My guess is it has something to with trade schools. The article and underlying study it cites don't say what types of businesses were started, but non-graduates are probably much more likely to learn a specific trade. And between the person that graduates with a degree in finance or instead went to school to be an electrician, the electrician is more likely to start their own business and be self-employed.