J Randy Forbes
Undefeated house candidate from Virginia with a perfect 11-0 record
Evidence & provenance
Source owners
Certified contest returns, candidate career records, and Akashic Edge deterministic grading inputs.
Freshness
Rendered Apr 14, 2026 from the latest candidate, contest, and forecast tables loaded in Akashic Edge.
Boundary scope
Candidate-level profile spanning every contest recorded for this person in Akashic Edge.
Claim type
Deterministic summaries, calculated grades, and certified election history. No freeform AI prose.
Career Margin Trend4 races
Career Timeline
Key Insights
4 insights generated
Deterministic highlights from career record, margins, and standout performances.
Unlock with Pro$33/moGeographic Performance
11 races with county data
County-level results, strongest and weakest counties, and performance by county type.
Unlock with Pro$33/moCounty Results Table
Sortable, searchable table of every county result for each race.
Unlock with Pro$33/moDemographic Coalition Analysis
11 races available
Scatter plots correlating county performance with demographics: race, education, income, foreign-born.
Unlock with Insider$99/moOpponents Faced8 opponents
Primary History
3 primaries
Primary election results, win rates, field sizes, and vote share.
Unlock with Pro$33/moAsk the Historian
Ask the Historian
Interactive AI-powered chat about J Randy Forbes's career, opponents, and performance.
Unlock with Insider$99/mo