Bloomberg began riding horses at age four in 1987. In 1989, she began competing and won best child rider awards at every major horse show on the US east coast. In 2000, she began competing in jumpers. In 2001, at age 18, she won the United States Equestrian Team (USET)'s Talent Derby. In 2003, Bloomberg won the individual gold medal.