Sherpa was 40 years old at the time of the Vancouver Olympics, and had taken up skiing at the age of 33. His only event was the 15 kilometre freestyle held on 15 February; Sherpa posted a time of 44 minutes and 26 seconds, finishing nearly 11 minutes behind gold medal time. He finished in 92nd position out of 95 competitors.