There is no definitive answer to this question as it depends on the individual. Some men find that compression shirts help to reduce the appearance of their moobs, while others find that they have no effect. There is no scientific evidence to suggest that compression shirts help to reduce moobs, but some men find that they are helpful in reducing the appearance of their chest.