Neily Vanderbilt was an inveterate tinkerer with all things mechanical and patented more than thirty inventions for improving locomotives and freight cars, including several which brought him a significant royalty income.
In 1906 he was admitted as an hereditary member of the Rhode Island Society of the Cincinnati by right of his descent from Surgeon Henry Collins Flagg of the Continental Army.