In 1904, Sweetland became the head football coach at Ohio State University, partly due to a strong recommendation from Walter Camp and beating out Albert Hernstein for the position. Hernstein would later replace him.
Even with the disappointing season Sweetland's team did accomplished a first in Ohio State football history. It was the first Buckeye team to cross the goal line against University of Michigan.