When history fails you, borrow from geography

Airbnb developed a forecasting system that uses sequential geographic recovery signals and prior propagation to generate reliable corridor-level forecasts when local data is scarce. By analyzing lead times for bookings across different regions, they identified patterns in how demand responds to reopening borders and vaccines. This approach allows them to propagate information from early-recovering