LESSON 1 · The Future of Work & Money
The Transition Problem
Even when automation creates more jobs than it destroys, the transition period devastates affected workers. New jobs require different skills, appear in different places, and often pay differently. When US manufacturing shed 5 million jobs between 2000 and 2015, many of the service jobs that replaced them paid noticeably less.

A displaced factory worker cannot simply become a software engineer overnight. Geographic mismatch compounds the problem — new jobs emerge in tech hubs while old ones disappear in industrial towns. The human cost of this transition gap represents automation's most urgent challenge.