GaN-based blue light-emitting diodes (LEDs) can reach more than 80% electrical-to-optical power conversion efficiency, but less than 10% are reported for blue super-luminescent LEDs and less than 50% for blue laser diodes. We employ advanced device simulation to investigate the physical mechanisms behind the measured discrepancy in peak energy efficiency.