New home sales rebounded in January after posting a steep decline in December, an indication that the new-construction market remains on the path to recovery despite bumps along the way.

Purchases of newly built, single-family houses, which account for a small share of overall U.S. home sales, increased 3.7% from December to a seasonally adjusted annual rate of 555,000 last month, the Commerce Department said Friday.

The...