Americans are reaching retirement age in worse financial shape than the prior generation, for the first time since Harry Truman was president.

This cohort should be on the cusp of their golden years. Instead, their median incomes including Social Security and retirement-fund receipts haven’t risen in years, after having increased steadily from the 1950s.

They...