Vet a journalist in six minutes.
Editorial-grade due diligence on any working journalist. Muck Rack profile, ByLine.com archive, publication staff pages, Substack archive, RSS feeds, Twitter / X bio history, LinkedIn, podcast appearances, conference panels. Twelve sections, every claim cited to a public URL, no padding when evidence is thin.
What gets verified
Every Journalist Vetting Report draws from these public sources. Where a source returns nothing useful for the subject, the relevant section degrades gracefully with an explicit insufficient-evidence tag rather than padding with guesses.
| Source | What it tells us |
|---|---|
| Muck Rack | Bylines, beats, pitch preferences, recent stories, current outlets. The canonical journalist directory. |
| ByLine.com | Archive of past bylines, freelancer track record, cross-outlet coverage. |
| Publication staff and contributor pages | Staff title, masthead position, contributor designation, editorial role. |
| Substack archive | Independent publication, subscriber-count signals when public, post cadence, paid-subscriber tier. |
| RSS feeds | Beat consistency over time, byline frequency, recent topic clusters. |
| Twitter / X bio history | Public-statement archive, professional-network signals, follower base, current outlet handle. |
| LinkedIn (public profile) | Employment timeline at outlets, role progression, education, prior journalism roles. |
| Podcast appearances and conference panels | Long-form public commitments, source-network signals, beat depth indicators. |
| Public awards and fellowships | Pulitzer, Polk, Loeb, ONA, IRE, Pulitzer-Center fellowships. Career-stage milestones. |
What the report contains
The full Journalist Vetting Report is twelve sections, paginated, between 2,500 and 5,500 words depending on the journalist's public footprint. Each section ends with its source citations.
- Executive Summary. 200-400 word synthesis. The fast-read for a PR director or hiring editor.
- Editorial Track Record. Career arc across outlets, role progression, current title and outlet, freelance versus staff designation.
- Beat Coverage. Topic clustering across recent bylines. Beat consistency over time. Cross-beat work patterns.
- Byline Distribution. Outlets the journalist has published in across the prior 24 months.
- Voice and Public Persona. Twitter / X bio history, public commitments, source-engagement patterns.
- Independent Publication. Substack archive, post cadence, subscriber-count signal when public, paid-tier presence.
- Source-Network Patterns. Publicly named contributors and on-the-record interview subjects across recent bylines.
- Awards and Fellowships. Pulitzer, Polk, Loeb, ONA, IRE, Knight-Wallace, Nieman fellowships.
- Ethics Signal. SPJ ethics archive where applicable. Public corrections record. CourtListener defamation case search bounded by litigation-activity disclaimers.
- Comparable Journalists. Five archetype-matched peers from a curated reference.
- Audience and Platform Mix. Public follower counts where available. Platform-mix breakdown.
- References and Source Citations. Full audit trail.
How we identify the right journalist
Mixing up two journalists with the same name is a real failure mode. We solve this with three independent gates.
Gate 1 — Muck Rack candidate match
Muck Rack is the canonical journalist directory. Candidate match begins there with current outlet, beat, and bio summary as disambiguators.
Gate 2 — Disambiguation card
Multiple candidates surface as a disambiguation card with current outlet, beat, primary location, and Twitter handle. The buyer picks the right person before any synthesis runs.
Gate 3 — Confirm before charge
Even when only one candidate scores high enough, we still surface the candidate card for explicit confirmation before charging credits.
Source-anonymity floor
The report does not attempt to deanonymize sources. Source-network analysis is bounded to publicly named contributors and on-the-record interviews.
Sample report on file
Public sample report curated for the journalism vertical. Built from public-record sources only.
The Casey Newton sample illustrates the independent-publication mode (Substack-led journalism), with editorial track record across The Verge and Platformer, beat consistency on AI policy and platform regulation, and Substack subscriber-count surface.
When to use a Journalist Vetting Report
- PR pitch preparation. Surface beat fit, recent-story patterns, response-to-pitches signals before pitching.
- Editor hiring or commissioning. Surface editorial track record, beat consistency, ethics signals, and prior outlet relationships.
- Source vetting before granting an interview. Surface the reporter's past treatment of similar subjects and public ethics signals.
- Investigative-journalism fact-checking. Surface a colleague's ethics record and beat depth.
- Investor / founder-facing media training. Brief on the reporter's beat, recent stories, and typical interview style.
Pricing
Journalist Snapshot
One-page editorial brief.
30 credits
- Headline (name, current outlet, primary beat)
- Recent-story flags (top 3-5 bylines, last 90 days)
- Beat consistency headline
- Platform mix headline
- Source URL audit trail
- Returns in roughly 60 seconds
Journalist Vetting Report Recommended
Full editorial-grade due diligence. Twelve sections, paginated PDF.
200 credits
- All twelve sections, 2,500-5,500 words
- Editorial track record across outlets
- Beat coverage and byline distribution analysis
- Source-network patterns (on-the-record only)
- Awards and fellowships timeline
- Ethics signal with court-record bounding
- Returns in 5-6 minutes
Credits are platform-wide. A Pro plan includes credits monthly; pay-as-you-go credit packs are available. See pricing for current plans.
Methodology
The full methodology behind the Journalist Vetting Report is published. It covers the Muck Rack candidate-match gate, the four-class source taxonomy, source-anonymity guardrails, ethics-signal handling, and what the report explicitly does not do.
Frequently asked questions
What sources does the Journalist Vetting Report draw from?
Muck Rack, ByLine.com archive, publication staff and contributor pages, Substack archive, RSS feeds, Twitter / X bio history, LinkedIn, podcast appearances, conference panels, public award listings.
How does the report handle freelance versus staff journalists?
The freelance mode emphasizes byline distribution across publications, Substack subscriber count when public. The staff mode emphasizes title progression at publications, masthead position, beat consistency.
Can a PR team use this to vet a journalist before pitching?
Yes. The PR-pitch mode surfaces beat fit, recent-story patterns, byline frequency, and platform mix. The report does not facilitate harassment or anti-journalist research.
How does the report handle gag-ordered or anonymous-source stories?
The report does not attempt to deanonymize sources. Where a story uses a gag order or anonymous attribution, the report cites the byline and publication only.
How is this different from a Muck Rack profile?
Muck Rack is a contact-database platform. The Journalist Vetting Report is a synthesis layer on top of Muck Rack and other sources: editorial track record, beat consistency over time, source-diversity patterns, ethics signals, audience size, platform mix.
Does the report surface defamation lawsuits or settlements?
Where civil defamation cases appear in CourtListener, the report surfaces the case number and outcome only, framed as litigation activity. Adjudicated outcomes are quoted from the court record.
Related
Publication Vetting Reports → Use case: Journalist Source Vetting → Methodology: Journalist → Founder Vetting Reports →