Static tests miss growth. Like language learning, AI-era skills need dynamic measures that capture progress in motion.

By 2030, 40% of today’s skills will be obsolete. Yet most companies still track careers in terms of static skills. It’s time to reimagine.

Upskilling, reskilling, deskilling - thoughts on a concept of learning and call for a mindset of self-directed and autonomous learning.