Dynamic discrete choice model for railway ticket cancellation and exchange decisions

•Dynamic discrete choice models (DDCM) are applied to a revenue management problem.•Decisions are modeled over time.•Rail users decide to keep their ticket, cancel or exchange their ticket.•Departure time alternatives are included in the choice set.•Predictions obtained from DDCM are close to the observed choices while the MNL significantly under predicts the keep decision.