Feature extraction

Location, listing attributes, comparable listings, historical bookings, seasonality, day of week.

Advertisement

Feature extraction

Location, listing attributes, comparable listings, historical bookings, seasonality, day of week.

Advertisement

Demand model

Predicts booking probability per night at various price points. Gradient boosted trees + neural nets ensemble.