Productivity Gaps and Global Systematic Risk Exposure: Pricing Country-Industry Portfolios

Punit Anand, Ronald J. Balvers
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Abstract

Shocks transmitted from productivity leaders to lagging economies are systematic sources of risk. Global technology and knowledge diffusion leads to predictable patterns in productivity dynamics across countries and industries. Technology gaps determine the level of exposure to the systematic productivity shocks. Firms in a country-industry with larger technology gaps relative to the world leader are more dependent on the leader’s innovations compared to their own productivity improvements. They thus have higher loadings on the leader productivity shocks and higher average stock returns. For OECD panel data, a country-industry’s technology gap significantly predicts the stock returns of the country-industry: holding the quintile of country-industry portfolios with the largest gaps and shorting the quintile with the smallest gaps generates annual returns of 9.8% (6.7% after risk adjustment with standard factors). A factor representing the technological productivity gap explains country-industry portfolio returns substantially better than standard factor models. Loadings on leader-country productivity shocks have substantial correlation with technology gaps, and leader productivity shocks are more important for stock returns than idiosyncratic productivity shocks. These findings support that the technology gaps and associated higher average returns are indeed linked to systematic risk.
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生产率差距和全球系统性风险暴露:定价国家-行业组合
从生产率领先经济体向落后经济体传递的冲击是系统性的风险来源。全球技术和知识的扩散导致了各国和各行业生产率动态的可预测模式。技术差距决定了受到系统性生产率冲击的程度。与世界领先者相比,技术差距较大的国家(行业)的企业更依赖于领先者的创新,而不是自身生产率的提高。因此,他们对领导者生产率冲击的负荷更高,平均股票回报率也更高。对于OECD面板数据,国家-行业的技术差距显著地预测了国家-行业的股票收益:持有差距最大的五分之一的国家-行业投资组合,做空差距最小的五分之一,年回报率为9.8%(经标准因素风险调整后为6.7%)。代表技术生产率差距的一个因素比标准因素模型更能解释国家-行业组合回报。领导者-国家生产率冲击的负荷与技术差距有实质性的相关性,领导者生产率冲击对股票收益的影响比特殊生产率冲击更重要。这些发现表明,技术差距和相关的较高平均回报确实与系统性风险有关。
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