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 / 6 min read

Bolton Bevins Public Records 2026: Source-Readiness Audit for Kentucky District Judge Profile

OppIntell's source-readiness audit of Bolton Bevins for 2026 Kentucky District Judge. Only 1 public record claim identified. Research gaps include no FEC committee, no cross-platform IDs. What campaigns and journalists should understand.

Research Methodology / 9 min read

Billy Ray Wilson Public Records 2026: Source-Readiness Audit for Kentucky's 5th District

Billy Ray Wilson, Independent candidate for Kentucky's 5th U.S. House district, has 2 source-backed claims in OppIntell's 2026 research universe. His profile ranks 49th of 97 in the race and 72nd of 528 statewide, with no cross-platform IDs yet. This audit exa

Research Methodology / 7 min read

Bill Thomas Mr Compton Public Records 2026: Source-Readiness Audit for the National U.S. President Race

OppIntell's source-readiness audit of Bill Thomas Mr Compton for the 2026 National U.S. President race reveals a developing profile with 2 source-backed claims, ranked 1228 of 1575 in research depth. Key gaps: no Wikidata or Ballotpedia entries.

Research Methodology / 12 min read

Barb Clementi Source-Readiness Audit: Public Records Behind the 2026 Colorado State Board of Education Profile

Barb Clementi, a Democrat running for Colorado State Board of Education in 2026, has a thin public-record profile. OppIntell's audit finds 1 source-backed claim, ranking 53rd of 58 in the race. A developing-profile alert for campaigns and researchers.

Research Methodology / 6 min read

Ashley Emerick Source-Readiness Audit: Public Records Behind the 2026 Maryland State Senator Profile

OppIntell's source-readiness audit of Ashley Emerick, Democrat for Maryland State Senate District 1 in 2026. With one source-backed claim and no cross-platform IDs, her profile sits in the developing tier—a gap comparative to better-resourced candidates.

Research Methodology / 9 min read

Bernard Sanders Source-Readiness Audit: Public Records Behind the 2026 National U.S. President Profile

OppIntell audits Bernard Sanders' public-record profile for the 2026 U.S. President race. 114 source-backed claims, top-3 research depth among 1575 candidates. Research gaps: no Wikidata or Ballotpedia entries.

Research Methodology / 7 min read

Andrew Kyle Trakas Source-Readiness Audit: Public Records Behind the 2026 Texas U.S. Senate Profile

OppIntell's source-readiness audit of Andrew Kyle Trakas (R-TX) for the 2026 U.S. Senate race. 21 public records, research gaps, and what campaigns would examine.

Research Methodology / 8 min read

Anthony James Tristan Public Records 2026: Source-Readiness Audit for Texas 20th District Race

An investigative audit of Anthony James Tristan's public records for the 2026 Texas U.S. House race. With only 2 source-backed claims, Tristan's profile is thinly sourced compared to the state average of 257.

Research Methodology / 13 min read

Angela Dawn Craig Source-Readiness Audit: Public Records Behind the 2026 Minnesota U.S. House Profile

Angela Dawn Craig's 2026 U.S. House profile rests on 848 validated public records. See how her research depth ranks within Minnesota and the race, and what gaps campaigns should watch.

Research Methodology / 6 min read

Andrew Duck Source-Readiness Audit: Public Records Behind the 2026 Maryland House of Delegates Profile

OppIntell audits Andrew Duck's public-record posture for the 2026 Maryland House of Delegates race. With 1 source-backed claim and a state-sos-only profile, the developing research tier signals what opposition researchers would examine first.

Research Methodology / 9 min read

Amy J Roeder Public Records 2026: Source-Readiness Audit for Maine State Senate District 9

OppIntell's source-readiness audit of Amy J Roeder, Democratic candidate for Maine State Senate District 9 in 2026. With two source-backed claims and a developing research profile, this memo identifies what public records exist and what researchers would exami

Research Methodology / 10 min read

Andres Adan Barraza Public Records 2026: Source-Readiness Audit for Arizona's 1st District

OppIntell's source-readiness audit of Andres Adan Barraza for Arizona's 1st District. With 25 public records and a developing research tier, we examine what the candidate's profile signals and where gaps remain.

