The June 10, 2026 episode of You Should Know, hosted by William Tincup and Ryan Leary of WRKdefined, features Kian Katanforoosh, CEO and founder of Workera and an adjunct lecturer at Stanford University. The conversation argues that traditional workforce assessments have a trust problem, and AI-driven skills intelligence is poised to replace them. With hiring, upskilling, and AI readiness dominating boardroom agendas, Katanforoosh explains why measurement itself is becoming the competitive differentiator.
Several key themes emerged: the half-life of skills, now roughly 2 to 2.5 years, and its implications for lifelong learning; learning velocity as a new workforce metric, measuring the delta in skills over time; bias in hiring, including SHRM's seven defined hiring biases, and whether AI is more or less biased than human raters; and the Meta versus OpenAI talent war, skills-based pay, and the idea of a verified skills passport.
Katanforoosh reframes what measurement is for, pushing back on the screening-out mindset. On bias, he states: "I'm fairly confident, I could say very confident, that AI is less biased than humans... If someone is racist, they're not going to wake up a day and not be racist suddenly... AI doesn't take time. If you actually know what's the problem and you go and you fix it, it will change overnight by definition." Tincup argues the word 'assessment' carries toxic baggage and should be retired in favor of 'skills measurement.'
The discussion goes deep on deployment. Workera typically rolls out in two phases, starting with a pyramidal AI badging framework covering understanding AI, applying AI, and building AI, including GenAI and responsible AI certifications, before layering role-specific skills for product managers, marketers, and technical staff. Katanforoosh cites World Economic Forum data projecting a net 78 million more jobs created than lost by 2030, references the Meta-OpenAI poaching wave reported by Klover.ai, and floats universal basic income as a possible bridge. He also describes Workera's product, The Sage, an AI mentor built on multimodal assessment that can speak, ask candidates to code, whiteboard, or problem-solve.
