Financial Incentive Impact Analysis

Imagine you've crafted an experiment to evaluate how monetary incentives influence user engagement. The findings reveal that the group receiving a $10 incentive exhibits a 30% engagement rate, whereas the non-incentivized control group shows a 50% engagement rate. Can you elucidate these results and propose ways to refine this experimental setup?