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 / 5 min read

CA Filer 1422315 Public Records 2026: Source-Readiness Audit for California State Assembly

OppIntell audits CA Filer 1422315 public records for 2026 California State Assembly. With 2 source-backed claims and a developing research profile, this audit identifies what public records exist and what researchers would examine next.

Research Methodology / 7 min read

Coverage Gaps in Smoke's 2026 Field: Who the Corpus Is Missing

OppIntell's corpus for Smoke's 2026 elections shows 7 Democratic candidates with zero source-backed claims. This article identifies the research gaps and what records would be needed to build a complete profile.

Research Methodology / 8 min read

Maryland 2026 Research Gaps: Which Candidates Have the Thinnest Public Records

Of 934 Maryland 2026 candidates tracked by OppIntell, 321 have no source-backed claims. This article surfaces the biggest research gaps by party and race.

Research Methodology / 6 min read

Andrew Harbaugh Public Records 2026: Source-Readiness Audit for the Pennsylvania State House Race

A source-readiness audit of Andrew Harbaugh's public records for the 2026 Pennsylvania State House race. With one source-backed claim and a developing profile, OppIntell examines what the public record shows and what gaps remain.

Research Methodology / 8 min read

Allen L. Spence Jr. Public Records 2026: Source-Readiness Audit for Florida's 17th District

OppIntell's source-readiness audit of Allen L. Spence Jr. for Florida's 17th District finds 3 source-backed claims, a developing research tier, and key gaps including no FEC committee, no cross-platform IDs, and no Ballotpedia page.

Research Methodology / 9 min read

How Public FEC Filings Become Source-Backed Candidate Research Signals

Public FEC filings are a cornerstone of opposition research. This guide explains how campaigns can turn raw filing data into source-backed candidate profile signals for the 2026 cycle.

Research Methodology / 6 min read

Artus W. Huffman Public Records 2026: Source-Readiness Audit for Maryland House of Delegates

Artus W. Huffman enters the 2026 Maryland House of Delegates race with a thin public-record footprint. OppIntell's source-readiness audit reveals one validated claim, no FEC committee, and a developing research profile in a crowded Democratic primary.

Research Methodology / 6 min read

Bennie Foster Source-Readiness Audit: Public Records Behind the 2026 Mississippi U.S. House Profile

OppIntell's source-readiness audit of Bennie Foster, Independent candidate for Mississippi's 2nd Congressional District. With only 2 source-backed claims and a developing research tier, Foster's public profile is thin. This article maps what records exist, wha

Research Methodology / 7 min read

Benjamin C Hymes Public Records 2026: Source-Readiness Audit for Maine State Representative Race

OppIntell's source-readiness audit of Benjamin C Hymes, Republican candidate for Maine State Representative in 2026. With only 1 verified public-record claim, Hymes ranks 368th of 516 Maine candidates in research depth. This piece examines what public records

Research Methodology / 11 min read

April Verlato Source-Readiness Audit: Public Records Behind the 2026 California U.S. House Profile

Audit of April Verlato's public records ahead of 2026. 17 source-backed claims, developing research depth, and gaps in Wikidata and Ballotpedia. Compare within California's 816-candidate field.

Research Methodology / 7 min read

Anthony Valerio public records 2026: Source-readiness audit for the Florida U.S. House race

OppIntell's source-readiness audit of Republican Anthony Valerio for Florida's 4th District in 2026. 36 public-record claims, developing research depth, and gaps in cross-platform verification.

Research Methodology / 9 min read

Anthony Jensen Source-Readiness Audit: Public Records Behind the 2026 Washington U.S. House Profile

OppIntell's source-readiness audit of Anthony Jensen, Republican candidate in Washington's 5th district. 45 public-record claims, research-depth ranking, and gaps for 2026.

Research Methodology / 10 min read

Amr Metwally Public Records 2026: Source-Readiness Audit for Florida's 6th District US House Race

Amr Metwally, a 2026 Florida US House candidate, has 1 source-backed public record. This audit examines the thin research profile, race context, and what researchers would check next.

Research Methodology / 8 min read

Ashley Elizabeth Herrmann Public Records 2026: Source-Readiness Audit for Florida State Representative

OppIntell's source-readiness audit of Ashley Elizabeth Herrmann's 2026 Florida State Representative campaign reveals one public record claim and a developing research profile with key gaps.

Research Methodology / 9 min read

Antonio Driver Source-Readiness Audit: Public Records Behind the 2026 Maryland State Senator Profile

Antonio Driver, a Democrat running for Maryland State Senate in District 26, has only 1 public-record claim on file. This audit examines what that thin profile means for campaigns, opponents, and researchers tracking the 2026 cycle.

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.