Why would it probably take more time to replace a burned out bulb in a string of lights that used a series circuit than in one that uses a parallel circuit?

They will both last for the same amount of time, assuming that the voltage across the individual bulbs is the same in each case. In both situations all of the battery's power Is being used, but In parallel, you can separately control the Individual loads that you put on the circuit with switches.