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 Healthcare, Government Operations, Trade & Commerce appear in both lobbying filings and campaign contributions — $5,359 in overlapping funding across 221 lobbying filings.
Source Record Rationale Link fec_contributions fec_contribution:sub:4043020261485042558 Contribution in overlapping issue area FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485053839 Contribution in overlapping issue area FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485042556 Contribution in overlapping issue area FEC receipt 40430202…
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:117:2:403:AZ:KELLY Vote on bill with coordinated lobbying pressure Senate vote #403 congress_votes senate_roll_call:117:2:421:AZ:KELLY Vote on bill with coordinated lobbying pressure Senate vote #421 congress_votes senate_roll_call:118:1:334:AZ:KELLY Vote on bill with coordinated lobbying pressure Senate vote #334
pre vote surge medium score 77 Requires context $26,516 in contributions in the 14 days before a vote on "Confirmation: Christopher R. Wolfe, of Texas, to be U.S. District Judge for the Western District of Texas" (Tue Apr 14 2026 00:00:00 GMT+0000 (Coordinated Universal Time)) — 5.1x the baseline daily rate.
Source Record Rationale Link congress_votes senate_roll_call:119:2:78:AZ:KELLY Vote with pre-vote contribution surge Senate vote #78 fec_contributions fec_contribution:sub:4043020261485053839 Contribution in pre-vote surge window FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485042558 Contribution in pre-vote surge window FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485042556 Contribution in pre-vote surge window
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-6c1943dd6113:0 Lobbying filing from captured registrant LDA filing 7c651ae4…
lobby donate overlap medium score 50 Requires context Lobby-donate overlap: 9 client-employer overlaps and 4 dual-path registrants — $7,880 in overlapping contributions.
Source Record Rationale Link fec_contributions fec_contribution:sub:4043020261485059493 Contribution from convergent employer FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485070880 Contribution from convergent employer FEC receipt 40430202… fec_contributions fec_contribution:sub:4021320261308474208 Contribution from convergent employer FEC receipt 40213202… fec_contributions fec_contribution:sub:4043020261485060671 Contribution from convergent employer FEC receipt 40430202…
peer anomaly medium score 44 Core Outlier among Senate Democrat (n=56) on Outside spend ratio — max deviation 2.2 sigma from peer average.
Source Record Rationale Link fec_contributions fec_contribution:sub:4043020261485053839 Contribution row for feature vector FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485042556 Contribution row for feature vector FEC receipt 40430202…
outside spend spike low score 40 Core $104,852 in outside spending on record.
Source Record Rationale Link fec_independent_expenditures fec_independent_expenditure:sub:4011320261301496114 Outside spending row FEC expenditure 40113202… fec_independent_expenditures fec_independent_expenditure:sub:4032020261424834086 Outside spending row FEC expenditure 40320202… fec_independent_expenditures fec_independent_expenditure:sub:4010720261300317140 Outside spending row FEC expenditure 40107202… fec_independent_expenditures fec_independent_expenditure:sub:4031820261424465010 Outside spending row FEC expenditure 40318202…
temporal proximity medium score 33 Core $33,109 in contributions landed within 30 days of 69 congressional votes.
Source Record Rationale Link congress_votes senate_roll_call:119:2:110:AZ:KELLY Vote near contribution window Senate vote #110 congress_votes senate_roll_call:119:2:112:AZ:KELLY Vote near contribution window Senate vote #112 congress_votes senate_roll_call:119:2:113:AZ:KELLY Vote near contribution window Senate vote #113 congress_votes senate_roll_call:119:2:106:AZ:KELLY Vote near contribution window Senate vote #106
vote deviation medium score 33 Under review $1,775 in contributions came from Government Operations, Agriculture & Food — areas with no matching votes. votes appear in Defense & Security, Social Policy without matching funding.
Source Record Rationale Link fec_contributions fec_contribution:sub:4043020261485042558 Contribution row used in funding profile FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485042556 Contribution row used in funding profile FEC receipt 40430202… fec_contributions fec_contribution:sub:4043020261485053839 Contribution row used in funding profile FEC receipt 40430202…
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:118:1:340:AZ:KELLY Bipartisan defection vote Senate vote #340 congress_votes senate_roll_call:119:1:657:AZ:KELLY Bipartisan defection vote Senate vote #657 congress_votes senate_roll_call:117:2:412:AZ:KELLY Bipartisan defection vote Senate vote #412
vote party alignment low score 18 Core Votes with Democrats 94% of the time — 24 breaks from the majority across 381 roll calls.
Source Record Rationale Link congress_votes senate_roll_call:117:1:509:AZ:KELLY Scored vote row Senate vote #509 congress_votes senate_roll_call:117:1:510:AZ:KELLY Scored vote row Senate vote #510 congress_votes senate_roll_call:117:1:511:AZ:KELLY Scored vote row Senate vote #511
lobby bill abstention medium score 15 Under review 9% abstention rate on lobbied bills vs 4% overall — 5pp differential across 44 lobbied-bill votes.
Source Record Rationale Link congress_votes senate_roll_call:119:2:59:AZ:KELLY Abstained on lobbied bill: Homeland Security and Further Additional Continuing Appropriations Act, 2026. Senate vote #59 congress_votes senate_roll_call:119:2:61:AZ:KELLY Abstained on lobbied bill: SAVE America Act Senate vote #61 congress_votes senate_roll_call:119:2:60:AZ:KELLY Abstained on lobbied bill: SAVE America Act Senate vote #60 congress_votes senate_roll_call:119:2:180:AZ:KELLY Abstained on lobbied bill: 21st Century ROAD to Housing Act
Generated by Cooked on October 22, 2026. Data sourced from FEC.gov, Congress.gov, and LDA Senate public records.