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GRAY, SARAH ELIZABETH

D Β· house

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FEC candidate id
H4OK01099
Internal id
e17727dc-0d15-48ce-babc-a54b64d1c164
Status
challenger

Who this candidate represents

Who lives here β€” American Community Survey 5-year estimates (2024), OK-01. Source.

CategoryMetricValue
PeoplePopulation809,593
PeopleMedian age37
IncomeMedian household income$70,845
IncomePer-capita income$40,098
IncomeIn poverty13.8%
IncomeUnemployed5.1%
IncomeGini inequality index0.473
RaceWhite alone62.1%
RaceBlack alone8.4%
RaceAsian alone3.5%
RaceHispanic or Latino14.6%
RaceTwo or more races15.6%
OriginForeign-born9.1%
LanguageSpeaks English only at home84.8%
LanguageSpeaks Spanish at home10.6%
EducationHigh school or higher59.3%
EducationBachelor's or higher33.3%
EducationAdvanced degree11.5%
HouseholdFamily households63.5%
HouseholdAvg household size2.50
HouseholdNever married (15+)31.4%
HousingMedian home value$231,900
HousingMedian gross rent$1,112
HousingSingle-family detached70.5%
HousingBuilt before 19404.1%
HousingOvercrowded (>1 per room)3.3%
HousingVacant units8.3%
ServiceVeterans (18+)7.0%
HealthWith a disability14.5%
ConnectivityHouseholds with broadband91.5%
ConnectivityHouseholds with no internet6.0%
CommuteDrove alone76.6%
CommutePublic transit0.3%
CommuteWorked from home11.3%

Elections

Committees

Election prediction

Cycle 2026 Β· model baseline-v1 Β· base rate 15.1%

P(win) = 25.1%

FeatureΞ” P(win)
Base rate (historical)15.1%
D (major party)+10.0%

Baseline model (incumbency Γ— party Γ— office). Calibration: backtest Brier score is the reference, see npm run db:ingest -- --source=predict-backtest-election. Future model versions must beat baseline Brier on the same held-out cohort or they don't ship.

Connected on the graph

Outbound (1)

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β€”principal_candidate_ofSARAH GRAY FOR CONGRESS 2024β€”candidate_committees

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