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FederalVoice

Scoring Model

Published formulas for FederalVoice transparency, influence, and election vulnerability scores.

Last updated: February 22, 2026.

FederalVoice publishes three profile-level civic scores to make comparisons easier.
Scores are directional signals, not predictions.

Score inputs come from the scorecard vote window in member activity snapshots (for example, a full Congress window), not from the 12 recent votes shown in profile UI.

1. Transparency Score (0-100)

Higher score indicates broader disclosure and lower concentration risk in available filing signals.

Formula components:

  • Individual funding share (weight 45%)
  • Attendance score (weight 25%)
  • Inverse outside-spending pressure (weight 20%)
  • Filing coverage signal (weight 10%)

2. Influence Score (0-100)

Higher score indicates stronger concentration of funding pressure from outside spending and large-source channels.

Formula components:

  • Outside spending vs receipts ratio (weight 40%)
  • Top-source concentration proxy (employer/occupation share) (weight 35%)
  • Inverse individual share (weight 25%)

3. Election Vulnerability Score (0-100)

Higher score indicates weaker cash cushion plus higher external pressure in current-cycle finance context.

Formula components:

  • Inverse cash buffer (cash on hand vs receipts) (weight 40%)
  • Outside spending pressure (weight 35%)
  • Inverse party-line stability proxy (weight 25%)

Important Limitations

  • Scores depend on currently available public filings and may shift after new reports.
  • Missing values are treated conservatively and can reduce score precision.
  • Historical coverage is uneven; comparisons are strongest for current federal legislators.

Where Scores Appear

  • Profile pages in the money influence section.
  • Comparison tool at /compare/.