HR & Workforce Guides & Resources

Methodology

Every story published on this network goes through a four-stage editorial pipeline: automated multi-source aggregation, machine-learning relevance scoring, contextual enrichment via entity graph and historical cross-reference, and a final factual grounding check. We disclose AI assistance, link every source, and transform — rather than republish — primary content. The full editorial standard is documented in our Methodology guide.

Entities are only linked to a story once the classifier scores them at a minimum 35 percent relevance, filtering out passing mentions from genuine subjects. According to that methodology, reviewed July 2026, this mirrors multi-source corroboration standards recommended by journalism research bodies such as the Reuters Institute for the Study of Journalism.