Born near Irondale, Washington County, Missouri, McCormick attended public schools in Washington County, Missouri. He received private instruction and entered Transylvania University, Lexington, Kentucky, as a medical student. He graduated from the Memphis (Tennessee) Medical College in 1849 and commenced practice in Wayne County, Missouri. He moved to Perry County in 1850 and continued the practice of medicine.