Born in Fort Bragg, North Carolina, she grew up in Ohio and attended Berea High School, Berea, OH. After graduating in 1993 she went on to study marketing at the University of Kentucky. While there she competed athletically for the Kentucky Wildcats and gained four All-American honours: she was an indoor 55 metres finalist in 1994 and 1996, a 4×100 metres relay finalist in 1996, and a 100 metres finalist in 1997. In 1997 she set a personal record of 11.28 seconds for the 100 m at the United States Outdoor Track and Field Championships. She also won her first international medal that year, taking the gold in the 4×100 m relay at the 1997 World University Games. At the end of the year she ran a best of 7.20 seconds for the 60-meter dash. She came close to a medal in that event at the 1998 United States Indoor Track and Field Championships, ending up in fourth place. She failed to get past the heats of the outdoor 100 m event later that year. In 1999 she was a finalist in both the 60 m and the 100 m at the national championships. A second international relay medal came for Richardson at the 1999 Pan American Games, as the team took the silver medals. At the 2000 USA Indoor Championships she claimed second place in the 60 m, equalling her personal record. She took eighth place at the United States Olympic Trials – a finish which earned her the honour of being the alternate heat runner for the United States at the 2000 Summer Olympics. At the 2000 Sydney Olympics she ran the relay team through the heats and semi-final stage, alongside Chryste Gaines, Torri Edwards and Nanceen Perry, before being switched for Marion Jones in the final. Jones later admitted to using performance-enhancing drugs during the games. Richardson and the other runners filed an appeal at the Court of Arbitration for Sport to contest their disqualification and retain their medals. In her defense, she said in an interview on The Early Show: "I competed fairly. I should not have to suffer the consequences for someone else's bad decisions and choices...I don’t believe that I should have to give back my medal...you don't know what was going on in the other teams, so how do you really rectify that situation? There's really no positive outcome in either way that it goes." After the Sydney Olympics, her career began to wind down. Her fifth-place finish in the 60 m at the national indoor championships was her last performance at the national level. She returned to her alma mater in the middle of that year and she became an assistant coach on the Kentucky Wildcats staff.