Comment by parineum

It, in effect, turns out not really to be a land value tax at all. It turns out to be a tax on the most valuable thing that _could_ be built there because that's what gives land it's value.

So you're completely correct, the value of the land changes with what's around it because it opens up new options for what someone might build there.