Time factors account for i) the booking time ( simulated through the 26 different queries prior to check-in), ii) a dummy variable controlling for working days vs. weekend days and iii) the average daily hotel occupancy in the center of Milan for the investigated dates, retrieved from STR Share Center (an organization specialized in hotel data storage for academia and business).