Viewshed effects and house prices: Identifying the visibility value of the natural landscape

•Automated GIS techniques are used to measure visibility value of natural landscape amenities.•Spatial hedonic modeling mitigates the identification problem in viewshed studies of landscapes.•Visibility of coast and natural open space add to house prices regardless of their location.•Viewshed effects are sensitive to different ranges of visibility.