The number of Americans living in someone else's home for economic reasons rose in the past year despite an improving labor market, posing a challenge for the housing market and the broader recovery.

The number of so-called missing households—representing adults who would be owning or renting their own home if household formation had stayed at normal rates since the recession—has increased 4% over the past year, according to an analysis for The Wall Street Journal.

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