OSI-PIA Articles

Public essays on hiring, capability recognition, professional identity, evidence-grounded evaluation, ATS and resume translation failure, organizational systems, open-skills and LER interoperability, and ethical AI-assisted interpretation.

Current Articles

Supplemental Project Briefs

Publication Boundary

These articles are public-facing interpretations of OSI-PIA research and development. They do not include private participant data, restricted participant signatures, contact information, identifiable participant narratives, or confidential source material unless separately approved for publication.

OSI-PIA is an active development project. These articles do not describe a finished hiring product, employment-screening system, or validated personnel-selection tool.

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