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🤖 AI, Automation and Work: What Task-Level Analysis Actually Shows

Interactive 3D job and task grid where adjusting an AI-automation-exposure slider by occupation shows which specific tasks, not whole jobs, shift from human to automated, updating a labour-market chart.

Machine Learning & Neural Networks3DModerate60 FPS

An interactive 3D grid of eight occupations and their representative tasks, where an AI-capability slider reveals which individual tasks — not whole jobs — shift from human to automated, alongside a live labour-market chart.

🔬 What It Demonstrates

Each task carries its own automation-exposure threshold and time-share. As AI capability rises, tasks flip independently, so most occupations end up partially automated — a very different picture from the "whole job disappears" narrative.

🎮 How to Use

Drag the AI capability slider, focus a single occupation from the dropdown, and switch between the realistic task-level model and the naive whole-job model to see how much the framing changes the outcome.

💡 Did You Know?

Studies of generative-AI task exposure find that most workers have some tasks that are highly automatable, but very few have jobs made up entirely of such tasks — which is exactly the gap this simulation makes visible.

⚙ Under the hood

ai-automationlabour-markettask-analysisfuture-of-workeconomicsmachine-learning

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install