Olivia started taking recreational classes at the age four at Little Gym so she could have something fun to do. She has been training at Sunshine Gymnastics in Holly Springs, NC since 2014 as a level 2 gymnast. She was the 2016 Level 4 NC State Balance Beam Champion and 2017 Level 5 NC State All-Around and Balance Beam Champion.

As a level 7 gymnast in 2019, Olivia placed fourth in the all-around with a 38.025 and second on balance beam at the State Championships. She qualified to the Region 8 Championships, finishing seventh overall and second on uneven bars. She moved up to level 8 for the 2020 season but she was unable to compete due to the COVID-19 pandemic. Olivia competed as a level 9 gymnast in 2021 where she placed fourth on uneven bars at the State Championships. At the Region 8 Championships, she placed seventh in the all-around and fourth on floor exercise. She qualified to the Level 9 Eastern Nationals, finishing sixth on balance beam.

Olivia moved up to level 10 for the 2022 season. She qualified to the 2022 and 2023 Level 10 NC State Championships. In 2024, Olivia placed seventh in the all-around and fifth on uneven bars at the Region 8 Championships, qualifying to the Level 10 Nationals in Daytona Beach, FL.

When Olivia isn't busy training over 20 hours each week in the gym, she enjoys watching TV, hanging out with her friends and reading. She is the daughter to Aimee and Andrew Norris and she has two brothers, Alex and Andrew, two dogs and a cat. Currently, Olivia is an honor student at Middle Creek High School and she will graduate from high school in 2026. Olivia is involved in many activities where she is a member of Student Government Association (SGA), Key Club, SkillsUSA, Big Sisters Club, Women's Empowerment Club and Digital Media Academy.