The article explores how disasters like COVID-19 impact both supply and demand in economies. Existing models struggle to handle these shocks realistically. A new optimization method shows that network effects can greatly magnify these shocks. By studying how firms handle demand shortages, the researchers found that economic impacts depend on input bottlenecks and the severity of initial shocks.