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I would posit that at least some of the problem is the lack of 'closing the loop' on the ad model. Even if Facebook does know everything about you, the ad buyer
by thereisnospork 4y ago
I would posit that at least some of the problem is the lack of 'closing the loop' on the ad model. Even if Facebook does know everything about you, the ad buyers don't and instead bid naively using their best judgment. Whereas in an 'optimal' system Facebook should centrally[1] control who sees everything, dispensing the most valuable ad to any given user. In which scenario, because they control everything, they should be able to ML and optimize ads on a per person basis.
[1]So that they can unambiguously determine ad end point value. Here they might even guarantee a sales per ad dollar spend figure - where they simply will not show the ad to anyone they deem less likely to buy the statistically profitable amount of product.
- throw8383833jj 4y agothere is something interesting about that. If all the smart ad buyers are avoiding me because they know the ROI is really low, that would explain why I only see the very dumbest ads: they're the only ones who don't calculate any kind of ROI whatsoever. If the ML algo has to show me an ad, by process of elimination it would have to show me those that only count page impressions or views.