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Risk evolution along the oil and gas industry chain: Insights from text mining analysis

Author

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  • Feng, Shanshan
  • Ma, Ke
  • Cheng, Gongpin

Abstract

Focusing on five critical stages, this study uses text mining and topic modeling to analyze the evolving risks in the oil and gas industry chain (2019–2023). Findings highlight the COVID-19 pandemic and global energy transition as key drivers transforming localized risks into complex, multidimensional challenges. The phased risk analysis framework offers valuable insights for energy finance policymakers, providing a strategic guide to managing evolving risks effectively and ensuring competitiveness and long-term sustainability in a volatile global energy market.

Suggested Citation

  • Feng, Shanshan & Ma, Ke & Cheng, Gongpin, 2025. "Risk evolution along the oil and gas industry chain: Insights from text mining analysis," Finance Research Letters, Elsevier, vol. 75(C).
    • Handle: RePEc:eee:finlet:v:75:y:2025:i:c:s1544612325000789
    DOI: 10.1016/j.frl.2025.106813
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