In scientific studies, a heart-shaped or V-shaped face often emerges as the most aesthetically pleasing. However, attractiveness can be influenced by various factors, including cultural preferences. It's worth noting the concept of the Facial Golden Ratio, which has historically been used as a measure of facial beauty.