Evidence, honestly scoped.
Self-published evidence briefs and whitepapers on the Personal Competency Score (PCS) and game-based career-fit assessment. Every numeric claim carries its provenance; we mark clearly what is peer-reviewed and what is not.
Labor-market signals, live
Three production-data points on how AI is reshaping work — the evidence behind a behavior-based profile.
PCS Validation Whitepaper — v1
The theoretical foundation, scoring methodology, and current state of validation for the Personal Competency Score. A living document; §1 Introduction available now, further sections in active development.
Read the brief →한국 PCS Validation 페이지 — v1
한국 사용자 대상 PCS 타당성 검증 surface — 한국상담학회(KCA) 회원 및 한국 진로상담 커뮤니티 대상 정직-scoped evidence brief. KSCO 2017 + WorkNet KNOW 통합 + 한국 데이터 검증 현황 + KCA Aug 1 endorsement 한국어 컴패니언.
페이지 보기 →PCS Methodology & Citations — SIOP-Aligned Framework
The SIOP-aligned construct-validity outline that accompanies R-01. Pre-draft scaffold with section-level honesty markers; full sections fill in alongside R-01 v1.0 and R-08 AERA 2027.
Read the outline →Independent academic review is welcomed at research@talentopian.com. · About Talentopian