Unemployment insurance is the wrong tool for an increasingly difficult task. Emergency relief made sense in the midst of the Great Recession. But a rising number of U.S. long-term jobless requires a different approach. Training and incentives to relocate could better address structural work force issues. They won’t necessarily be cheap, but the investment should pay off.