If you're a group admin, you can choose to approve who joins your group.
To turn on membership approval:
1. Click in the top right of your group and select Edit Group Settings
2. Next to Membership Approval, select Any member can add members, but an admin or a moderator must approve them
3. Click Save at the bottom