At the 2003 World Cross Country Championships Chemjor finished fifth in the long race, while the Kenyan team, of which Chemjor was a part, won the silver medal in the team competition. She participated in the World Half Marathon Championships in 2001 and 2003. She also won the 2003 Berlin Half Marathon.