Toronto did the same thing in 2015. The agency now estimates that they lose $80 million a year (~13% of their revenue) due to fare evasion. This is purely anecdotal, but there definitely appears to be higher crime rates on the subway system since they made this change. However, the chair of the system said that making sure everyone has paid is the first step to addressing the “lawlessness” there.