When U.S. economic leaders in April 2000 gathered in the White House to mark a decadelong expansion, the consensus was clear. Trade, technology and a wise central bank had helped fuel an era of rising prosperity.

Stick to that model, Alan Greenspan, then Federal Reserve Chairman, told the assembly, and “I do not believe we can go wrong.”

Much...