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, Finance & Banking, Government Operations appear in both lobbying filings and campaign contributions — $21,358 in overlapping funding across 208 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411243169 Contribution in overlapping issue area FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575741 Contribution in overlapping issue area FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575697 Contribution in overlapping issue area FEC receipt 41222202…
peer anomaly medium score 100 Core Outlier among House Republican (n=301) on Outside spend ratio — max deviation 5.1 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411243169 Contribution row for feature vector FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575697 Contribution row for feature vector FEC receipt 41222202…
multi registrant bill pressure high score 80 Under review 14 voted bills had coordinated lobbying pressure — Standardizing Permitting and Expediting Economic Development Act, 21st Century ROAD to Housing Act, SCREEN Act were lobbied by up to 400 independent firms.
Source Record Rationale Link congress_votes congress_house:119:1:353:P000622 Vote on bill with coordinated lobbying pressure House roll call #353 congress_votes congress_house:119:2:224:P000622 Vote on bill with coordinated lobbying pressure House roll call #224 congress_votes congress_house:119:1:352:P000622 Vote on bill with coordinated lobbying pressure House roll call #352
outside spend spike medium score 73 Core $4,284,231 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4040820251183342037 Outside spending row FEC expenditure 40408202… fec_independent_expenditures fec_independent_expenditure:sub:4010820251127672594 Outside spending row FEC expenditure 40108202… fec_independent_expenditures fec_independent_expenditure:sub:4010920251127787002 Outside spending row FEC expenditure 40109202… fec_independent_expenditures fec_independent_expenditure:sub:4032520251181378093 Outside spending row
contribution velocity spike high score 64 Requires context Contribution spike detected: $70,957 in a 30-day window (Mon Sep 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time) to Wed Oct 08 2025 00:00:00 GMT+0000 (Coordinated Universal Time)), 3.2 sigma above the baseline average of $25,433.
Source Record Rationale Link fec_contributions fec_contribution:sub:4122220251299575496 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575497 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575481 Contribution in peak velocity window FEC receipt 41222202… fec_contributions fec_contribution:sub:4122220251299575522 Contribution in peak velocity window
temporal proximity high score 59 Core $59,112 in contributions landed within 30 days of 81 congressional votes.
Source Record Rationale Link congress_votes congress_house:119:1:353:P000622 Vote near contribution window House roll call #353 congress_votes congress_house:119:1:355:P000622 Vote near contribution window House roll call #355 congress_votes congress_house:119:1:357:P000622 Vote near contribution window House roll call #357 congress_votes congress_house:119:1:352:P000622 Vote near contribution window House roll call #352 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:ld2:1462f1c5-80f9-4f0f-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…
dark money outside spend ratio medium score 34 Requires context $1,450,826 (34%) of outside spending comes from entities matching dark money naming patterns, led by DEFEND AMERICAN JOBS.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4011120251128084538 Dark money outside spending row FEC expenditure 40111202… fec_independent_expenditures fec_independent_expenditure:sub:4010920251127787001 Dark money outside spending row FEC expenditure 40109202… fec_independent_expenditures fec_independent_expenditure:sub:4011120251128084539 Dark money outside spending row FEC expenditure 40111202… fec_independent_expenditures fec_independent_expenditure:sub:4010920251127787002
lobby donate overlap medium score 34 Requires context Lobby-donate overlap: 4 client-employer overlaps — $9,675 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4030520261411243508 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411243173 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4030520261411243321 Contribution from convergent employer FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575496 Contribution from convergent employer FEC receipt 41222202…
vote deviation medium score 21 Under review $4,510 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:4122220251299575697 Contribution row used in funding profile FEC receipt 41222202… fec_contributions fec_contribution:sub:4030520261411243169 Contribution row used in funding profile FEC receipt 40305202… fec_contributions fec_contribution:sub:4122220251299575741 Contribution row used in funding profile FEC receipt 41222202…
vote party alignment low score 10 Core Votes with Republicans 97% of the time — 8 breaks from the majority across 269 roll calls.
Source Record Rationale Link congress_votes congress_house:119:1:349:P000622 Scored vote row House roll call #349 congress_votes congress_house:119:1:347:P000622 Scored vote row House roll call #347 congress_votes congress_house:119:1:348:P000622 Scored vote row House roll call #348
Generated by Cooked on July 9, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.