Cleaver studied at the Art Institute of Chicago, four years; the Pennsylvania Academy of Fine Arts under William Chase and Cecelia Beaux, three years; and in Paris for one year until the outbreak of World War I ended her studies. She spent most of her career painting in her home town of Falls City, Nebraska in the manner of her Philadelphia training.