Does the lack of an image result in lower rankings in Google Product Search?

I have seen some clients listings slip down placements when the image link has changed without notice and when this was rectified within the feed the placement reverted to its original position. I think the most affected area is performance as I personally prefer items with an image as people do like to see what [...]