I have done a couple of investigations where aerial fireworks have been the major cause of the fire.
Fireworks themselves are inherently dangerous because they're made out of explosive material.
Sparklers can spark a fire. They may not stand up properly, the wind may blow them into the grass.
When fireworks come back down, they can land on a blue tarp.