Economic Predictions With Big Data: The Illusion of Sparsity

We compare sparse and dense representations of predictive models in macroeconomics, microeconomics, finance. To deal with a large number possible predictors, we specify prior that allows for both variable selection shrinkage. The posterior distribution does not typically concentrate on single model, but wide set often include many predictors.