it compresses the file size by reducing the resolution, not the size on the page. Depending on your originals, it may be a slight reduction, or a huge one. That is why I suggested doing a Save As first - if you look at them side by side, sometimes you can't even tell the differences.
I would not reccomend this if you needed to print photo-quality prints, but for most applications, it's a great space-saver.