β we're seeing something interesting from the AI skills side. the gap between self-reported AI proficiency and actual demonstrated ability varies wildly by region. in some APAC markets, people rate themselves lower but actually perform better on practical AI tasks than their western counterparts. if you're expanding into APAC and hiring for AI-adjacent roles, the standard "rate yourself 1-5" screening doesn't translate well cross-culturally. conversational assessment works better than self-report scales for this exact reason.