“…( Cain et al, 2018 ) In a study of five cities worldwide (Melbourne, Ghent, Curitiba, Hong Kong, and Valencia) using MAPS-Global, the inter-rater reliability of on-street, live and online, and local and remote online observations was tested and found to have moderate to excellent reliability for all data collection modes. ( Cain et al, 2018 , Fox et al, 2021 , Queralt et al, 2021 , Vanwolleghem et al, 2016 ) Queralt et al conducted a study using MAPS-Global in the above five cities and confirmed the high reliability of almost all the items for both on-street and online observations. However, aesthetic and social environment variables had the lowest overall reliability values, although they were still in the “good to excellent” category.…”