Research Methodology / 8 min read

Andrew Fitzgerald Source-Readiness Audit: Public Records Behind the 2026 Iowa State Representative Profile

OppIntell's source-readiness audit of Andrew Fitzgerald, Democratic candidate for Iowa House District 98. With only 1 source-backed claim, Fitzgerald's public profile is thinly-sourced, ranking 164th of 297 Iowa candidates. This analysis examines research gaps

Research Methodology / 7 min read

Angela Denise Morgan Public Records 2026: Source-Readiness Audit for Alabama State Board of Education

OppIntell's source-readiness audit of Angela Denise Morgan, Democrat candidate for Alabama State Board of Education in 2026. Public records show 1 source-backed claim; research gaps include no FEC committee, no cross-platform IDs.

Research Methodology / 9 min read

Andy Harris Source-Readiness Audit: Public Records Behind the 2026 Maryland Congressional Profile

OppIntell's source-readiness audit of Rep. Andy Harris (R-MD-1) reveals a developing profile with 1 public claim, no FEC committee, and no cross-platform IDs—what campaigns should know.

Research Methodology / 11 min read

Ashley Ann Mrs. Powell Public Records 2026: Source-Readiness Audit for the National U.S. President Race

OppIntell's source-readiness audit of Ashley Ann Mrs. Powell's 2026 U.S. President profile reveals 2 source-backed claims, FEC and OpenSecrets cross-platform IDs, but notable gaps in Wikidata and Ballotpedia entries.

Research Methodology / 12 min read

Ashley Moody Source-Readiness Audit: Public Records Behind the 2026 Florida U.S. Senate Profile

Ashley Moody public records 2026: 1124 source-backed claims, #1 research depth among 50 Senate candidates. OppIntell audit of Florida AG's campaign finance, voting record, and opposition-research posture.

Research Methodology / 6 min read

Bill Hagerty Public Records 2026: Source-Readiness Audit for Tennessee Senate Race

Bill Hagerty's 2026 Senate campaign profile shows 3,461 source-backed claims, ranking 1st in the race for research depth. This audit examines public records, cross-platform verification, and competitive intelligence gaps.

Research Methodology / 8 min read

Amy Brooks Source-Readiness Audit: Public Records Behind the 2026 Maryland House of Delegates Profile

Amy Brooks, a Democrat running for Maryland House of Delegates District 13, has a source-backed profile with just 1 public claim. OppIntell's audit reveals significant research gaps that campaigns and journalists should note.

Research Methodology / 8 min read

Barbara Bigsby Boyd Source-Readiness Audit: Public Records Behind the 2026 Alabama State Representative Profile

A source-readiness audit of Barbara Bigsby Boyd, Democratic candidate for Alabama State Representative in 2026. Public records show 1 source-backed claim; research gaps include no FEC committee, no cross-platform IDs.

Research Methodology / 5 min read

Andrew J. Dezelan Public Records 2026: Source-Readiness Audit for Indiana State Senate Race

OppIntell's source-readiness audit of Andrew J. Dezelan, Democratic candidate for Indiana State Senate District 31. One valid public record claim, developing research depth, and a roadmap for filling gaps.

Research Methodology / 10 min read

Benjamin Lee Ruvolo-Hurley Source-Readiness Audit: Public Records Behind the 2026 Kentucky U.S. House Profile

OppIntell's source-readiness audit of Benjamin Lee Ruvolo-Hurley, Republican candidate in Kentucky's 5th District. Two validated public records anchor a developing research profile in a crowded field.

Research Methodology / 7 min read

Ambureen Rana Public Records 2026: Source-Readiness Audit for Maine House District 21

OppIntell's source-readiness audit of Ambureen Rana's public records for the 2026 Maine State Representative race. With 2 source-backed claims and developing research depth, this profile signals a candidate whose public footprint is still forming.

Research Methodology / 5 min read

Anthony Thomas Constantino Public Records Audit: Source Readiness for New York's 21st District in 2026

OppIntell's source-readiness audit of Anthony Thomas Constantino, Republican candidate for NY-21 in 2026. With 2 public source claims and cross-platform verification, his profile remains early-stage in a crowded field.