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Investigated regional variability of missed appointments in Greater Manchester from 2019 to 2021. Examined differences in rate of missed appointments for face-to-face and other types of appointments and discussed socioeconomic complexities contributing to this. Utilised descriptive statistics and inferential analyses using RStudio and Stata.