We expand on previous work at Aequitas, and build upon existing works on designing worksheet and checklist for stakeholders of algorithmic systems, by developing a checklist for policymakers to map their notion of fairness onto metrics that are commonly used. We use the checklist as a conversational tool to workshop and examine where the understandings of fairness diverge across different human services domains and stakeholders (community member vs policymakers). Advised by Prof. Rayid Ghani.