipt 41212202… fec_contributions fec_contribution:sub:4031820261424691581 Contribution from convergent employer FEC receipt 40318202… fec_contributions fec_contribution:sub:4031820261424691861 Contribution from convergent employer FEC receipt 40318202…
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:ld2:178319a7-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…
vote deviation medium score 37 Under review $61,285 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:4031820261424691639 Contribution row used in funding profile FEC receipt 40318202… fec_contributions fec_contribution:sub:4031820261424691799 Contribution row used in funding profile FEC receipt 40318202… fec_contributions fec_contribution:sub:4121220251298387555 Contribution row used in funding profile FEC receipt 41212202…
contribution outlier medium score 30 Core Tao Lin gave $14,000 — 1.8× the typical top donor.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031820261424691742 Outlier contributor row FEC receipt 40318202… fec_contributions fec_contribution:sub:4121220251298387365 Outlier contributor row FEC receipt 41212202… fec_contributions fec_contribution:sub:4121220251298387363 Outlier contributor row FEC receipt 41212202…
outside spend spike low score 10 Core $0 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4073020251212737034 Outside spending row FEC expenditure 40730202…
vote party alignment low score 10 Core Votes with Democrats 99% of the time — 2 breaks from the majority across 228 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:78:L000582 Scored vote row House roll call #78 congress_votes congress_house:118:2:77:L000582 Scored vote row House roll call #77 congress_votes congress_house:118:2:79:L000582 Scored vote row House roll call #79
Generated by Cooked on May 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.