Booker was the No. 12 overall player in the 2023 recruiting class and the second-rated wing, according to ESPN HoopGurlz Recruiting Rankings. She attended Germantown High School in Ridgeland, Mississippi. Her father, Carlos Booker, played collegiate basketball at Southern Mississippi.

Madison Booker scored 17 points and No. 1 seed Texas outlasted fifth-seeded Tennessee 67-59 in a tight battle Saturday in the Sweet 16 of the women's NCAA Tournament.Jordan Lee scored 13 points and Taylor Jones added 12 points and eight rebounds for the Longhorns (34-3),

Madison Booker has emerged as a pivotal figure in Texas women's basketball, demonstrating remarkable prowess and leadership in her first two collegiate seasons. As the Longhorns gear up for their Sweet 16 matchup against the Tennessee Volunteers, Booker's impressive stats and background come into sharper focus.