There is a vibrant startup culture in NYC. Finance jobs may pay more but probably not worth it due to culture and longer hours, more issues/rules around security, etc.
NYC startups even if they paid more, COL is 3x what Chicago is and not that far from SF... so seems a bad place to go if your goal is to "buy a house"