My take, after living in NYC Airbnbs for around a year, is the effects are most dramatic in non-white areas. And it's not lower income people who are renting their place out on Airbnb; it's typically commercial renters and hipsters/professionals looking to supplement their income. So it certainly feels like the main effect is to accelerate gentrification.