Journal of Applied Econometrics · 2021 · 54 citations · 55 references
Social SciencesEconomicsForecastingMacroeconomicsTime Series AnalysisEconomic ForecastingForecasting MethodsNews MediaTime Series EconometricsTime Series ForecastingTime Series ModelingComparative Forecasting AnalysisCurated Data SetsDynamic Forecasting ModelsFinancial Time Series ForecastingForecast-to-actual ComparisonGross Domestic Product ForecastingInvestment Income ForecastingReal-time Data Analysis
Summary Using a unique dataset of 22.5 million news articles from the Dow Jones Newswires Archive , we perform an in depth real‐time out‐of‐sample forecasting comparison study with one of the most widely used data sets in the newer forecasting literature, namely the FRED‐MD dataset. Focusing on US GDP, consumption and investment growth, our results suggest that the news data contains information not captured by the hard economic indicators, and that the news‐based data are particularly informative for forecasting consumption developments.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Measuring Economic Policy Uncertainty*
Scott Baker, Nicholas Bloom, Steven J. Davis · The Quarterly Journal of Economics · 2016 · 11.9K citations · Full text