Well it'll never be 1:1 due to differences in health care etc., of course, but those were all before tax from what I understood.
Not sure how companies advertising take-home pay would work when your tax rate depends on e.g. marital status (at least in Germany it could be off by maybe a factor of 2 in both directions), which country/region are you thinking of there?