Carlson was born in Murray City, Ohio. He played high school football, basketball, and baseball at Bellefonte Academy in Bellefonte, Pennsylvania. During his undergraduate years at the University of Pittsburgh he earned three letters in basketball, two in baseball, four in football. He played on the 1916 Pitt football team that is widely regarded as that season's national champion and was selected as an All-American football player while playing for Pitt's undefeated 1917 team. After graduation in 1918, Carlson completed his medical degree at Pitt in 1920, but then joined the Cleveland Indiansprofessional football team for one season. When in 1922 Andrew Kerr, who was Pitt's basketball coach and assistant football coach, left to become football head coach at Stanford University, Pitt hired "Doc" Carlson as its new basketball coach. Simultaneously he practiced as a physician for the Carnegie Steel Company. Carlson was famous for his Figure 8 offense, an innovation that many coaches copied. In 1928 Pittsburgh went a perfect 21–0 and the national championship. His Panthers won another national title in 1930. He also led the Panthers to Eastern Intercollegiate Conference championships in four out of the seven years of the conference's existence. In 1931 Carlson became the first Eastern coach to take a collegiate team westward, going on the road to beat the University of Kansas, the University of Colorado, Stanford, and the University of Southern California. He also wrote the book You and Basketball. Legend has it that Carlson offered Stan Musial a basketball scholarship to Pitt, but Musial only wanted to play baseball, and had secretly signed a contract with the St. Louis Cardinals' Monessen, Pennsylvania ball club of the Class DPennsylvania State League Association. Carlson became Pitt's director of student health services in 1932 and held that position until his retirement in 1953. Apart from his brief stint in the NFL, he spent the first 43 years of his adult life at Pitt as a student and coach. He died November 1, 1964 at his home in Ligonier, Pennsylvania. Carlson was inducted into the Helms Athletic Foundation Hall of Fame in 1949, the Naismith Basketball Hall of Fame in its inaugural class in 1959, and the National Collegiate Basketball Hall of Fame in its inaugural class of 2006.
Head coaching record
* Eastern Intercollegiate Conference championships between teams with identical records were decided by a one–game playoff in these seasons.