$3.7 Trillion: The AI Workforce Wake-Up

EPISODE SUMMARY Andrej Karpathy — AI researcher, former head of AI at Tesla and founding team at OpenAI — recently published a visualisation of the entire US job market scored by AI exposure. 342 occupations. 143 million jobs. Every one rated 0–10 on how much AI will reshape it. The number that stopped Vanessa in her tracks: $3.7 trillion in annual wages sitting in jobs scoring 7 or above on AI exposure. In this episode, Vanessa unpacks what the data actually says, why the most common reaction to it is wrong, and what it means for the organisations and workforce leaders responsible for navigating what comes next. She also introduces the Skills 1st System™ — the operating framework built to help enterprises respond. WHAT YOU’LL LEARN What AI exposure data actually measures — and what a high score does and doesn’t mean Why the most AI-exposed workers are your highest earners, not your lowest paid The profound inversion in the education vs. AI exposure data Why ‘which jobs disappear’ is the wrong question — and what to ask instead Three things every HR, L&D and workforce planning leader needs to sit with right now How the Skills 1st System™ gives enterprises one global skills language without heavy integration KEY STATS FROM THIS EPISODE $3.7 trillion in annual wages in jobs scoring 7+ on AI exposure 143 million jobs mapped across 342 occupations (Bureau of Labor Statistics) Average AI exposure:  4.9 out of 10 across the entire US workforce 25.2 million jobs  scoring 8–10 (very high exposure) — 18% of the workforce 34.7 million jobs  scoring 6–7 (high exposure) Jobs paying $100K+:  average AI exposure score of 6.7/10 Jobs paying <$35K:  average AI exposure score of 3.4/10 66.9 million jobs  require no formal degree — average exposure 4.1/10 97.2 million jobs  have a positive growth outlook   LINKS & RESOURCES Mentioned in this episode Explore the AI exposure data referenced in this episode: →  abodoo.com/future-of-jobs Download the Skills Intelligence Playbook — free: →  abodoo.com/skillsuite About Abodoo & SkillSuite Abodoo builds production-grade skills infrastructure that creates a shared skills language across hiring, learning, and workforce strategy. SkillSuite is a light plug-in that gives enterprises one global skills language — no heavy integration required. →  abodoo.com/skillsuite About the Skills 1st System™ The S.K.I.L.L.S 1st System™ is Abodoo’s six-module operating framework for skills-first organisations — from the Skills Intelligence Engine™ through to the Skills ROI Sustainer™. It is the bridge between where your workforce is today and where it needs to be. ABOUT YOUR HOST Vanessa Wainwright is CEO & Founder of Abodoo and Co-Founder of BritePass. She works at the intersection of work, learning, technology, and policy — with a focus on inclusive opportunity and leaving no one behind. She hosts the Global Skills Podcast. Connect on LinkedIn: Vanessa Wainwright Abodoo: abodoo.com Skills Intelligence Playbook: abodoo.com/skillsuite ENJOYING THE PODCAST? If this episode was useful, please share it with a colleague in HR, L&D, or workforce strategy. The more people having this conversation, the better for everyone. Subscribe to the Global Skills Podcast wherever you listen — and leave a review if you find it valuable. It helps more leaders find the show.