This lecture covers the concept of local spatial autocorrelation, focusing on the calculation of local Moran's I and the significance of spatial patterns. It also discusses the spatial dependence of variables like Body Mass Index and mammography adherence, using real-world examples. The instructor emphasizes the importance of understanding spatial structures and the predictive purpose of spatial analysis tools.