Blog Category

Research methodology

How OppIntell sources public records, validates citations, and applies source-readiness to 2026 candidate research.

20K+ candidates trackedopposition research methodologyUpdated hourly

Candidate analysis

Source-backed candidate analysis for campaigns tracking public records, filings, and research exposure.

Race previews

Race previews with party breakdowns, office context, candidate counts, and competitive research posture.

Party intelligence

All-party campaign intelligence for Republican, Democratic, third-party, independent, and nonpartisan coverage.

Topic Cluster

Research methodology content cluster

OppIntell groups generated research posts into category hubs so scaled content has a clear topical architecture instead of living only in a chronological feed.

20K+candidates tracked
50+states & territories
2.1M+sourced citations
Activequality gate

Why this cluster exists

The research methodology hub gives search users and crawlers a stable route for opposition research methodology content, with links into individual articles as they clear the publication guard.

Value for campaigns and researchers

Campaigns, journalists, and researchers can use these articles to understand the public-source narratives competitors may develop around candidates, races, parties, and election-cycle context.

Governed scaling

Posts only appear here after they are published, approved, and not marked noindex. That keeps the category hub useful as the content engine scales.

Internal-link depth

Category hubs connect the blog index, related topic clusters, and article pages so new posts are less isolated and easier for crawlers to discover.

What appears in research methodology?

Published research methodology posts that passed the OppIntell quality and indexability guard.

Will this page update automatically?

Yes. The page uses ISR and reads from the public blog RPC, so newly approved posts appear without a code deploy.

Why not publish every generated post here?

Generated drafts remain out of public hubs until they satisfy editorial approval, quality, and noindex rules.

Research Methodology / 7 min read

Albert R. Shaw Public Records 2026: Source-Readiness Audit for North Carolina Bladen Soil and Water Conservation District Supervisor Race

OppIntell's source-readiness audit of Albert R. Shaw, candidate for Bladen Soil and Water Conservation District Supervisor in 2026. With only 1 validated public record and no cross-platform IDs, the profile is thinly sourced—a pattern common in local conservat

Research Methodology / 7 min read

Anthony Washburn Source-Readiness Audit: Public Records Behind the 2026 Utah State House Profile

OppIntell audits Anthony Washburn's public-record posture for the 2026 Utah State House race. With only 1 source-backed claim and a developing research tier, the profile reveals gaps opponents may exploit.

Research Methodology / 9 min read

Anthony Loubet Source-Readiness Audit: Public Records Behind the 2026 Utah State House Profile

Anthony Loubet's public records for 2026 show one source-backed claim, a state-SoS-only profile, and developing research depth. This audit examines the competitive research context for Utah House District 27.

Research Methodology / 5 min read

Anthony Hardy Williams Public Records 2026: Source-Readiness Audit for the Pennsylvania STS Race

OppIntell's source-readiness audit of Anthony Hardy Williams for the 2026 Pennsylvania STS race reveals 1 source-backed claim, a developing research tier, and key gaps in cross-platform IDs and FEC committee filings.

Research Methodology / 8 min read

Alex Costantino Public Records 2026: Source-Readiness Audit for the New Jersey Municipal Race

OppIntell's source-readiness audit of Alex Costantino's public records for the 2026 New Jersey municipal race. One source-backed claim, developing research depth, and competitive context in a crowded Democratic field.

Research Methodology / 7 min read

Annie E McDaniel Public Records 2026: Source-Readiness Audit for South Carolina House District 41

Annie E McDaniel, Democrat for SC House District 41, has 2 source-backed claims. This audit examines her public-record posture, research gaps, and competitive context for 2026.

Research Methodology / 5 min read

Annette Taddeo Public Records 2026: Source-Readiness Audit for Florida CFO Race

OppIntell's source-readiness audit of Annette Taddeo for the 2026 Florida CFO race finds only 1 source-backed claim. Research gaps include no FEC committee, no cross-platform IDs, and a developing research depth tier.

Research Methodology / 5 min read

Anthony Sabatini Public Records 2026: Source-Readiness Audit for the Florida U.S. House Race

Anthony Sabatini's 2026 Florida U.S. House profile shows just 1 source-backed claim, placing him in a developing research tier. OppIntell's audit identifies key gaps.

Research Methodology / 10 min read

Dan Rooney Public Records 2026: Source-Readiness Audit for Oklahoma's 1st District

Dan Rooney's 2026 campaign profile shows 20 source-backed public records, ranking 22nd among 55 Oklahoma candidates. Research gaps include no Wikidata entry and no Ballotpedia page.

