Does sacrifice to personal information outweigh public good? Access to personal and confidential data allows for more evidence-based, data-informed decisions that can accelerate economic recovery, improve COVID-19 vaccine distribution. However, access comes at a steep privacy cost for contributors, especially underrepresented groups.