[CAPTURE PORTAL] 119TH CONGRESS

// Legislative Integrity Monitor

Goblin House Intelligence

Haley M. Stevens

Democratic · Representative, MI ·11

Score Components

29 ELEVATED

Connection Density 20%

0 → 0

Donor Influence 10%

0 → 0

Silence Risk 25%

30 → 8

Contradiction Risk 25%

64 → 16

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: Automotive industry concentration: Largest concentration of auto suppliers of any congressional district nationally; 17,800 auto jobs, 3% of workforce in auto manufacturing

secondary

[constituency_baseline] Demographic anchor: Cook Partisan Voting Index (2026 rating): D+19 — Solid Seat; R shift +4 from prior cycle

secondary

[constituency_baseline] Demographic anchor: Racial/ethnic composition: 68.1% White, 12.8% Black, 8.7% Asian — diverse suburban district

secondary

[constituency_baseline] Demographic anchor: Median rent: $1,339/month (national: $1,163)

secondary

[constituency_baseline] Demographic anchor: Median age: 40.9 (national: 38.5) — slightly older, 14.3% cohort 30-39

secondary

[constituency_baseline] Demographic anchor: Poverty rate: 5.8% (national: 12.4%)

secondary

[constituency_baseline] Demographic anchor: Bachelor's degree or higher: 50.8% (national: 33.7%) — one of the most highly educated districts in Michigan

secondary

[constituency_baseline] Demographic anchor: Homeownership rate: 70.2% (national: 65.5%)

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[constituency_baseline] Demographic anchor: Population (2024 estimate): 775,896

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[constituency_baseline] Demographic anchor: Median household income: $93,271 (national: $37,585) — nearly triple the national median

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[constituency_baseline] Ballot measure: Proposal 22-2: Promote the Vote (expanded early voting and absentee ballot access) (2022) — passed, margin 59.9% Yes to 40.1% No statewide

secondary

[constituency_baseline] Ballot measure: Proposal 22-3: Reproductive Freedom for All (enshrined abortion rights in Michigan Constitution) (2022) — passed, margin 56.7% Yes to 43.3% No statewide; Oakland County supported by stronger margins

secondary

[constituency_baseline] Dominant industry: NAICS 52-53 (share 0.08)

secondary

[constituency_baseline] Dominant industry: NAICS 54 (share 0.12)

secondary

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

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[constituency_baseline] Dominant industry: NAICS 3361-3363 (share 0.18)

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[constituency_baseline] Top employer: Oakland County Government (4500 employees)

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[constituency_baseline] Top employer: University of Michigan (12000 employees)

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[constituency_baseline] Top employer: Henry Ford Health System (13036 employees)

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[constituency_baseline] Top employer: General Motors (21000 employees)

secondary

No connections mapped

Bill	Vote	Date	Alignment
Protecting America's Workforce Act (restoring collective bargaining rights for o	yea	2025-12-11	aligned
One Big Beautiful Bill Act (budget reconciliation — Medicaid/SNAP cuts, tax refo	nay	2025-07-03	aligned
Rescissions Act of 2025 (gutting USAID, CPB, foreign assistance programs)	nay	2025-06-12	aligned
House Fiscal Year 2025 Budget Resolution ($4.5 trillion in tax cuts, $1.5 trilli	nay	2025-04-10	aligned
Laken Riley Act (mandatory immigration detention for theft-related offenses)	nay	2025-01-07	aligned
Ukraine Security Supplemental Appropriations Act, 2024 ($60.8B military and econ	yea	2024-04-20	aligned
Israel Security Supplemental Appropriations Act, 2024 ($26.38B — part of $95B fo	yea	2024-04-20	aligned
Israel Security Supplemental Appropriations Act, 2024 ($17.6B standalone militar	yea	2024-02-06	aligned
Israel Security Supplemental Appropriations Act, 2024 ($14.3B emergency Israel m	yea	2023-11-02	aligned

Last contradiction analysis: Never

platform_vs_vote 90/100

Platform: "Stevens stated in 2018 on Facebook that accessibility to constituents was her 'number one priority' and signed a Town Hall pledge promising to hold at"

Vote: on "Stevens held zero in-person town halls in 2024 and only 8 total from 2022-2025 (just 4 in her distri"

Stevens made accessibility her 'number one priority,' signed a Town Hall pledge promising at least four per year, and held 12 in her first year. She then held zero in-person town halls in 2024 and only a fraction of her commitment in subsequent years

statement_vs_disclosure 60/100

Platform: "Stevens said on CNN in September 2024: 'Those trucks are going in. Why aren't the hostages coming out?' — framing the Gaza humanitarian situation excl"

Vote: on "Stevens' 2024 primary challenger Ahmed Ghanim ran specifically on her refusal to support a ceasefire"

Stevens' public framing on CNN focused exclusively on hostage release while not addressing the civilian death toll in Gaza — a framing her constituents and protesters directly challenged. Her office's response to constituents who called to express co

Last silence detection: Never

Stevens signed a 2018 Town Hall pledge promising at least four town halls each year — then held zero in 2024, only telephone town halls, and fell far short of her commitment across multiple years

2312d silent

Expected position: After signing a campaign pledge vowing to hold at least four town halls per year and telling constituents on Facebook that accessibility was her 'number one priority,' Stevens would

Stevens refused to meet with Arab American and Muslim constituents demanding a Gaza ceasefire, with one constituent reporting Stevens' office called police on them for threatening to protest outside her Farmington Hills district office

359d silent

Expected position: As the representative of a district that includes significant Arab American and Muslim communities in Oakland County, and facing a primary challenger (Ahmed Ghanim) specifically run

Stevens skipped a vote on deporting undocumented immigrants convicted of DUI (June 2025), avoiding taking a position during her Senate campaign

1d silent

Expected position: As a congresswoman running for Senate statewide in Michigan, Stevens would be expected to cast votes on high-profile immigration enforcement legislation rather than skipping them, e

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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