As it turns out, I needed to add the "QtQuick" and "QtQuick.2" folders in the same directory as my *.exe file.
This wiki page brought me on the right path.
For some reason things disappear after the dollar signs in my posts so if you are interested in helping and need the CMakeList.txt file, you need to download the project from the link in my first post.