How to turn off "Always run as administrator" Windows 8/10?

Okay, I think I've worked this one out...:

1. Right-Click on the executable (in my case: %programfiles%\Microsoft Visual Studio 11.0\Common7\IDE\devenv.exe)
2. Choose "Troubleshoot compatibility"
3. Click "Troubleshoot program"
4. Uncheck any and all checked items
5. Click "Next"
6. Choose "No, I have finished investigating the problem - undo any changes made and clear all settings"
7. Click "Next"
8. Click "Close the troubleshooter"

If necessary, go back in and set any other compatibility options again.

For some reason, it wasn't saving my removal of "The program requires additional permissions", unless I chose to completely remove all compatibility settings. Therefore step 4 is the bit I was getting wrong before.