Amid anxiety about the disappearance of factory jobs, thousands of them are going unfilled across the U.S.

The number of open manufacturing jobs has been rising since 2009, and this year stands at the highest level in 15 years, according to Labor Department data.

Factory work has evolved over the past 15 years or so as companies have invested...