Socio-Demographic Clustering

Depression risk did not follow a simple linear socioeconomic gradient across clusters. A five-cluster solution was selected to balance model fit and interpretability. K-modes clustering was chosen because all clustering variables were cate…

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Depression risk did not follow a simple linear socioeconomic gradient across clusters. A five-cluster solution was selected to balance model fit and interpretability. K-modes clustering was chosen because all clustering variables were categorical. The study used five categorical variables to form socio-demographic clusters. The five clusters combined demographic, socioeconomic, geographic, and behavioural characteristics.