COVID-19 has generated social, economic and cultural effects which will have long-term impacts. In particular, the pandemic has exacerbated existing inequalities and inefficiencies in the society. It is crucial to uncover and understand the real impact of providing evidence based policies to reshape the society to be prepared for new possible outbreaks. We contribute to build this knowledge and to shape next generation tools for epidemics and public engagement.