| domain knowledge | quantitative knowledge | technical knowledge |
data analyst | high | mid | low |
data engineer | low | mid | high |
data scientist | mid | high | mid |
data analyst | high | mid | low |
data engineer | low | mid | high |
data scientist | mid | high | mid |