Methodology

How we calculate the Financial-Political Entanglement Index

Overview

The Sellout Index is a composite score (0–100) that quantifies how entangled a member of Congress is with corporate, special interest, and foreign-connected money. It combines eight independent signals, each converted to a percentile rank across all current members, then combined via a weighted average.

A higher score means more financial entanglement — not necessarily corruption. The index measures observable financial patterns from public disclosures. Every score is backed by verifiable public record data.

Data Scale

Every score is computed from real data across these public sources.

538
Congress Members
9.3K
Stock Trade Disclosures
70.6K
SEC Insider Filings
23.6K
Lobbying Records
499
FEC Finance Records
494
AIPAC-Tracked Members
547
Voting Records
531
Liberty Scorecard Ratings
17.6K
Foreign Principals (FARA)

537 of 538members scored · Average score: 49.6· Last updated: 4/11/2026

Scoring Categories

Foreign Influence25% weight

Pro-Israel PAC contributions, independent expenditures, and lobby donor money tracked across 17+ foreign-connected PACs

Stock Trades15% weight

Volume of STOCK Act disclosures — more filings = more market activity while in office

Donor Influence15% weight

PAC contribution ratio — how much funding comes from PACs vs. grassroots donors

Voting Record10% weight

Party-line voting paired with PAC funding — votes with party while taking PAC money

Lobbying Exposure10% weight

Lobbying spend on tickers the member actively trades

Liberty Score10% weight

Constitutional/liberty voting record (Heritage Action) — inverted, so anti-liberty votes score higher when paired with PAC funding

Revolving Door10% weight

Former staff who became registered lobbyists

Net Worth5% weight

Portfolio activity estimated from disclosed trade amount ranges

Data Pipeline

Raw data is collected from 10 public sources via automated ETL scripts, transformed into percentile-ranked scores, and merged into a single composite index. No database — the pipeline produces static JSON consumed directly by this site.

congress-legislatorsMember bios, IDs, party affiliations
FEC APICampaign finance: PAC ratio, receipts, cash on hand
Unusual WhalesSTOCK Act filings for House + Senate (trade volume, tickers, amounts)
FinnhubSEC Form 4 insider transactions + corporate lobbying spend by ticker
VoteView (DW-NOMINATE)Ideology scores + party loyalty rates for the 119th Congress
Senate SOPRLobbying disclosure filings — former staff who became lobbyists
Heritage ActionConstitutional/liberty voting scorecard (0-100%)
Track AIPACPro-Israel PAC contributions, independent expenditures, lobby donors
OpenSanctions (FARA)Foreign Agents Registration Act — 7K+ registrants, 17K+ foreign principals across 265 countries

Normalization

Raw values in each category are converted to percentile ranks (0-100) across all current members of Congress. This handles the wildly different scales between categories (dollars vs. count vs. percentage) and is robust to skewed distributions where a few members dominate.

When data for a category is unavailable, that category's weight is redistributed proportionally among the remaining categories. A "confidence score" indicates how many of the eight signals were available (0-1).

Legal Disclaimer

The Sellout Index measures publicly available financial-political correlations. It does not imply, allege, or suggest illegal activity, corruption, bribery, or any violation of law by any individual. Scores represent statistical patterns derived from public government disclosures and are provided for informational and educational purposes only.

This is not legal, financial, or political advice. Users should conduct their own research and reach their own conclusions. The creators of this index are not responsible for how this information is interpreted or used.