Fact-Checking Policy

Publixly's fact-checking methodology and standards for verifying claims, data, and sources used in published articles.

Overview

Fact-checking is central to Publixly's mission. Every significant claim published on Publixly is verified against multiple authoritative sources before publication.

Source Evaluation Criteria

Tier 1: Primary Sources (Highest Priority)

  • Government statistical agencies
  • Central banks and finance authorities
  • Academic papers (peer-reviewed)
  • Official company financial reports
  • International organizations (World Bank, IMF, OECD, UN)

Trust Score: 95+/100

Tier 2: Verified Secondary Sources

  • Major news outlets (Reuters, AP, BBC, WSJ, ET, HT)
  • Industry reports from established research firms
  • NGO reports with transparent methodology
  • Academic analyses and books

Trust Score: 80-94/100

Tier 3: Supplementary Sources

  • Industry blogs and analysis from specialists
  • News articles from reputable outlets
  • Professional association publications
  • Expert interviews

Trust Score: 70-79/100

Tier 4: Avoided Sources

  • Opinion pieces without data backing
  • Anonymous blogs or unverified websites
  • Sponsored content or advertorials
  • Social media posts
  • AI-generated content without human verification

Trust Score: <70/100 — Do NOT use as primary source

Fact-Checking Process

Stage 1: Research & Documentation

During article writing:

  • Source collection — Identify 3+ sources for every factual claim
  • Data cross-reference — Verify statistics across independent sources
  • Note-taking — Document source URLs and page numbers
  • Preliminary verification — Ensure sources are credible

Stage 2: Editorial Review

Before publication:

  • Claim verification — Each factual claim checked against cited source
  • Statistical accuracy — Numbers verified for correct attribution
  • Source credibility — Sources evaluated for authority and bias
  • Missing citations — Any unsourced claims identified

Stage 3: Publication

Upon publishing:

  • Source links included — All sources cited with working links
  • Data documented — Metrics include source attribution
  • Publication date recorded — For future reference and updates

Stage 4: Ongoing Monitoring

After publication:

  • Periodic review — Articles reviewed quarterly for data updates
  • Source checking — Verify sources remain valid and accessible
  • Correction trigger — Source updates trigger article revision
  • Reader feedback — Community can report potential errors

Reader Fact-Checks

How to Report

Email: contact@publixly.com

Include:

  • Article URL
  • Specific claim/quote with quote marks
  • What's incorrect and why
  • Authoritative source supporting correction
  • Your name (optional, but appreciated)

Response Timeline

  • Initial response: Within 2 business days
  • Fact-checking: Investigation within 5 business days
  • Decision: Correction determination communicated
  • Correction: If approved, corrected within 24 hours

Questions?

Questions about our fact-checking methodology? Contact: contact@publixly.com

Current Version: 1.0
Last Updated: July 7, 2026