An eternal misunderstanding: marketing mix vs. Attribution modeling. The most important features of the two approaches are compactly worked out:
Improving marketing effectiveness is a business imperative
Nice WARC article on marketing effectiveness.
Here is the corresponding link: https://www.warc.com/NewsAndOpinion/News/39447