Band gap energy is the energy difference between the top of the valence band and the bottom of the conduction band in a semiconductor or insulator, crucial for determining its electrical conductivity. Materials with a small band gap are semiconductors, while those with a large band gap are insulators, influencing their optical and electronic properties.