After some digging in the garage and having some boxes fall on my head - I finally found the joint compound to repair the wall.

When I pulled off the old back splash it pulled off the paper from the sheet rock. That is why I needed to repair it. Now I just have to wait for it to dry and then sand it prior to trying out that magnetic primer.