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Airbnb's Forecasting Data Science team produces demand, bookings, and cancellation forecasts across thousands of markets. Other teams build on these forecasts, so a wrong prediction causes cascading errors. The team had to decide when to retrain, rebuild, or leave models alone as COVID ended.
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