Spatial abilities and their developmental trajectory are an important part of human intelligence and have been the subject of numerous studies, including mental rotation and perspective taking. However, little is known about these processes in under-represented populations. Here we report a study on 10-year-old children in such a context who participated in four spatial tasks – animal picture mental rotation, abstract figures mental rotation, memory for object location, and picture perspective taking. Results revealed no male advantage on any task, and better performance in the abstract figures task for girls following an alternative school program in mathematics. Furthermore, the analysis found no correlation between the mental rotation and perspective taking performance. Research on under-represented populations is an important drive towards greater generalizability of findings and conclusions.