That paper talks about how advertising experiments require larger-than-expected sample sizes to calculate ROI, because the signals are more diluted.

It also doesn't specify mediums of advertising, because of confidentiality agreements, but hints that it included mediums such as television and billboards which are traditionally harder to track. I don't think it's shocking that out of home media is hard to statistically track ROI on.