DOOMSDATE

Job risk scores draw on Frey & Osborne (Oxford), Goldman Sachs, the IMF, the WEF, McKinsey Global Institute and the European Commission's Joint Research Centre (a 27-country study across the EU). Globe events are real reported layoffs, tracked by Challenger, Gray & Christmas and major outlets worldwide.

We weigh four signals: how many of your tasks AI can already do, how ready the tech is, how fast your country deploys it, and your remaining human edge. Together they give a year, a likely window, and a confidence score. A single exact date would be astrology.

It's a speculative estimate, not a prophecy. Researchers disagree by decades, and the WEF also expects 170M new jobs by 2030. Don't panic. Maybe upskill. Definitely share.