The study looked at how a tax subsidy for health insurance affected self-employed people's decision to buy insurance. By analyzing insurance purchase patterns before and after the subsidy, researchers found that a 1% increase in insurance cost can lead to a 1.8% decrease in the likelihood of self-employed households being insured.