We study the direct and spillover effects of local state capacity using the network of Colombian municipalities. We model the determination of local and national state capacity as a network game in which each municipality, anticipating the choices and spillovers created by other municipalities and the decisions of the national government, invests in local state capacity and the national government chooses the presence of the national state across municipalities to maximize its own payoff. We then estimate the parameters of this model using reduced-form instrumental variables techniques and structurally (using GMM, simulated GMM or maximum likelihood). To do so we exploit both the structure of the network of municipalities, which determines which municipalities create spillovers on others, and the historical roots of local state capacity as the source of exogenous variation. These historical instruments are related to the presence of colonial royal roads and local presence of the colonial state in the 18th century, factors which we argue are unrelated to current provision of public goods and prosperity except through their impact on their own and neighbors' local state capacity. Our estimates of the effects of state presence on prosperity are large and also indicate that state capacity decisions are strategic complements across municipalities. As a result, we find that bringing all municipalities below median state capacity to the median, without taking into account equilibrium responses of other municipalities, would increase the median fraction of the population above poverty from 57% to 60%. Approximately 57% of this is due to direct effects and 43% to spillovers. However, if we take the equilibrium response of other municipalities into account, the median would instead increase to 68%, a sizable change driven by equilibrium network effects.

We study the direct and spillover effects of local state capacity using the network of Colombian municipalities. We model the determination of local and national state capacity as a network game in which each municipality, anticipating the choices and spillovers created by other municipalities and the decisions of the national government, invests in local state capacity and the national government chooses the presence of the national state across municipalities to maximize its own payoff. We then estimate the parameters of this model using reduced-form instrumental variables techniques and structurally (using GMM, simulated GMM or maximum likelihood). To do so we exploit both the structure of the network of municipalities, which determines which municipalities create spillovers on others, and the historical roots of local state capacity as the source of exogenous variation. These historical instruments are related to the presence of colonial royal roads and local presence of the colonial state in the 18th century, factors which we argue are unrelated to current provision of public goods and prosperity except through their impact on their own and neighbors' local state capacity. Our estimates of the effects of state presence on prosperity are large and also indicate that state capacity decisions are strategic complements across municipalities. As a result, we find that bringing all municipalities below median state capacity to the median, without taking into account equilibrium responses of other municipalities, would increase the median fraction of the population above poverty from 57% to 60%. Approximately 57% of this is due to direct effects and 43% to spillovers. However, if we take the equilibrium response of other municipalities into account, the median would instead increase to 68%, a sizable change driven by equilibrium network effects.JEL Classification: H4, H7, P16.

We study the direct and spillover effects of local state capacity using the network of Colombian municipalities. We model the determination of local and national state capacity as a network game in which each municipality, anticipating the choices and spillovers created by other municipalities and the decisions of the national government, invests in local state capacity and the national government chooses the presence of the national state across municipalities to maximize its own payoff. We then estimate the parameters of this model using reduced-form instrumental variables techniques and structurally (using GMM, simulated GMM or maximum likelihood). To do so we exploit both the structure of the network of municipalities, which determines which municipalities create spillovers on others, and the historical roots of local state capacity as the source of exogenous variation. These historical instruments are related to the presence of colonial royal roads and local presence of the colonial state in the 18th century, factors which we argue are unrelated to current provision of public goods and prosperity except through their impact on their own and neighbors' local state capacity. Our estimates of the effects of state presence on prosperity are large and also indicate that state capacity decisions are strategic complements across municipalities. As a result, we find that bringing all municipalities below median state capacity to the median, without taking into account equilibrium responses of other municipalities, would increase the median fraction of the population above poverty from 57% to 60%. Approximately 57% of this is due to direct effects and 43% to spillovers. However, if we take the equilibrium response of other municipalities into account, the median would instead increase to 68%, a sizable change driven by equilibrium network effects.JEL Classification: H4, H7, P16.

for their help with this project, and to the participants in the Journal of Comparative Economics Conference held in Pittsburgh in October 2011 for their comments. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research. NBER working papers are circulated for discussion and comment purposes. They have not been peerreviewed or been subject to the review by the NBER Board of Directors that accompanies official NBER publications.

Slavery has been a major institution of labor coercion throughout history. Colonial societies used slavery intensively across the Americas, and slavery remained prevalent in most countries after independence from the European powers. We investigate the impact of slavery on long-run development in Colombia. Our identification strategy compares municipalities that had gold mines during the 17th and 18th centuries to neighboring municipalities without gold mines. Gold mining was a major source of demand for slave labor during colonial times, and all colonial gold mines are now depleted. We find that the historical presence of slavery is associated with increased poverty and reduced school enrollment, vaccination coverage and public good provision. We also find that slavery is associated with higher contemporary land inequality.JEL Classification: H41, N96, O10, O54