What would happen if one of a set of light bulbs burn out in a parallel circuit?

It depends on the circuit. If it is a constant-current circuit, any light bulbs connected in parallel with it will become brighter.

If it is a constant-voltage circuit like a typical household circuit, nothing will happen.

Any connected in series with it will go out.