The latest jobs report has gotten a lot of analysts, policymakers and talking heads once again asking whether the U.S. is at full employment.

The Bureau of Labor Statistics reported on May 4 that the U.S. unemployment rate fell to 3.9 percent, which is the lowest level since December 2000. The unemployment rate...