Second contribution: Building on Autor and Thompson (2025), we argue it matters not just how many tasks are exposed, but which tasks. We distinguish:
• AI that automates low-expertise tasks → raises skill requirements → wages ⬆️
• AI that automates high-expertise tasks → lowers barriers → wages ⬇️