From uncertainty to innovation: how energy uncertainty fuels R&D activities

This study investigates how energy uncertainty relates to corporate innovation in China, where rising energy volatility and sustainability concerns have intensified firms’ strategic responses to external uncertainty. Using panel regression analyses, we find that high energy uncertainty is positively associated with firms’ R&D activities, suggesting that firms respond proactively to energy-related risks by increasing innovation efforts rather than reducing them. We further identify the cost of goods sold as a potential channel, indicating that rising input costs may incentivize firms to pursue innovation to improve operational efficiency and productivity. This positive relationship is significantly stronger among state-owned enterprises and firms located in low-carbon pilot cities, highlighting the important moderating role of institutional support and environmental policy. Extending the analysis to patenting activity, we find consistent evidence that energy uncertainty increases both green and non-green patent outputs. Overall, our findings have policy implications for the role of institutional support and sustainability-oriented policies in promoting innovation in uncertain energy conditions.

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Publication Details

Journal
Applied Economics
Published
2026-10-28
DOI
https://doi.org/10.1080/00036846.2026.2748520
Primary Topic
Firm Innovation and Growth
Type
article
Field-Weighted Citation Impact
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article

From uncertainty to innovation: how energy uncertainty fuels R&D activities

Xinhui Huang, Lukai Yang, Steven Shu-Hsiu Chen
1 links
Applied Economics
Firm Innovation and Growth
article

From uncertainty to innovation: how energy uncertainty fuels R&D activities

Xinhui Huang, Lukai Yang, Steven Shu-Hsiu Chen
article en

Abstract

This study investigates how energy uncertainty relates to corporate innovation in China, where rising energy volatility and sustainability concerns have intensified firms’ strategic responses to external uncertainty. Using panel regression analyses, we find that high energy uncertainty is positively associated with firms’ R&D activities, suggesting that firms respond proactively to energy-related risks by increasing innovation efforts rather than reducing them. We further identify the cost of goods sold as a potential channel, indicating that rising input costs may incentivize firms to pursue innovation to improve operational efficiency and productivity. This positive relationship is significantly stronger among state-owned enterprises and firms located in low-carbon pilot cities, highlighting the important moderating role of institutional support and environmental policy. Extending the analysis to patenting activity, we find consistent evidence that energy uncertainty increases both green and non-green patent outputs. Overall, our findings have policy implications for the role of institutional support and sustainability-oriented policies in promoting innovation in uncertain energy conditions.

Applied Economics
Texas A&M International University (US), Western Washington University (US), University of Maine (US)
Industry, innovation and infrastructure, Affordable and clean energy, Climate action
Openalex Percentile: Top 9%
Firm Innovation and Growth
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From uncertainty to innovation: how energy uncertainty fuels R&D activities — Xinhui Huang, Lukai Yang, et al. · Applied Economics (2026) | TGRS Research Map | TGRS