AI Is Changing Which Roles Matter

AI Is Changing Which Roles Matter explains how companies like Shopify and Meta use AI to cut coordination and repetitive work, shifting value toward decision-making, adaptability, and generalist skills while pushing knowledge workers to reskill and focus on higher-leverage, tool-augmented roles.