The coronavirus pandemic is hitting state labor markets to very different degrees, with some seeing as many as one in five workers file for unemployment benefits and others far fewer.

The variation appears to partly reflect when officials mandated business closures to stem the spread of the virus during the four weeks through April 11, as well as the state economies’ dependence on the industries most affected. Another factor that boosted new claims for unemployment insurance is that some states—such as Pennsylvania—encouraged...