Larry D Roberts
5 races across State House, House in Pennsylvania, 3W-2L
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 Trend3 races
Career Timeline
Key Insights
1 insights generated
Deterministic highlights from career record, margins, and standout performances.
Unlock with Pro$33/moGeographic Performance
5 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
5 races available
Scatter plots correlating county performance with demographics: race, education, income, foreign-born.
Unlock with Insider$99/moOpponents Faced4 opponents
Ask the Historian
Ask the Historian
Interactive AI-powered chat about Larry D Roberts's career, opponents, and performance.
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