Factors of predictive power for metal commodities

IF 3.9 3区 经济学 Q1 BUSINESS, FINANCE North American Journal of Economics and Finance Pub Date : 2025-01-01 Epub Date: 2024-11-28 DOI:10.1016/j.najef.2024.102309
Patric Papenfuß, Amelie Schischke, Andreas Rathgeber
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Abstract

There are numerous forecasting studies on commodity prices using various micro- and macroeconomic indicator sets. However, commodity markets have undergone a substantial transformation in the last 20 years, with periods of the financialization, and possibly also a de-financialization, which should also be reflected in the commodity price forecasts. To identify the changes in price predictors and determinants, we individually forecast 24 metal prices one-month ahead in the pre- and post financial crisis period, where we identify the autoregressive price components having a large impact across all commodities and periods. However, interest rates are of larger impact in the first sub-sample, whereas commodity- and financial market indices are dominating in the second sub-sample. Further, we perform an out-of-sample forecast over the entire timespan, where we are able to significantly outperform the predefined benchmark forecast models, a random-walk and a random-walk with drift, in 12 of the 24 cases.
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金属商品预测能力的因素
有许多关于商品价格的预测研究使用各种微观和宏观经济指标集。然而,商品市场在过去20年中经历了重大转变,有金融化时期,也可能有去金融化时期,这也应该反映在商品价格预测中。为了确定价格预测因素和决定因素的变化,我们分别预测了金融危机前后一个月的24种金属价格,其中我们确定了对所有商品和时期都有重大影响的自回归价格成分。然而,利率对第一个子样本的影响更大,而商品和金融市场指数在第二个子样本中占主导地位。此外,我们在整个时间范围内执行样本外预测,在24种情况中的12种情况下,我们能够显著优于预定义的基准预测模型,随机漫步和随机漫步。
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来源期刊
CiteScore
7.30
自引率
8.30%
发文量
168
期刊介绍: The focus of the North-American Journal of Economics and Finance is on the economics of integration of goods, services, financial markets, at both regional and global levels with the role of economic policy in that process playing an important role. Both theoretical and empirical papers are welcome. Empirical and policy-related papers that rely on data and the experiences of countries outside North America are also welcome. Papers should offer concrete lessons about the ongoing process of globalization, or policy implications about how governments, domestic or international institutions, can improve the coordination of their activities. Empirical analysis should be capable of replication. Authors of accepted papers will be encouraged to supply data and computer programs.
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