Thank you for confirming.
You can only sponsor if your niece is orphaned. Here's an excerpt from the cic.gc.ca.
Option 1 – Orphaned close relatives
You can sponsor close relatives, related by blood or adoption, such as brothers, sisters, nephews, nieces, or grandchildren only if they meet all...