Crowdsourced citizen data can complement and connect incomplete and fragmented data that cripples pandemic responses. But, large-scale participation requires citizens’ trust and engagement. We solve this with a unique “NoPeek” privacy and personalization delivered with a free, open-source toolkit for governments and large institutions.