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Lumifer comments on Some thoughts on having children - Less Wrong
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A study suggests that happiness is negatively affected by having children http://www.npr.org/2013/02/19/172373125/does-having-children-make-you-happier Note, there seem to be some issues with the methodology used in the study, but it also seems to be fairly well respected in academia.
It doesn't seem to. Following your link, the study suggests that working women in Texas weren't very happy when taking care of their kids.
That's an answer to a drastically different question.
Sorry, a more applicable study is behind a pay-wall. http://www.jstor.org/discover/10.2307/351391?uid=3739640&uid=2&uid=4&uid=3739256&sid=21103313626383 Summary: data from six surveys suggest negative correlation between having children and several measures of life satisfaction. Standard caveats that correlation doesn't imply causation, etc.
Hm. Pity about the paywall. Throwing in here a PDF on the likelihood of depression among people with children and childless people. I read it as no significant difference (I understand that the authors don't feel that way).