A large amount of fatty tissue surrounding the voice box (larynx) increases its resonance capability and thus produces a more pleasing sound.
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A large chest cavity and good control of the lungs will provide a suitable mass to help drive the diaphragm to some extent. A large body mass and a large body frame to support it help even more, so there is a huge advantage in being huge.