[CAPTURE PORTAL] 119TH CONGRESS

// Legislative Integrity Monitor

Goblin House Intelligence

Robert C. "Bobby" Scott

Democratic · Representative, VA ·3

Score Components

10 MODERATE

Connection Density 20%

0 → 0

Donor Influence 10%

0 → 0

Silence Risk 25%

0 → 0

Contradiction Risk 25%

18 → 5

Intelligence Volume 10%

54 → 5

Constituency Deviation 5%

0 → 0

Voting Misalignment 5%

0 → 0

% = weight in composite score · Raw component 0–100 × weight = weighted contribution (→) · Sum of contributions = overall score. Hover a row for details.

[constituency_baseline] Demographic anchor: Cook Partisan Voting Index: D+40 (shifted D+5 since last redistricting)

secondary

[constituency_baseline] Demographic anchor: unemployment rate: 5.9%

secondary

[constituency_baseline] Demographic anchor: average commute time: 23.2 minutes

secondary

[constituency_baseline] Demographic anchor: public transit utilization: 1.8%

secondary

[constituency_baseline] Demographic anchor: median rent: $1,359

secondary

[constituency_baseline] Demographic anchor: median home value: $269,200

secondary

[constituency_baseline] Demographic anchor: Hispanic population share: 8.4%

secondary

[constituency_baseline] Demographic anchor: White (Non-Hispanic) population share: 40.5%

secondary

[constituency_baseline] Demographic anchor: Black population share: 43.5% (largest racial group)

secondary

[constituency_baseline] Demographic anchor: median age: 34.6 (vs. 38.5 nationally)

secondary

[constituency_baseline] Demographic anchor: bachelor's degree or higher: 30.0% (8.7% lack a high school diploma)

secondary

[constituency_baseline] Demographic anchor: homeownership rate: 52.9% (vs. 65.5% nationally)

secondary

[constituency_baseline] Demographic anchor: poverty rate: 11.3% (below the 12.4% national average)

secondary

[constituency_baseline] Demographic anchor: median household income: $67,878

secondary

[constituency_baseline] Demographic anchor: population: 776,096

secondary

[constituency_baseline] Ballot measure: Virginia Constitutional Amendment — Expand Tax Exemption for Surviving Spouses of Soldiers Who Died in the Line of Duty (2024) (2024) — passed, margin 93% Yes — 7% No

secondary

[constituency_baseline] Dominant industry: NAICS 9281 (share 0.15)

secondary

[constituency_baseline] Dominant industry: NAICS 62 (share 0.16)

secondary

[constituency_baseline] Dominant industry: NAICS 3366 (share 0.18)

secondary

[constituency_baseline] Top employer: Old Dominion University (4000 employees)

secondary

No connections mapped

Bill	Vote	Date	Alignment
Iran War Powers Resolution — March 5, 2026	yea	2026-03-05	aligned
Government Funding Continuing Resolution — November 2025 Shutdown Deal	nay	2025-11-12	aligned
One Big Beautiful Bill Act (OBBBA) — House final passage, July 3, 2025	nay	2025-07-03	aligned
FY 2025 Budget Resolution (Reconciliation Framework, February 2025)	nay	2025-02-21	aligned
Laken Riley Act (119th Congress, January 22, 2025)	nay	2025-01-22	aligned
Ukraine Security Supplemental Appropriations Act, 2024 ($61 billion military aid	yea	2024-04-20	aligned
Israel Security Supplemental Appropriations Act, 2024 ($26 billion military aid)	yea	2024-04-20	aligned

Last contradiction analysis: Never

same_source_inconsistency 30/100

Platform: "Scott co-sponsors legislation (the TRUST in Congress Act) to ban members of Congress from trading individual stocks. The Campaign Legal Center filed a"

Vote: on "Scott co-sponsors legislation (the TRUST in Congress Act) to ban members of Congress from trading in"

[auto-downgraded: both claims come from the same source host] Scott co-sponsors legislation to ban congressional stock trading while himself having been the subject of a Campaign Legal Center ethics complaint for failing to properly disclose up to $6

Last silence detection: Never

No active silences

No donor interests mapped

No constituency baseline modelled

No platform commitments archived

No committee memberships recorded

Scoring Methodology

The Capture Risk Score is a composite 0–100 index measuring potential regulatory capture of elected officials. It is computed from seven weighted components:

Component	Weight	Signal
Silence Risk	25%	Topics where donors have interests but the official is silent
Contradiction Risk	25%	Stated positions contradicted by voting record (recent findings boosted)
Connection Density	20%	Mapped relationships to lobbyists, contractors, interest groups
Intelligence Volume	10%	Documented facts from verified sources (logarithmic scale)
Donor Influence	10%	Distinct donors with interests overlapping committee jurisdiction
Constituency Deviation	5%	Gap between district priorities and legislative focus
Voting Misalignment	5%	Floor votes contradicting stated platform positions

Each component produces a raw score 0–100. The weighted sum yields the overall score. Tier thresholds: Critical ≥ 45, High ≥ 36, Elevated ≥ 22, Moderate ≥ 10, Low < 10.

Officials without at least 2 documented facts, 1 contradiction analysis, 1 voting record, or 1 constituency baseline are marked Insufficient Evidence and excluded from numeric ranking.

Contradiction findings from the last 180 days receive a recency boost. High-severity contradictions (score ≥ 70) receive additional weight.

Full methodology: /congress/methodology

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