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 Trade & Commerce, Taxation, Government Operations appear in both lobbying filings and campaign contributions — $711 in overlapping funding across 198 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031120261420900255 Contribution in overlapping issue area FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420900375 Contribution in overlapping issue area FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420900377 Contribution in overlapping issue area FEC receipt 40311202…
peer anomaly medium score 84 Core Outlier among House Republican (n=301) on Outside spend ratio — max deviation 4.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031120261420900375 Contribution row for feature vector FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420900255 Contribution row for feature vector FEC receipt 40311202…
multi registrant bill pressure high score 80 Under review 17 voted bills had coordinated lobbying pressure — Department of Education Appropriations Act, 2024, Military Construction Authorization Act for Fiscal Year 2024, Standardizing Permitting and Expediting Economic Development Act were lobbied by up to 434 independent firms.
Source Record Rationale Link congress_votes congress_house:118:1:672:E000071 Vote on bill with coordinated lobbying pressure House roll call #672 congress_votes congress_house:118:1:723:E000071 Vote on bill with coordinated lobbying pressure House roll call #723 congress_votes congress_house:118:1:673:E000071 Vote on bill with coordinated lobbying pressure House roll call #673
lobby donate overlap medium score 51 Requires context Lobby-donate overlap: 1 client-employer overlap and 6 dual-path registrants — $6,001 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031120261420897755 Contribution from convergent employer FEC receipt 40311202… lda_203_contributions lda:ld203:2c5b25eb-cb16-420b-89c7-04cf52d69e22 LD-203 contribution from dual-path registrant LD-203 filing 2c5b25eb… lda_203_contributions lda:ld203:a926291c-4bcf-496e-b003-b99b23b3b06f LD-203 contribution from dual-path registrant LD-203 filing a926291c… lda_203_contributions lda:ld203:05a39ba0-03cb-44e5-ac3c-c8b9ad606dd5
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:ld2:7c651ae4-0a98-48a0-829a-6c1943dd6113:0 Lobbying filing from captured registrant LDA filing 7c651ae4… lobbying_filings lda:ld2:178319a7-dc7c-4516-892b-911ec2ab1577:0 Lobbying filing from captured registrant LDA filing 178319a7…
outside spend spike low score 37 Core $68,601 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4031220261421388118 Outside spending row FEC expenditure 40312202… fec_independent_expenditures fec_independent_expenditure:sub:4060220251204384396 Outside spending row FEC expenditure 40602202… fec_independent_expenditures fec_independent_expenditure:sub:4081220251215990012 Outside spending row FEC expenditure 40812202…
vote deviation medium score 15 Under review $109 in contributions came from Government Operations — areas with no matching votes. votes appear in Transportation, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4031120261420900377 Contribution row used in funding profile FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420900255 Contribution row used in funding profile FEC receipt 40311202… fec_contributions fec_contribution:sub:4031120261420900375 Contribution row used in funding profile FEC receipt 40311202…
temporal proximity medium score 14 Core $13,617 in contributions landed within 30 days of 39 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:2:54:E000071 Vote near contribution window House roll call #54 congress_votes congress_house:119:2:58:E000071 Vote near contribution window House roll call #58 congress_votes congress_house:119:2:57:E000071 Vote near contribution window House roll call #57 congress_votes congress_house:119:2:55:E000071 Vote near contribution window House roll call #55 congress_votes congress_house:119:2:56:E000071
vote party alignment low score 10 Core Votes with Republicans 98% of the time — 7 breaks from the majority across 319 roll calls.
Source Record Rationale Link congress_votes congress_house:118:2:79:E000071 Scored vote row House roll call #79 congress_votes congress_house:118:2:78:E000071 Scored vote row House roll call #78 congress_votes congress_house:118:2:77:E000071 Scored vote row House roll call #77
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.