I finally had the time to check why the Updates on my Surface failed to install.
I started to troubleshoot the issue and found the solution in the CbsPersist_[Date and Time].log located in the C:\Windows\Logs\CBS folder.
I have used my surface for testing purposes and had not entirely clean out the test user profiles. Doing so allowed the updates to install properly.