Demand shocks—unobservable, sudden changes in customer behavior—are a common source of forecast error airline revenue management systems. The COVID-19 pandemic has been one example highly impactful macro-level shock that significantly affected demand patterns and required manual intervention from analysts. Smaller, micro-level shocks also frequently occur due to special events or competition. D...