Goodman furnance Air pressure switch - faulty?
It sounds like the switch is sticking, which is a sign that it's time to swap it out.  

Before you do, though, make sure the exhaust and condensate drain aren't blocked/restricted.

$25 is a fairly cheap test, unless you have a gauge on hand to check the pressure.