Automation, Trade Policy Uncertainty, and Export Composition

We examine whether pre-existing automation shapes the response of export composition to trade policy uncertainty. We are developing a heterogeneous firm model in which technology can reduce baseline operating costs and attenuate the transmission of adverse shocks into costs, thereby moderating firms' export quantity and quality responses under specified conditions. Using data for five manufacturing economies over 2012-2023, we examine the interaction between lagged industrial-robot exposure and a common U.S. trade policy uncertainty index. The baseline results indicate that economies with greater robot exposure exhibit a more favorable response of the high-technology share of manufactured exports. Export value estimates suggest that this pattern reflects the relative resilience of high-technology exports, with more negative differential responses among other manufactured exports. These estimates do not establish an absolute expansion in high-technology exports or within-product quality upgrading. Although the baseline interaction remains statistically significant under alternative small-sample inference procedures, it becomes statistically insignificant when country-specific trends are included or China is excluded. The findings point to a conditional association between embodied automation and export composition under trade policy uncertainty.

Authors

Publication Details

Journal
The Singapore Economic Review
Published
2026-10-28
DOI
https://doi.org/10.1142/s0217590826400175
Primary Topic
Global trade and economics
Type
article
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article

Automation, Trade Policy Uncertainty, and Export Composition

Xing Sheng Xu, 夏阳, Ming Zhang, Jianfei Zhou
2 links
The Singapore Economic Review
Global trade and economics
article

Automation, Trade Policy Uncertainty, and Export Composition

Xing Sheng Xu, 夏阳, Ming Zhang, Jianfei Zhou
article en

Abstract

We examine whether pre-existing automation shapes the response of export composition to trade policy uncertainty. We are developing a heterogeneous firm model in which technology can reduce baseline operating costs and attenuate the transmission of adverse shocks into costs, thereby moderating firms' export quantity and quality responses under specified conditions. Using data for five manufacturing economies over 2012-2023, we examine the interaction between lagged industrial-robot exposure and a common U.S. trade policy uncertainty index. The baseline results indicate that economies with greater robot exposure exhibit a more favorable response of the high-technology share of manufactured exports. Export value estimates suggest that this pattern reflects the relative resilience of high-technology exports, with more negative differential responses among other manufactured exports. These estimates do not establish an absolute expansion in high-technology exports or within-product quality upgrading. Although the baseline interaction remains statistically significant under alternative small-sample inference procedures, it becomes statistically insignificant when country-specific trends are included or China is excluded. The findings point to a conditional association between embodied automation and export composition under trade policy uncertainty.

The Singapore Economic Review
Decent work and economic growth, Industry, innovation and infrastructure
Openalex Percentile: Top 6%
Global trade and economics
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Automation, Trade Policy Uncertainty, and Export Composition — Xing Sheng Xu, 夏阳, et al. · The Singapore Economic Review (2026) | TGRS Research Map | TGRS