Norman High School is a four-year public high school in Norman, Oklahoma, with a steady enrollment of approximately 2,000 students. It is accredited by North Central Association, the Oklahoma State Department of Education and the Oklahoma Secondary School Activities Association. The school year consists of two 15-week semesters with a 6 class flexible schedule, consisting of 52 minute periods. Norman High School is part of the Norman Independent School District No. 29 of Cleveland County, Oklahoma, more commonly known as Norman Public Schools (NPS). Norman High was ranked as one of the top 1,400 high schools in the United States in 2009.

James Carlos McNatt was an All-American basketball player for the Oklahoma Sooners and the AAU's Phillips 66ers. At Oklahoma, McNatt led his team to the first-ever NCAA final Four in 1939, and at Phillips 66, McNatt guided the 66ers to four consecutive AAU national championships. He was a two-time All-American at Oklahoma and a four-time AAU All-American for Phillips 66. The speedy player came to be known by his nickname “Scat” McNatt, a moniker originally traced back to the term “Boy Scats” which sportswriters had used to describe McNatt's fast-breaking, sophomore-led 1937-38 Oklahoma Sooners basketball team. McNatt grew up in Norman, Oklahoma, attended Norman High School, and then opted to stay in his hometown to play basketball for the University of Oklahoma.