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common factors estimated from a large panel of data to help forecast the series of interest. This paper assesses the extent … to which the forecasts are influenced by (i) how the factors are estimated, and/or (ii) how the forecasts are formulated … method stands out to have smaller forecast errors. This method forecasts the series of interest directly, rather than the …
Persistent link: https://www.econbiz.de/10012467399
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
produce more radical forecasts. Since these more radical forecasts are in general less accurate, ex post forecast accuracy … factors are at work in professional macroeconomic forecasts …
Persistent link: https://www.econbiz.de/10012473586
This paper focuses on the problem of formulating an analysis of economic policy that is consistent with rational expectations. Cooley, LeRoy,and Raymon show that the Lucas and Sargent strategy for econometric policy evaluation is itself vulnerable to the logic of the Lucas critique. The present...
Persistent link: https://www.econbiz.de/10012477709
forecasting the course of the U. S.economy (mostly economists, analysts, and executives from the world of corporate business and …
Persistent link: https://www.econbiz.de/10012478052
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
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
We propose a three-step factor-flows simulation-based approach to forecast the duration distribution of unemployment … individual duration dependence, factor structure, and an auxiliary forecast of the unemployment rate to simulate a panel of … individual labor force histories. Applying our approach to the July Blue Chip forecast of the COVID-19 recession, we project that …
Persistent link: https://www.econbiz.de/10012481421