Simpson was born on March 7, 1998, in Justin, Texas, making him 23 years old as of 2021. He attended Northwest High School in Justin, Texas, where he gained recognition for his exceptional skills as an offensive lineman. Simpson was highly recruited by top college football programs and eventually committed to Oklahoma University to play for the Sooners.