This is counter to my experience. Every one of my female friends prefers Uber to taxi's because they feel much safer. They've all had at least one taxi incident where they were afraid for their well being but haven't had a single one with Uber despite using Uber far more.

This makes sense to me because it's far easier to track down the an Uber driver than a taxi driver.