Digital technology risk exposure and corporate key core technology innovation

Abstract Achieving breakthroughs in key core technologies is a strategic necessity for Chinese firms to safeguard national security and gain the initiative in global competition in the digital economy era. Using a sample of Chinese A-share listed firms from 2012 to 2024, this study investigates the impact of digital technology risk exposure ( DTRE ) on corporate key core technology innovation ( KCTI ). We employ a Chinese domestic Large Language Model (LLM) DeepSeek, combining FinBERT to construct firm-level indicators of DTRE . Empirical results show that DTRE significantly suppresses KCTI , and such conclusion remains after a series of robustness tests. We reveal that DTRE acts as a strategic threat, bringing about external information environment deterioration and industry‑research collaboration blockage mechanisms. Further heterogeneity analysis reveals that the suppressive effect of such risk exposure is particularly pronounced among profit-oriented firms, firms with weak industry reputation, and non-state-owned enterprises. Additionally, we conduct a quasi-natural experiment through Data Management Capability Maturity Assessment Model (DCMM) certification in the Chinese context, and find that mature DTRE governance capabilities can significantly promote KCTI .

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Publication Details

Journal
Digital Economy and Sustainable Development
Published
2026-09-28
DOI
https://doi.org/10.1007/s44265-026-00088-7
Primary Topic
Supply Chain Resilience and Risk Management
Type
article
Field-Weighted Citation Impact
0.00

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article

Digital technology risk exposure and corporate key core technology innovation

Mingyu Liu, Liangliang Han, Hong Xia Pan, Kangkang Wang et al.
Digital Economy and Sustainable Development
Supply Chain Resilience and Risk Management
article

Digital technology risk exposure and corporate key core technology innovation

Mingyu Liu, Liangliang Han, Hong Xia Pan, Kangkang Wang, Ge Zhang
article en

Abstract

Abstract Achieving breakthroughs in key core technologies is a strategic necessity for Chinese firms to safeguard national security and gain the initiative in global competition in the digital economy era. Using a sample of Chinese A-share listed firms from 2012 to 2024, this study investigates the impact of digital technology risk exposure ( DTRE ) on corporate key core technology innovation ( KCTI ). We employ a Chinese domestic Large Language Model (LLM) DeepSeek, combining FinBERT to construct firm-level indicators of DTRE . Empirical results show that DTRE significantly suppresses KCTI , and such conclusion remains after a series of robustness tests. We reveal that DTRE acts as a strategic threat, bringing about external information environment deterioration and industry‑research collaboration blockage mechanisms. Further heterogeneity analysis reveals that the suppressive effect of such risk exposure is particularly pronounced among profit-oriented firms, firms with weak industry reputation, and non-state-owned enterprises. Additionally, we conduct a quasi-natural experiment through Data Management Capability Maturity Assessment Model (DCMM) certification in the Chinese context, and find that mature DTRE governance capabilities can significantly promote KCTI .

Digital Economy and Sustainable DevelopmentVol. 4(1)
Liaoning University (CN), William Paterson University (US)
Liaoning University
Industry, innovation and infrastructure
Openalex Percentile: Top 8%
Supply Chain Resilience and Risk Management
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Digital technology risk exposure and corporate key core technology innovation — Mingyu Liu, Liangliang Han, et al. · Digital Economy and Sustainable Development (2026) | TGRS Research Map | TGRS