Skip to content

AI & Society

Jobs & Automation: The Real Picture

7 min+60 XPStep 1/10

Tasks get automated; jobs get reshaped

Automation panics make the same mistake every time: treating a job as a single task. Jobs are bundles of dozens of tasks — and technology automates some of them.

The ATM is the classic case. It took over the teller's defining task — dispensing cash — starting in the 1970s. Teller jobs didn't vanish; US teller employment even grew for decades as branches got cheaper to open, while the work itself shifted toward advising and sales. Spreadsheet software was supposed to eliminate accountants; instead it made analysis cheap, which created more demand for people who could interpret it.

insight

The recurring pattern: automate a task and the job changes shape — humans migrate to the parts that still need judgment, relationships, or physical presence.