Navigating the “twin titans” of global manufacturing: The impact of US and China on industrial production forecasting in G20 nations

IF 4.8 2区 经济学 Q1 BUSINESS, FINANCE
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Abstract

This study shows the influence of the US and China, the world's manufacturing powerhouses, over the performance of the manufacturing sector of G20 countries from the lens of forecasting. Building upon the Bayesian Additive Regression Tree (BART) with Vector autoregression (VAR) and Stochastic Volatility (SV) augmentations, the study forecasts the IPI (Industrial Production Index) of G20 countries and checks whether the addition of US or China data results in any superior forecast. Initial findings highlight a significant interconnectedness between the IPIs of the US and China and those of G20 nations. The empirical findings suggest an increase in the forecast accuracy of many member nations' IPI with the addition of US and China's data for both point and density forecasts. Furthermore, US data offer an overall advantage in the forecast, particularly for developed economies. China's influence is primarily observed in nations where it maintains robust trade relationships. The study provides valuable insights into the dynamics of global manufacturing. It highlights the importance of considering the role of major players such as the US and China when making predictions about future trends.

驾驭全球制造业的 "双巨头":美国和中国对 G20 国家工业生产预测的影响
本研究从预测的角度展示了美国和中国这两个世界制造业强国对二十国集团(G20)国家制造业表现的影响。该研究以贝叶斯加性回归树(BART)为基础,通过向量自回归(VAR)和随机波动率(SV)增强,预测了 G20 国家的工业生产指数(IPI),并检验了添加美国或中国数据是否会带来更优的预测结果。初步研究结果表明,美国和中国的工业生产指数与 G20 国家的工业生产指数之间存在显著的相互关联性。实证研究结果表明,在点预测和密度预测中加入美国和中国的数据后,许多成员国的 IPI 预测准确率都有所提高。此外,美国数据在预测方面具有整体优势,尤其是对发达经济体而言。中国的影响力主要体现在其保持稳健贸易关系的国家。这项研究为了解全球制造业的动态提供了宝贵的见解。它强调了在预测未来趋势时考虑美国和中国等主要参与者的作用的重要性。
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来源期刊
Pacific-Basin Finance Journal
Pacific-Basin Finance Journal BUSINESS, FINANCE-
CiteScore
6.80
自引率
6.50%
发文量
157
期刊介绍: The Pacific-Basin Finance Journal is aimed at providing a specialized forum for the publication of academic research on capital markets of the Asia-Pacific countries. Primary emphasis will be placed on the highest quality empirical and theoretical research in the following areas: • Market Micro-structure; • Investment and Portfolio Management; • Theories of Market Equilibrium; • Valuation of Financial and Real Assets; • Behavior of Asset Prices in Financial Sectors; • Normative Theory of Financial Management; • Capital Markets of Development; • Market Mechanisms.
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