We discuss identification of the causal effect of Airbnb presence on local house prices in Amsterdam with the well-suited random forest estimator. We find local average treatment effects of Airbnb presence on local house prices to be heterogeneous. Our approach provides new insights, for example that negative externalities of Airbnb presence can outweight the demand increase and counterintuitively decrease local house prices in richer parts of the city.
