Learn: understanding AI job risk

• Automation vs. Augmentation: the difference that decides your job — Most AI exposure augments workers rather than replacing them. Here is what that distinction means for your career — and why our score separates the two.
• What "task exposure" actually measures (and what it does not) — Task exposure is the backbone of every credible AI job-risk estimate. Here is how it is measured, where it comes from, and its limits.
• Why the 2013 Oxford study can no longer tell you your AI risk — The famous Frey & Osborne automation numbers predate ChatGPT by nine years. Here is why they now point the wrong way for knowledge work.
• How to make your job more AI-proof (without changing careers) — The protective pattern is the same across almost every occupation: move toward judgment, relationships, physical presence, and directing the AI itself.
• Is my job safe from AI? A 3-step way to tell — You do not need a study to estimate your own AI risk. Walk through three questions about your real day-to-day tasks.
• Jobs AI can't replace (yet) — and the pattern behind them — The lowest-risk occupations share four traits. Understand the pattern and you can steer any career toward safer ground.