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The second essay tests empirically the latest theories in which child labor does not have a linear relation with household income. Using data from Peru and adopting a multivariate nonparametric approach, with continuous and discrete covariates and cross-validation methods for optimal bandwidths, the results reveal interesting patterns not detected in the child labor literature. The estimated elasticities are larger than those from previous studies and suggest that changes in income have a heterogeneous effect on employment and school participation with higher effects for low-income households.