[CAPTURE PORTAL] 119TH CONGRESS

// Legislative Integrity Monitor

Goblin House Intelligence

Lois Frankel

Democratic · Representative, FL ·22

Score Components

19 MODERATE

Connection Density 20%

0 → 0

Donor Influence 10%

0 → 0

Silence Risk 25%

0 → 0

Contradiction Risk 25%

54 → 14

Intelligence Volume 10%

56 → 6

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+10

secondary

[constituency_baseline] Demographic anchor: unemployment rate: 5.8%

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[constituency_baseline] Demographic anchor: median rent: $1,876

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[constituency_baseline] Demographic anchor: median property value: $416,500

secondary

[constituency_baseline] Demographic anchor: Spanish-language households: 179,429

secondary

[constituency_baseline] Demographic anchor: Haitian-language households: 59,601

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[constituency_baseline] Demographic anchor: foreign-born population: 30.9% (243,000 people)

secondary

[constituency_baseline] Demographic anchor: Black population share: 17.7% (137,000 people)

secondary

[constituency_baseline] Demographic anchor: Hispanic population share: 28.4% (223,000 people)

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[constituency_baseline] Demographic anchor: residents aged 70+: ~20%

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[constituency_baseline] Demographic anchor: median age: 46.1

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[constituency_baseline] Demographic anchor: bachelor's degree or higher: 38.4%

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[constituency_baseline] Demographic anchor: homeownership rate: 71.7%

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[constituency_baseline] Demographic anchor: poverty rate: 8%

secondary

[constituency_baseline] Demographic anchor: median household income: $81,071

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[constituency_baseline] Demographic anchor: population: 786,471

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[constituency_baseline] Ballot measure: Florida Amendment 3 — Legalize Recreational Marijuana (2024) (2024) — failed, margin 55.9% Yes — 44.1% No (failed to meet 60% threshold)

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[constituency_baseline] Ballot measure: Florida Amendment 4 — Right to Abortion Initiative (2024) (2024) — failed, margin 57% Yes — 43% No (failed to meet 60% threshold)

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[constituency_baseline] Dominant industry: NAICS 72 (share 0.12)

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[constituency_baseline] Dominant industry: NAICS 44-45 (share 0.13)

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No connections mapped

Bill	Vote	Date	Alignment
Department of Homeland Security Appropriations Act, 2026 (March 2026)	nay	2026-03-27	aligned
Iran War Powers Resolution (March 2026)	yea	2026-03-05	deviating
One Big Beautiful Bill Act (OBBBA) — House passage, May 2025 and July 2025	nay	2025-07-03	aligned
Laken Riley Act (119th Congress)	nay	2025-01-07	aligned
National Security Supplemental (Israel, Ukraine, Taiwan — April 2024)	yea	2024-04-20	aligned
Israel Security Supplemental Appropriations Act (Standalone GOP bill, February 2	yea	2024-02-06	aligned
Censuring Representative Rashida Tlaib of Michigan	yea	2023-11-07	aligned

Last contradiction analysis: Never

platform_vs_vote 60/100

Platform: "Frankel champions immigrant communities in her district — which is 30.9% foreign-born with large Haitian (59,601 households) and Spanish-speaking (179"

Vote: on "Frankel's top donor is AIPAC ($371,164 in 2023-2024), and she voted for the GOP standalone Israel ai"

Frankel represents a district where 30.9% of residents are foreign-born with large Haitian and Latino communities who are skeptical of unconditional military aid to Israel, yet her top donor is AIPAC and she was one of only 46 House Democrats to brea

same_source_inconsistency 30/100

Platform: "Frankel positioned herself as a member of the Congressional Progressive Caucus (since at least 2016) and campaigned as a progressive Democrat on issue"

Vote: on "In November 2023, Frankel was one of 22 House Democrats to vote to censure Rep. Rashida Tlaib — the "

[auto-downgraded: both claims come from the same source host] Frankel was a longtime member of the Congressional Progressive Caucus yet voted to censure Rashida Tlaib — the only Palestinian American in Congress — and then quietly quit the CPC when he

same_source_inconsistency 30/100

Platform: "Frankel told constituents and the media she does not personally direct her stock trades; her account 'is managed independently by a money manager who "

Vote: on "In March 2023, Frankel sold First Republic Bank stock on March 16 — days after SVB collapsed and wee"

[auto-downgraded: both claims come from the same source host] Frankel claims her stock trades are handled by an independent money manager, yet the First Republic-to-JPMorgan trade — executed days after SVB collapsed and weeks before First Republic fa

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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