Data empowerment: Market-based allocation of data elements and shaping enterprise resilience

In the face of complex and volatile internal and external environments, shaping corporate resilience under the new normal of crisis scenarios holds significant importance. Using the establishment of regional data trading platforms as a quasi-natural experiment for the market-based allocation of data elements, this study delves into the relationship between data elements and corporate resilience. The research reveals that the market-based allocation of data effectively enhances corporate resilience, primarily through improved credit accessibility, reduced supply chain dependency, and strengthened innovation incentives. Heterogeneity analysis indicates that this impact is more pronounced for small-scale enterprises, manufacturing firms, and companies operating in highly complex and uncertain external environments. Further analysis indicates that the market-based allocation of data elements can synergize with logistics standardization efforts, with their combined interaction jointly promoting enhanced corporate resilience. These findings provide crucial intellectual support and policy insights for accelerating the development of data element markets and shaping corporate resilience.

Authors

Publication Details

Journal
Zhongguo ruankexue
Published
2025-12-01
DOI
https://doi.org/10.3724/1005-0566.20251215
Primary Topic
Supply Chain Resilience and Risk Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Data empowerment: Market-based allocation of data elements and shaping enterprise resilience

Tianrong YUAN, Peiwen ZHANG, Cheng GU, Shushan ZHANG
Zhongguo ruankexue
Supply Chain Resilience and Risk Management
article

Data empowerment: Market-based allocation of data elements and shaping enterprise resilience

Tianrong YUAN, Peiwen ZHANG, Cheng GU, Shushan ZHANG
article en

Abstract

In the face of complex and volatile internal and external environments, shaping corporate resilience under the new normal of crisis scenarios holds significant importance. Using the establishment of regional data trading platforms as a quasi-natural experiment for the market-based allocation of data elements, this study delves into the relationship between data elements and corporate resilience. The research reveals that the market-based allocation of data effectively enhances corporate resilience, primarily through improved credit accessibility, reduced supply chain dependency, and strengthened innovation incentives. Heterogeneity analysis indicates that this impact is more pronounced for small-scale enterprises, manufacturing firms, and companies operating in highly complex and uncertain external environments. Further analysis indicates that the market-based allocation of data elements can synergize with logistics standardization efforts, with their combined interaction jointly promoting enhanced corporate resilience. These findings provide crucial intellectual support and policy insights for accelerating the development of data element markets and shaping corporate resilience.

Zhongguo ruankexueVol. 40(12)
Industry, innovation and infrastructure
Openalex Percentile: Top 16%
Supply Chain Resilience and Risk Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.