Guided by interviews with end-users and in collaboration with lived-experience advisors, the Fairness Dashboard is being co-designed to promote the standardized and responsible utilization of sociodemographic data in statistical and machine learning models. This initiative aims to mitigate the potential for harm and to advance the equitable and compassionate interpretation of knowledge derived from Artificial Intelligence.