Abstract: This disclosure includes methods for displaying tips to hosts in a reservation system. The reservation system collects viewing data upon receiving viewing requests from potential guests to view a listing in the reservation system. The reservation system associates the viewing data with the listing. The reservations system applies a set of conditional expressions and calculations to the viewing data of the listing to compare the listing to a peer group of similar listings for each time interval in an evaluation time range. In some embodiments, a GUI is presented to the host of the subject listing comprising a histogram of the number of views of the subject listing, an indication of the number of views of the peer group of the subject listing, and region for displaying tips to the host of the subject listing.

Abstract: This disclosure includes methods for predicting demand based on the price of a time-expiring inventory. An online system provides a connection between a manager of a time-expiring inventory and a plurality of clients. The online system provides a listing for the manager's time-expiring inventory to clients on the online system. The manager specifies the price of the time-expiring inventory in the listing and is presented with price tips generated by the online system. A demand function predicts the demand for the time-expiring inventory based on features of the listing and the time-expiring inventory. A manager option function predicts the likelihood of acceptance of a price tip by the manager. The online system uses the demand function and the manager option function to create a Monte Carlo pricing model to provide to the manager price tips for the listing.

Abstract: This disclosure includes methods for displaying tips to hosts in a reservation system. The reservation system collects viewing data upon receiving viewing requests from potential guests to view a listing in the reservation system. The reservation system associates the viewing data with the listing. The reservations system applies a set of conditional expressions and calculations to the viewing data of the listing to compare the listing to a peer group of similar listings for each time interval in an evaluation time range. In some embodiments, a GUI is presented to the host of the subject listing comprising a histogram of the number of views of the subject listing, an indication of the number of views of the peer group of the subject listing, and region for displaying tips to the host of the subject listing.