Gibbs was born in Philadelphia to financier William Warren Gibbs and Frances Ayres (Johnson) Gibbs.
In 1915 Gibbs and his brother Frederic Herbert Gibbs began designs for a pair of 1,000-foot ocean liners, each capable of producing 180,000 horsepower.