We introduce a new method for measuring subjective perceptions at scale using innovations in both crowd-sourced image data and transformer-based computer vision technology. We aim to uncover the relationships between perceived neighbourhood conditions and political outcomes, potentially offering new insights into how urban environments shape politics. Our approach relies on a novel dataset of 360-degree street-level images from Mapillary, a non-proprietary crowd-sourced alternative to Google Street View.

Exact venue location: Kirdar Building of the Middle East Centre, entrance at 68 Woodstock Road, Oxford, OX2 6JF – access to this building is at the north side, next to the bike rack The Boardroom is on the ground floor next to the main staircase of the hallway.