The unemployment numbers are usually crooked in some sense and unreliable.
In Canada we drop a person off the stats once their unemployment insurance runs out. So if you have not found work,you no longer count in the percentages. So they parade job gains that usually are all part time jobs and lower pay combined with that fact.

Does it work similar in the States?