The present disclosure is intended to reduce the amount of glycerin produced as a by-product in ethanol fermentation to a significant extent using a transgenic yeast comprising a gene having the pentose assimilating ability and encoding glycerin dehydrogenase having a mitochondrial transport signal introduced thereinto.