Only the project owner can export audience data. Collaborators don't have this permission.
Open the Audience Table and click the download icon.
You'll be asked if you wish to include personally-identifiable details. Uncheck the box if your data is sensitive. You can reference audience members with a unique anonymous audience id.
You have a legal duty to safeguard the privacy and security of your audience data.