Abstract. Borrowing tools from the practice of neural networks, I design an empirical framework for the analysis of “hierarchical networks:” socio-economic settings featuring multiple, layered networks, whose nodes are linked across layers. I use this framework to revisit questions involving networks of workers and fi rms.