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We establish a new consistency result for the factors estimated by sparse PCA. Monte Carlo simulations show that our methods accurately estimate the factor structure, even in small samples. We apply them to large datasets about international business cycles and the US economy. For each empirical application, they identify the same factor structure, offering a clear economic interpretation. 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