Methodology

Evidence first, interpretation second

The platform separates official data, reviewed classifications, source-backed summaries, and user-defined alignment math.

Method

Official sources

5

Congress, House, Senate, FEC, Census.

Confidence labels

3

High, medium, and low.

Reviewed scoring

All

Imported roll calls are mapped before scoring.

Corrections

Public

Accepted changes appear in the changelog.

Pipeline

Step 1

Raw source snapshots

Every fetch job stores source URL, timestamp, status, raw hash, parser version, and storage path before parsing.

Step 2

Validation

Vote totals, required fields, representative mappings, source URLs, and campaign finance identifiers must validate before publication.

Step 3

Issue mapping

Every roll call is mapped to either a specific issue question or a broader scored category that fits the vote.

Step 4

Scoring

Each reviewed yea or nay vote is compared with the user's selected stance and weighted by importance from 1 to 5.

Known Limitations

This first build is federal-only. Broad procedural, nomination, and policy-area mappings are scored with confidence labels so users can decide whether those categories matter to their personal alignment profile.

Sources

Sources5 refs
Congress.gov API referenceOfficialCongress.gov · fetched 2026-05-15House Clerk roll call votesOfficialU.S. House Clerk · fetched 2026-05-15Senate roll call votesOfficialU.S. Senate · fetched 2026-05-15FEC campaign finance dataOfficialFederal Election Commission · fetched 2026-05-15Census geocoderOfficialU.S. Census Bureau · fetched 2026-05-15