Found a solution for people who are getting "only member and student can submit profile edit form".
Login to SSP portal -> Click on "Student Functions" -> Click on "Submitted/Pending Applications" -> Click on "Student Course Registration Form" -> Click on blue icon below "Action" column.
You can do any kind of update here.