WASHINGTON — The number of Americans seeking unemployment aid plummeted to a five-year low last week, a hopeful sign the job market may be improving. But much of the decline reflects seasonal volatility in the data.

Weekly unemployment benefit applications fell 37,000 to a seasonally adjusted 335,000, the Labor Department said Thursday. That’s the lowest level since January 2008, just after the recession began.