Question 1

Who is Lynch, Stephen F.?

Accepted Answer

Lynch, Stephen F. is a democrat us house · ma-8 representing MA (district 8). Their congressional record is published on Congress.gov at https://bioguide.congress.gov/search/bio/L000562.

Question 2

What is Lynch, Stephen F.'s Conflict Score on Politique?

Accepted Answer

Lynch, Stephen F. has a Conflict Score of 30/99 (Low) for the 119th Congress, computed over 6 donor-relevant roll-call votes. The Conflict Score is a 0–99 percentile-normalized measure of how often roll-call votes align with the industries that funded the campaign, from FEC contributions and Congress.gov roll-call votes.

Question 3

Where does Politique source Lynch, Stephen F.'s data?

Accepted Answer

Voting records, sponsored bills, and committee assignments come from the official Congress.gov API. Campaign finance data comes from the Federal Election Commission. Ideology scores come from VoteView (DW-NOMINATE). Data is refreshed nightly.

Question 4

How is the Politique AI Report Card for Lynch, Stephen F. generated?

Accepted Answer

Report Cards are narratives generated by Anthropic's Claude over the legislator's voting record, sponsorships, speeches, and donor data. Generation uses prompt caching at the system-prompt layer for consistency across legislators, and is regenerated after each ETL run.