Pursell was born in Tennessee and studied at the Chicago Art Institute. He started as an illustrator for Life, Esquire, Forbes and other publications. In posters, he produced some of the finest American Art Deco designs for Coca-Cola, American Airlines, Standard Oil, the Chicago World's Fair and others, but his work is extremely difficult to find today.