Research Methodology / 9 min read

CA Filer 1272529 Public Records 2026: Research Audit for California State Senate

Public records audit for CA Filer 1272529, a Democrat in California State Senate race 17004. Source-backed claims: 2. Research depth: developing. Within-state rank: 752 of 1052.

Research Methodology / 8 min read

CA Filer 1438304 Source-Readiness Audit: Public Records Behind the 2026 California State Senate Profile

OppIntell's source-readiness audit of CA Filer 1438304 examines 2 public-record claims, developing research depth, and competitive context in California's 2026 State Senate race.

Research Methodology / 7 min read

CA Filer 1377114 Public Records 2026: Source-Readiness Audit for California State Assembly

OppIntell's source-readiness audit of CA Filer 1377114, a Democrat in the 2026 California State Assembly race. Only 2 public-source claims identified; research gaps flag no FEC committee, no cross-platform IDs.

Research Methodology / 6 min read

CA Filer 1464307 Source-Readiness Audit: Public Records Behind the 2026 California State Assembly Profile

OppIntell's source-readiness audit of CA Filer 1464307 reveals a developing research profile with just 2 public-record claims. The candidate ranks 24th of 205 in race research depth but lacks FEC, Wikidata, and Ballotpedia cross-platform IDs.

Research Methodology / 5 min read

Anna M Scharf Public Records 2026: Source-Readiness Audit for Oregon House District 23

Anna M Scharf's 2026 Oregon House campaign shows 1 source-backed claim. This audit examines public-record posture, research gaps, and competitive field context.

Research Methodology / 10 min read

Andrew Harbaugh For Pennsylvania Public Records 2026: Source-Readiness Audit for the STH Race

OppIntell's source-readiness audit of Andrew Harbaugh For Pennsylvania finds one public-record claim, a developing research profile, and a crowded Democratic field in the 2026 STH race.

Research Methodology / 4 min read

Alissa Ann Grissom public records 2026: source-readiness audit for New Mexico College Board Member 1

OppIntell audits Alissa Ann Grissom's public-record posture for the 2026 New Mexico College Board Member 1 race. Only 1 source-backed claim exists; research is developing.

Research Methodology / 6 min read

Amber Neidig Source-Readiness Audit: Public Records Behind the 2026 Pennsylvania STH Profile

Amber Neidig's public records profile for Pennsylvania STH 2026 shows just 1 source-backed claim. With no FEC committee, no cross-platform IDs, and a crowded Democratic field, researchers face significant gaps. This audit maps the source-readiness landscape.

Research Methodology / 12 min read

Alan Ditmore Public Records 2026: Source-Readiness Audit for Buncombe Soil and Water Conservation District Supervisor

Alan Ditmore's 2026 profile shows 1 source-backed claim, placing him in a developing research tier. This audit examines the public-record context for the Buncombe Soil and Water Conservation District Supervisor race.

Research Methodology / 9 min read

Aaron R Smith public records 2026: Source-readiness audit for Vermont State Representative

OppIntell's source-readiness audit of Aaron R Smith for Vermont State Representative finds 1 public-record claim. With 332 tracked candidates in Vermont, Smith ranks 216th in research depth and 118th within a crowded 211-candidate race.

Research Methodology / 10 min read

Alex Hazen Public Records 2026: Source-Readiness Audit for Florida’s 5th District

OppIntell’s source-readiness audit of Alex Hazen’s 2026 Florida U.S. House campaign finds 3 source-backed claims, a developing research profile, and key gaps in cross-platform verification.

Research Methodology / 5 min read

Alan Grayson Public Records 2026: Source-Readiness Audit for Florida's Crowded Democratic Primary

Alan Grayson enters the 2026 Florida U.S. House race with a single source-backed claim. OppIntell's audit reveals a thinly-sourced profile in a crowded Democratic primary field.

Research Methodology / 8 min read

Alexander Cooke Source-Readiness Audit: Public Records Behind the 2026 Florida U.S. House Profile

OppIntell's source-readiness audit of Alexander Cooke, a No Party Affiliation candidate for Florida's 21st Congressional District in 2026. With only 1 source-backed claim and no FEC committee, Cooke's campaign profile is developing.

Research Methodology / 10 min read

Amy Danielle Moore public records 2026: What the source-backed profile shows about the Vermont State Senate candidate

Audit of Amy Danielle Moore's source-backed public records for the 2026 Vermont State Senate race. With 2 validated claims and developing research depth, this profile shows what researchers would examine and where gaps remain.

Research Methodology / 6 min read

Alexander William Scheel Public Records 2026: Source-Readiness Audit for Washington's 10th District

OppIntell's source-readiness audit of Alexander William Scheel, Democrat in WA-10. With only 2 source-backed claims, his public-record profile is developing. Key gaps: no cross-platform IDs, no Ballotpedia entry.