Data Coverage votes: complete lobbying: missing bill linkage: partial finance receipts: complete finance spending: complete independent expenditures: exhausted
Profile completeness: 58%
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. Independent expenditures returned no records after repeated attempts. Unavailable Data The following data sources were not available for this politician: Lobbying disclosure (LD-2) filings.
issue overlap medium score 100 Requires context Healthcare, Government Operations, Education appear in both lobbying filings and campaign contributions — $1,751 in overlapping funding across 158 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360857082 Contribution in overlapping issue area FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360850807 Contribution in overlapping issue area FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360856962 Contribution in overlapping issue area FEC receipt 40302202…
multi registrant bill pressure high score 80 Under review 11 voted bills had coordinated lobbying pressure — Jackie Walorski Maternal and Child Home Visiting Reauthorization Act of 2022, Military Construction Authorization Act for Fiscal Year 2024, Social Security Fairness Act of 2023 were lobbied by up to 461 independent firms.
Source Record Rationale Link congress_votes senate_roll_call:118:1:334:IL:DUCKWORTH Vote on bill with coordinated lobbying pressure Senate vote #334 congress_votes senate_roll_call:117:2:421:IL:DUCKWORTH Vote on bill with coordinated lobbying pressure Senate vote #421 congress_votes senate_roll_call:117:2:403:IL:DUCKWORTH Vote on bill with coordinated lobbying pressure Senate vote #403
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…
vote deviation medium score 50 Under review $870 in contributions came from Agriculture & Food, Government Operations — areas with no matching votes. votes appear in Defense & Security, Energy & Environment without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360850807 Contribution row used in funding profile FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360857082 Contribution row used in funding profile FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360856962 Contribution row used in funding profile FEC receipt 40302202…
temporal proximity medium score 43 Core $42,940 in contributions landed within 30 days of 20 congressional votes.
Source Record Rationale Link congress_votes senate_roll_call:119:2:4:IL:DUCKWORTH Vote near contribution window Senate vote #4 congress_votes senate_roll_call:119:2:3:IL:DUCKWORTH Vote near contribution window Senate vote #3 congress_votes senate_roll_call:119:2:1:IL:DUCKWORTH Vote near contribution window Senate vote #1 congress_votes senate_roll_call:119:2:2:IL:DUCKWORTH Vote near contribution window Senate vote #2
lobby donate overlap medium score 32 Requires context Lobby-donate overlap: 4 client-employer overlaps and 1 dual-path registrant — $1,325 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030220261360854004 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360856170 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360850082 Contribution from convergent employer FEC receipt 40302202… fec_contributions fec_contribution:sub:4030220261360853979 Contribution from convergent employer FEC receipt 40302202…
bipartisan defection cluster medium score 30 Requires context Voted against party majority alongside cross-party defectors in 10 roll calls.
Source Record Rationale Link congress_votes senate_roll_call:119:1:647:IL:DUCKWORTH Bipartisan defection vote Senate vote #647 congress_votes senate_roll_call:119:1:648:IL:DUCKWORTH Bipartisan defection vote Senate vote #648 congress_votes senate_roll_call:119:1:646:IL:DUCKWORTH Bipartisan defection vote Senate vote #646
vote party alignment low score 12 Core Votes with Democrats 96% of the time — 16 breaks from the majority across 385 roll calls.
Source Record Rationale Link congress_votes senate_roll_call:117:1:510:IL:DUCKWORTH Scored vote row Senate vote #510 congress_votes senate_roll_call:117:1:511:IL:DUCKWORTH Scored vote row Senate vote #511 congress_votes senate_roll_call:117:1:509:IL:DUCKWORTH Scored vote row Senate vote #509
Generated by Cooked on October 22, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.