feat: Member Effectiveness Score + Representation Alignment View (v0.9.9)
Member Effectiveness Score
- New BillCosponsor table (migration 0018) with per-bill co-sponsor
party data required for the bipartisan multiplier
- bill_category column on Bill (substantive | commemorative | administrative)
set by a cheap one-shot LLM call after each brief is generated
- effectiveness_score / percentile / tier columns on Member
- New bill_classifier.py worker with 5 tasks:
classify_bill_category — triggered from llm_processor after brief
fetch_bill_cosponsors — triggered from congress_poller on new bill
calculate_effectiveness_scores — nightly at 5 AM UTC
backfill_bill_categories / backfill_all_bill_cosponsors — one-time
- Scoring: distance-traveled pts × bipartisan (1.5×) × substance (0.1×
for commemorative) × leadership (1.2× for committee chairs)
- Percentile normalised within (seniority tier × party) buckets
- Effectiveness card on member detail page with colour-coded bar
- Admin panel: 3 new backfill/calculate controls in Maintenance section
Representation Alignment View
- New GET /api/alignment endpoint: cross-references user's stanced bill
follows (pocket_veto/pocket_boost) with followed members' vote positions
- Efficient bulk queries — no N+1 loops
- New /alignment page with ranked member list and alignment bars
- Alignment added to sidebar nav (auth-required)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -51,6 +51,9 @@ export interface Member {
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leadership_json?: MemberLeadership[];
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sponsored_count?: number;
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cosponsored_count?: number;
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effectiveness_score?: number;
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effectiveness_percentile?: number;
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effectiveness_tier?: string;
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latest_trend?: MemberTrendScore;
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}
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@@ -119,6 +122,27 @@ export interface Bill {
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latest_trend?: TrendScore;
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updated_at?: string;
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has_document?: boolean;
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bill_category?: string;
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}
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export interface AlignmentScore {
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bioguide_id: string;
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name: string;
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party?: string;
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state?: string;
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chamber?: string;
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photo_url?: string;
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effectiveness_percentile?: number;
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aligned: number;
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opposed: number;
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total: number;
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alignment_pct?: number;
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}
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export interface AlignmentData {
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members: AlignmentScore[];
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total_bills_with_stance: number;
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total_bills_with_votes: number;
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}
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export interface BillDetail extends Bill {
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