🧪 Active Investigation

AI Fluency Divide

AI is creating a sharp divide between workers who can collaborate with it and those who compete against it.

AI adoption is not primarily about job loss but about a massive productivity and skill transformation that favors AI-fluent workers.

  • AI automation will continue to expand across most industries.
  • Workers who learn to use AI will be more productive and valuable than those who do not.
  • Most human skills remain relevant but will be reshaped through AI collaboration.
  • McKinsey research estimates 57% of US work hours could be automated.
  • Only about 5% of US workers currently have AI fluency, despite rapid growth.
  • McKinsey categorization of people-first, agent-assisted, and robot-ready roles with differing pay and risk profiles.
  • How quickly can large portions of the workforce realistically gain AI fluency?
  • Will wages rise for agent-assisted roles or stagnate due to increased supply?
  • How will education systems adapt to teach human-AI collaboration skills at scale?
Read Full Thought →

by parag