Small islands face increasing threats from climate change. In this context, exploring new modeling approaches is needed to improve climate risk assessments. We applied Bayesian Networks to assess the risk to future habitability on four atoll islands. The findings show that Bayesian Networks are powerful tools for efficiently assessing climate-related risks by combining expert judgments and confidence levels, providing a comprehensive framework to assess risks in data-limited island settings.