National Output and Market Return Integration of G-7 Countries: A Perspective from Principal Component Analysis

Galin Todorov
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Abstract

This study explores the evolution of integration in output trends, cycles, and market returns for G-7 countries. We use unobserved component model to decompose national output levels and identify quantitatively significant trend and cycle components. For all countries, trend components dominate both in terms of magnitude and importance due to the permanent nature of the shocks they capture. Using principal component analysis, we reveal the existence of common factors driving the volatility in trends, cycles, and market returns. A central contribution of our work is the construction of quantifiable measures of output trend, cycle, and market return integration, referred to as indices of integration. Our indices display high volatility with no trend. In addition, a null hypothesis for white noise could not be rejected for the trend and cycle integration indices. Our study is not able to establish a relationship between integration and national output and market return levels.
七国集团国家产出与市场回报一体化:基于主成分分析的视角
本研究探讨了七国集团国家在产出趋势、周期和市场回报方面一体化的演变。我们使用未观察到的成分模型来分解国家产出水平,并在数量上确定显著的趋势和周期成分。对于所有国家来说,趋势因素在规模和重要性上都占主导地位,因为它们所反映的冲击具有永久性。利用主成分分析,我们揭示了驱动趋势、周期和市场回报波动的共同因素的存在。我们工作的核心贡献是构建产出趋势、周期和市场回报整合的量化指标,即整合指数。我们的指数显示高波动性,没有趋势。此外,对于趋势和周期积分指标,不能拒绝白噪声的零假设。我们的研究无法建立一体化与国家产出和市场回报水平之间的关系。
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