What’s the tradeoff for using an icon driven navigation?

It seems a common theme these days for the UI design of many web applications to use icon driven navigation (so fixed sidebar on the left consisting of only icons for navigation)

Wondering why this is becoming the trend and if there's research suggesting it's a preferred approach, or just design trends moving that way...