Sure, overall "inventory" would go down, but I would expect for ads that actually make it to users, per-ad engagement/ROI (and thus "value") to go up.
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Unless ad networks are charging advertisers for ad units that aren't actually shown to anybody, which smells an awful lot like grift to me!
(effectively charging for hidden ad units to inflate numbers)
I honestly wonder what makes me different to you? I definitely don't have self control like that in other aspects of my life. Maybe it's I'm skeptical and figure ever ad is trying to swindle me out of my money maybe?
To add a datapoint, I've used adblock forever, but in places where I do see ads I've never had the thought to click on them, just get past them as quickly as possible.
Other people in my family however have bought things through Instagram/Facebook ads, so there are at least SOME people buying things through ads. They also have never bothered to install adblock.
Conversion rates for ads are super small in my experience anyway so driving conversion up should(?) balance the price out the price of people using adblock who would not see anything, and would not click if they did.