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WHY

Does Chris Pappas's voting align with their donors?

Correlation summary

-25.7%

A weak correlation between donor sector funding and voting alignment, based on 10 sectors with sufficient data.

Peer average
36.9%
Percentile rank
50th

Methodology

Correlation between campaign donor sectors and voting alignment on sector-relevant bills. Bills classified by AI-generated affectedIndustries or policy-area-map fallback. Spearman rank correlation across sectors with 10+ votes.

This analysis shows factual patterns in public data. Campaign contributions are legal and do not indicate wrongdoing. Voting alignment with donor industries is common across all legislators. Correlation does not indicate causation or improper behavior.

Confidence
80%
Data as of
Mar 26, 2026

Sector alignment

  • Defense58.8% aligned
    $25K

    34 bills analyzed

  • Labor57.1% aligned
    $175K

    14 bills analyzed

  • Ideology/Single-Issue53.8% aligned
    $185K

    26 bills analyzed

  • Construction35.3% aligned
    $0

    34 bills analyzed

  • Health33.3% aligned
    $100K

    12 bills analyzed

  • Agribusiness33.3% aligned
    $0

    12 bills analyzed

  • Energy/Natural Resources25.0% aligned
    $0

    64 bills analyzed

  • Finance/Insurance/Real Estate23.5% aligned
    $200K

    34 bills analyzed

  • Communications/Electronics20.0% aligned
    $25K

    10 bills analyzed

  • Lawyers & Lobbyists14.3% aligned
    $0

    14 bills analyzed

Campaign finance data from FEC.gov. Voting records from Congress.gov. Full methodology

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