This lecture explains the concept of local spatial autocorrelation, which allows for the detection of clusters at a local level when global analysis assumptions of homogeneity are not met. By calculating a Local Moran's I for each spatial unit, the clustering of individual units can be assessed, providing insights into the spatial distribution of variables.