===Melbourne professional===
Coulthard began his cricket career at the Carlton Cricket Club. For the 1877–78 season, he transferred to the Melbourne Cricket Club (MCC), which took him on as a professional ground bowler (a job that involved bowling to members in the nets). In 1878–79, he went in as a substitute for a Victorian XV during a match against the first representative Australian team, and batted in the lower order for the MCC when it hosted New Zealand's visiting Canterbury XI.
| Format | Matches | Runs | Avg | 100s/50s | Top Score | Wickets | Bowl Avg | Best Bowling | Catches/St |
| Tests | 1 | 6 | – | 0/0 | 6* | 0 | – | – | 0/0 |
| First-class | 6 | 92 | 11.50 | 0/0 | 31 | 5 | 25.00 | 3/29 | 3/0 |