Blog Category

Research methodology

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

24K+ 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.

24K+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 / 6 min read

Amy Marshall Source-Readiness Audit: Public Records Behind the 2026 Alabama Circuit Clerk Profile

OppIntell's source-readiness audit for Amy Marshall (R), candidate for Alabama Circuit Clerk in Coffee County. 1 source-backed claim, developing research depth, within-race rank 21 of 142.

Research Methodology / 5 min read

Alison Austin Public Records 2026: Source-Readiness Audit for Alabama Circuit Court Judge

Source-readiness audit of Alison Austin, Republican candidate for Alabama's 23rd Judicial Circuit. Only 1 source-backed claim places her among the most thinly sourced candidates in a crowded field.

Research Methodology / 12 min read

Anna Graff source-readiness audit: public records behind the 2026 Utah State House profile

Anna Graff's public records profile for 2026 Utah House District 12 shows 1 source-backed claim, a developing research tier, and a crowded field. This audit examines what researchers would check next.

Research Methodology / 10 min read

Albert L Chopito Source-Readiness Audit: Public Records Behind the 2026 New Mexico School Board Profile

OppIntell's source-readiness audit of Albert L Chopito, Democrat for Zuni Public School District 89 Position 2. 1 source-backed claim, developing research depth, and a crowded field of 409 candidates.

Research Methodology / 7 min read

Anne B. Charnock Public Records Audit: Source Readiness for West Virginia Senate District 17

OppIntell's source-readiness audit of Anne B. Charnock, Republican candidate for West Virginia State Senate District 17. Only 1 public record claim; research gaps include no FEC committee, no cross-platform IDs.

Research Methodology / 7 min read

Anna Reeves Source-Readiness Audit: Public Records Behind the 2026 Utah State House Profile

OppIntell's source-readiness audit of Anna Reeves, Republican candidate for Utah State House District 33. One valid citation, developing research depth, and a crowded field of 287 candidates.

Research Methodology / 6 min read

Anna Lois Wilson Public Records 2026: Source-Readiness Audit for Vermont State Representative

OppIntell audits Anna Lois Wilson's public records for the 2026 Vermont State Representative race. With 2 source-backed claims and a developing research profile, campaigns can assess the competitive research context.

Research Methodology / 5 min read

Aileen Rodriguez Public Records 2026: Source-Readiness Audit for Florida County Commissioner District 7

OppIntell's source-readiness audit of Aileen Rodriguez, Democratic candidate for Florida County Commissioner District 7 in 2026. Only 1 source-backed claim identified; research gaps include no FEC committee and no cross-platform IDs.

Research Methodology / 9 min read

Amanda Cochrane Source-Readiness Audit: Public Records Behind the 2026 Vermont State Representative Profile

Amanda Cochrane public records 2026: source-readiness audit for Vermont State Representative. With 2 source-backed claims and developing research depth, the profile is still being enriched. This article examines the public-record context, state and race resear

Research Methodology / 8 min read

Aaron Bean Source-Readiness Audit: Public Records Behind the 2026 Florida US House Profile

Aaron Bean enters 2024 with a thin public-record profile: 3 source-backed claims, no FEC committee, no cross-platform IDs. OppIntell's audit flags the gaps campaigns must watch in Florida's 4th District.

Research Methodology / 8 min read

Aida Nielsen Public Records 2026: Source-Readiness Audit for Vermont State Representative

OppIntell's source-readiness audit of Aida Nielsen's 2026 Vermont State Representative campaign. 2 public records, developing research depth, and crowded-field context.

Research Methodology / 7 min read

Adrian Santos Source-Readiness Audit: Public Records Behind the 2026 Indiana Township Trustee Profile

Adrian Santos public records 2026: source-readiness audit of the Democratic North Township Trustee candidate. Research depth, filing gaps, and competitive context.

Research Methodology / 7 min read

Adam Karl Franz Public Records 2026: Source-Readiness Audit for Vermont State Representative

OppIntell's source-readiness audit of Adam Karl Franz for Vermont State Representative 2026 finds 2 public-record claims, a developing research profile, and a crowded field of 211 candidates.

Research Methodology / 6 min read

A Gregory Rainville Public Records 2026: Source-Readiness Audit for Vermont State Senate

Source-readiness audit for A Gregory Rainville, non-partisan Vermont State Senate candidate in 2026. Only 2 source-backed claims; research gaps include no FEC committee, no cross-platform IDs.

Research Methodology / 4 min read

Ali N Dieng Public Records 2026: Source-Readiness Audit for Vermont State Representative

OppIntell's source-readiness audit of Ali N Dieng's public records for the 2026 Vermont State Representative race. With 2 source-backed claims and a developing research depth tier, this profile highlights gaps and competitive context.

Research Methodology / 7 min read

Allison Taylor Montgomery Source-Readiness Audit: Public Records Behind the 2026 Alabama State Representative Profile

OppIntell audits the public-record profile of Allison Taylor Montgomery, Democratic candidate for Alabama State Representative in 2026. With only one source-backed claim and a developing research depth tier, this analysis examines what the public record curren

Research Methodology / 10 min read

Ammie Akin source-readiness audit: public records behind the 2026 Alabama U.S. House profile

Ammie Akin's 2026 U.S. House campaign in Alabama-07 has just 2 source-backed claims. OppIntell's audit shows a developing profile in a crowded Republican field. Here's what researchers would examine next.

Research Methodology / 9 min read

Andrew B Klein Public Records 2026: Source-Readiness Audit for Vermont State Senate

Andrew B Klein, a non-partisan candidate for Vermont State Senate in 2026, has a thin public-record profile with just 1 source-backed claim. OppIntell's audit reveals research gaps and competitive context.

Research Methodology / 7 min read

Anne Berbert Source-Readiness Audit: Public Records Behind the 2026 Utah State House Profile

OppIntell's source-readiness audit of Anne Berbert's 2026 Utah State House profile: one validated public record, developing research depth, and what opponents may examine next.

Research Methodology / 6 min read

Annette Blackwell Public Records 2026: Source-Readiness Audit for Ohio Auditor of State

Annette Blackwell's 2026 Ohio Auditor campaign shows only 2 public source claims. This audit examines filing gaps, competitive research posture, and what opponents could probe.

Research Methodology / 5 min read

Annette Mcrae Source-Readiness Audit: Public Records Behind the 2026 Utah State Senate Profile

OppIntell's source-readiness audit of Annette Mcrae (Forward) for Utah State Senate in 2026 finds a developing research profile with 1 source-backed claim and multiple gaps including no FEC committee, no cross-platform IDs, and no Ballotpedia page.

Research Methodology / 4 min read

Alvin L Combs Source-Readiness Audit: Public Records Behind the 2026 Florida State Representative Profile

A source-readiness audit of Alvin L Combs, Democratic candidate for Florida State Representative in 2026. With only 1 source-backed claim and a developing research profile, this analysis examines public records, race context, and competitive research gaps.

Research Methodology / 8 min read

Bobby Pulido Source-Readiness Audit: Public Records Behind the 2026 Texas U.S. House Profile

OppIntell's source-readiness audit of Bobby Pulido's 2026 Texas U.S. House profile: 76 public records, FEC registration, and cross-platform verification gaps.

Research Methodology / 5 min read

Alicia M. Flowers Source-Readiness Audit: Public Records for NC Superior Court Judge District 14B Seat 01

An in-depth look at the public records and source-readiness of Alicia M. Flowers, a Democratic candidate vying for the North Carolina Superior Court Judge District 14B Seat 01 in 2026.