Whether and how automation mitigates firm’s risk?

Automation has become a central driver of corporate operational transformation, yet its implications for firms’ exposure to aggregate economic shocks remain unexplored. Utilizing a panel of Chinese A-share listed firms from 2000 to 2024, we find a negative association between automation penetration and systematic risk across a series of robustness checks. The decline in systematic risk can be attributed to the reduced labour cost rigidity and enhanced production flexibility entailed by automation. Furthermore, we document risk-mitigating effects among industry and provincial peers. Overall, our findings highlight a risk dimension of corporate technological transformation that automation is not only an operational technology but also a potential means of reducing firms’ exposure to market-wide shocks.

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Publication Details

Journal
Applied Economics
Published
2026-10-05
DOI
https://doi.org/10.1080/00036846.2026.2739569
Primary Topic
Firm Innovation and Growth
Type
article
Field-Weighted Citation Impact
0.00
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article

Whether and how automation mitigates firm’s risk?

Qi Zhu, Jiacheng Yang, YUXUAN HUANG, Sangzhi Zhu
Applied Economics
Firm Innovation and Growth
article

Whether and how automation mitigates firm’s risk?

Qi Zhu, Jiacheng Yang, YUXUAN HUANG, Sangzhi Zhu
article en

Abstract

Automation has become a central driver of corporate operational transformation, yet its implications for firms’ exposure to aggregate economic shocks remain unexplored. Utilizing a panel of Chinese A-share listed firms from 2000 to 2024, we find a negative association between automation penetration and systematic risk across a series of robustness checks. The decline in systematic risk can be attributed to the reduced labour cost rigidity and enhanced production flexibility entailed by automation. Furthermore, we document risk-mitigating effects among industry and provincial peers. Overall, our findings highlight a risk dimension of corporate technological transformation that automation is not only an operational technology but also a potential means of reducing firms’ exposure to market-wide shocks.

Applied Economics
Central South University (CN), Hunan University of Finance and Economics (CN)
Openalex Percentile: Top 7%
Firm Innovation and Growth
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Whether and how automation mitigates firm’s risk? — Qi Zhu, Jiacheng Yang, et al. · Applied Economics (2026) | TGRS Research Map | TGRS