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来源类型Working Paper
规范类型报告
DOI10.3386/w15743
来源IDWorking Paper 15743
Commodity prices, commodity currencies, and global economic developments
Jan J. J. Groen; Paolo A. Pesenti
发表日期2010-02-25
出版年2010
语种英语
摘要In this paper we seek to produce forecasts of commodity price movements that can systematically improve on naive statistical benchmarks, and revisit the forecasting performance of changes in commodity currencies as efficient predictors of commodity prices, a view emphasized in the recent literature. In addition, we consider different types of factor-augmented models that use information from a large data set containing a variety of indicators of supply and demand conditions across major developed and developing countries. These factor-augmented models use either standard principal components or partial least squares (PLS) regression to extract dynamic factors from the data set. Our forecasting analysis considers ten alternative indices and sub-indices of spot prices for three different commodity classes across different periods. We find that the exchange rate-based model and especially the PLS factor-augmented model are more prone to outperform the naive statistical benchmarks. However, across our range of commodity price indices we are not able to generate out-of-sample forecasts that, on average, are systematically more accurate than predictions based on a random walk or autoregressive specifications.
主题Econometrics ; Estimation Methods ; International Economics ; International Macroeconomics
URLhttps://www.nber.org/papers/w15743
来源智库National Bureau of Economic Research (United States)
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条目标识符http://119.78.100.153/handle/2XGU8XDN/573443
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Jan J. J. Groen,Paolo A. Pesenti. Commodity prices, commodity currencies, and global economic developments. 2010.
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