Spatial Diffusion of Economic Shocks in Networks

Working Paper: CEPR ID: DP12854

Authors: Ashani Amarasinghe; Roland Hodler; Paul A. Raschky; Yves Zenou

Abstract: The aggregate economic impact of any developmental project depends on its effects within the chosen administrative region as well as its economic spillovers into other regions. However, little is known about how these spillovers propagate through geographic, ethnic and road networks. In this paper, we analyze both theoretically and empirically the role of these networks in the spatial diffusion of local economicshocks. We develop a network model that shows how a district's level of prosperity is related to its position in the network. The network model's first-order conditions are used to derive an econometric model of spatial spillovers that we estimate using a panel of 5,944 districts from 53 African countries over the period 1997-2013. To identify the causal effect of spatial diffusion, we exploit cross-sectional variationin the location of mineral mines and exogenous time variation in world mineral prices. Our results show that road and ethnic connectivity are particularly important factors for diffusing economic spillovers over longer distances. We then use the estimated parameters from the econometric model to calculate the key player centralities, which determine which districts are key in propagating local economicshocks across Africa. We further show how counterfactual exercises based on these estimates and the underlying network structure can inform us about the potential gains from policies that increase economic activity in specific districts or improve road connectivity between districts.

Keywords: Economic Development; Networks; Spatial Spillovers; Key Player Centrality; Natural Resources; Transportation; Sub-Saharan Africa

JEL Codes: O13; O55; R12


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
Road connectivity (R42)Spatial spillovers (R12)
Economic activity in districts inhabited by the same ethnic group (R11)Economic activity in other districts (R11)
Economic shocks (F69)Economic activity in districts (R11)
Geographic connectivity (R12)Local prosperity (R11)

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