The paper describes the main approaches to forecasting macroeconomic indicators using large data sets, as well as an overview of the empirical work in this area.

The paper provides an empirical analysis of the predictive properties of the various models of Russian macroeconomic series: different time series models and factor models (forecasts constructed using large data sets).