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Exploring the transmission pathway of “Data-Finance” synergistic clustering on corporate economic adaptability: Evidence from quasi-experimental analysis in national Big Data Pilot Zones

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  • Xu, Jing
  • Xu, Wudi

Abstract

Under the dual impetus of digital transformation and financial deepening, data has become a critical driver of economic development. This study, set against the backdrop of national big data comprehensive pilot zones, utilizes data from Chinese listed companies spanning 2011–2022. Employing a multi - period difference - in - differences method, it thoroughly examines the impact of “Data + Finance” dual agglomeration on corporate economic resilience, which encompasses growth resilience and volatility resilience. The research findings reveal that data factor agglomeration significantly enhances both corporate economic growth resilience and volatility resilience. Financial agglomeration, on the other hand, primarily exerts a positive impact on economic growth resilience, with little discernible effect on volatility resilience. Mediating effect analysis indicates that data factor agglomeration indirectly strengthens corporate economic growth resilience by promoting financial agglomeration. Further heterogeneity analysis uncovers significant differences in the positive effects of data factor agglomeration and the mediating role of financial agglomeration across firms of varying scales and industries (high - tech and non - high - tech). This study not only provides empirical evidence on the impact of “Data + Finance” dual agglomeration on corporate economic resilience but also offers strategic guidance for enterprises to enhance resilience and address challenges in the digital economy era. It holds profound significance for promoting the deep integration of the digital economy with the real economy.

Suggested Citation

  • Xu, Jing & Xu, Wudi, 2025. "Exploring the transmission pathway of “Data-Finance” synergistic clustering on corporate economic adaptability: Evidence from quasi-experimental analysis in national Big Data Pilot Zones," International Review of Economics & Finance, Elsevier, vol. 101(C).
    • Handle: RePEc:eee:reveco:v:101:y:2025:i:c:s105905602500396x
    DOI: 10.1016/j.iref.2025.104233
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    1. Patel, Ritesh & Goodell, John W. & Oriani, Marco Ercole & Paltrinieri, Andrea & Yarovaya, Larisa, 2022. "A bibliometric review of financial market integration literature," International Review of Financial Analysis, Elsevier, vol. 80(C).
    2. Mu, Weiwei & Liu, Kefu & Tao, Yunqing & Ye, Yongwei, 2023. "Digital finance and corporate ESG," Finance Research Letters, Elsevier, vol. 51(C).
    3. Guo, Yanhong & Li, Ping & Li, Aihua, 2021. "Tail risk contagion between international financial markets during COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 73(C).
    4. Huang, Yao & Ma, Yueru & Ou, Jie & Ma, Jian, 2024. "Capital or burden? The impact of social networks on elderly care services consumption: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 94(C).
    5. Wang, Jingjing & Wang, Xiaoyang, 2021. "COVID-19 and financial market efficiency: Evidence from an entropy-based analysis," Finance Research Letters, Elsevier, vol. 42(C).
    6. Beirne, John & Renzhi, Nuobu & Volz, Ulrich, 2021. "Feeling the heat: Climate risks and the cost of sovereign borrowing," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 920-936.
    7. Amar, Amine Ben & Belaid, Fateh & Youssef, Adel Ben & Chiao, Benjamin & Guesmi, Khaled, 2021. "The unprecedented reaction of equity and commodity markets to COVID-19," Finance Research Letters, Elsevier, vol. 38(C).
    8. Mirza, Nawazish & Abbas Rizvi, Syed Kumail & Saba, Irum & Naqvi, Bushra & Yarovaya, Larisa, 2022. "The resilience of Islamic equity funds during COVID-19: Evidence from risk adjusted performance, investment styles and volatility timing," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 276-295.
    9. Au Yong, Hue Hwa & Laing, Elaine, 2021. "Stock market reaction to COVID-19: Evidence from U.S. Firms’ International exposure," International Review of Financial Analysis, Elsevier, vol. 76(C).
    10. Khan, Ashraf & Goodell, John W. & Hassan, M. Kabir & Paltrinieri, Andrea, 2022. "A bibliometric review of finance bibliometric papers," Finance Research Letters, Elsevier, vol. 47(PA).
    11. Bruna, Maria Giuseppina & Lahouel, Béchir Ben, 2022. "CSR & financial performance: Facing methodological and modeling issues commentary paper to the eponymous FRL article collection," Finance Research Letters, Elsevier, vol. 44(C).
    12. Feng, Jingwen & Goodell, John W. & Shen, Dehua, 2022. "ESG rating and stock price crash risk: Evidence from China," Finance Research Letters, Elsevier, vol. 46(PB).
    13. Aracil, Elisa & Nájera-Sánchez, Juan-José & Forcadell, Francisco Javier, 2021. "Sustainable banking: A literature review and integrative framework," Finance Research Letters, Elsevier, vol. 42(C).
    14. Shahzad, Syed Jawad Hussain & Naeem, Muhammad Abubakr & Peng, Zhe & Bouri, Elie, 2021. "Asymmetric volatility spillover among Chinese sectors during COVID-19," International Review of Financial Analysis, Elsevier, vol. 75(C).
    15. Broadstock, David C. & Chan, Kalok & Cheng, Louis T.W. & Wang, Xiaowei, 2021. "The role of ESG performance during times of financial crisis: Evidence from COVID-19 in China," Finance Research Letters, Elsevier, vol. 38(C).
    16. Alexey Nedosekin & Zinaida Abdoulaeva & Evgenii Konnikov & Alexander Zhuk, 2020. "Fuzzy Set Models for Economic Resilience Estimation," Mathematics, MDPI, vol. 8(9), pages 1-16, September.
    17. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    18. Costa, Antonio & Matos, Paulo & da Silva, Cristiano, 2022. "Sectoral connectedness: New evidence from US stock market during COVID-19 pandemics," Finance Research Letters, Elsevier, vol. 45(C).
    19. Brada, Josef C. & Gajewski, Paweł & Kutan, Ali M., 2021. "Economic resiliency and recovery, lessons from the financial crisis for the COVID-19 pandemic: A regional perspective from Central and Eastern Europe," International Review of Financial Analysis, Elsevier, vol. 74(C).
    20. Wellalage, Nirosha Hewa & Kumar, Vijay & Hunjra, Ahmed Imran & Al-Faryan, Mamdouh Abdulaziz Saleh, 2022. "Environmental performance and firm financing during COVID-19 outbreaks: Evidence from SMEs," Finance Research Letters, Elsevier, vol. 47(PA).
    21. Huang, Yao & Ma, Yueru & Yang, Shuwen & Ma, Jian, 2024. "Loneliness, children's support, and demand for socialized elderly services: Empirical findings from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 111-123.
    22. Mensi, Walid & Aslan, Aylin & Vo, Xuan Vinh & Kang, Sang Hoon, 2023. "Time-frequency spillovers and connectedness between precious metals, oil futures and financial markets: Hedge and safe haven implications," International Review of Economics & Finance, Elsevier, vol. 83(C), pages 219-232.
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