This is the question Norton and Ariely try to answer in their paper 'Building a better America - One wealth quintile at a time'. This is a relatively old paper by now, but still central to debates on economic/social policy, and it's a really good paper anyway.
Here is the TED talk summarising the study.
Here is the TED talk summarising the study.