The company says its technology looks at hundreds of factors that could indicate a higher risk for a disruptive party. They include the length of the trip and whether the booking is last-minute.
The system is in effect across the United States and Canada.
Last Halloween, the company says 5,200 people in Pennsylvania were stopped from booking a house, including 2,400 in Philadelphia.