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For many years a system of leading, coincident, and lagging economic indicators, first developed in the 1930s by the National Bureau of Economic Research (NBER), has been widely used in the United States to appraise the state of the business cycle. Since 1961 the current monthly figures for...
Persistent link: https://www.econbiz.de/10012478166
covers multiple dimensions of the global economy consistently produces substantial improvements in forecast accuracy, while … for assessing the current and future state of the economy for a set of individual countries and groups of countries. We … use this indicator to track the evolution of the nowcasts for the US, the OECD area, and the world economy during the …
Persistent link: https://www.econbiz.de/10012482234
We apply deep learning to daytime satellite imagery to predict changes in income and population at high spatial resolution in US data. For grid cells with lateral dimensions of 1.2km and 2.4km (where the average US county has dimension of 55.6km), our model predictions achieve R2 values of 0.85...
Persistent link: https://www.econbiz.de/10012794597
A forecasting comparison is undertaken in which 49 univariate forecasting methods, plus various forecast pooling … procedures, are used to forecast 215 U.S. monthly macroeconomic time series at three forecasting horizons over the period 1959 …
Persistent link: https://www.econbiz.de/10012472204
We survey the nascent literature on machine learning in the study of financial markets. We highlight the best examples of what this line of research has to offer and recommend promising directions for future research. This survey is designed for both financial economists interested in grasping...
Persistent link: https://www.econbiz.de/10014322889
Association, has been collecting a large amount of information on the record of forecasting in the U. S. economy. This paper is a … and autocorrelation of error. The marginal forecast errors tend to increase, and the correlations between predictions and …
Persistent link: https://www.econbiz.de/10012478266
models when measured by root mean square errors, especially over long-run forecast horizons. The model is shown to be capable …
Persistent link: https://www.econbiz.de/10012456277
environment, leading to real-time forecast improvements relative to other methods of density forecast combination, such as …
Persistent link: https://www.econbiz.de/10012458090
synchronized with the Fed's Greenbook forecast. This dataset consists of a large number of variables, as observed at the time of … each Greenbook forecast since 1979. Thus, we can compare real-time large dataset predictions to both simple univariate … methods and to the Greenbook forecast. For inflation we find that univariate methods are dominated by the best atheoretical …
Persistent link: https://www.econbiz.de/10012465253
We consider several economic uncertainty indicators for the US and UK before and during the COVID-19 pandemic: implied stock market volatility, newspaper-based economic policy uncertainty, twitter chatter about economic uncertainty, subjective uncertainty about future business growth, and...
Persistent link: https://www.econbiz.de/10012481613