Enhancing Analysis 2005 Security - Revoking Domain Admin and Local Admin from Built in Admin role

By default Analysis 2005 sets the following accounts as server administrators:
Local Admin Group
Service Log-on account

To enhance analysis security, it's often requested to alter default policy by dropping domain and local admin account from server administrator role. This post describe the proper steps to perform in order to complete that task.