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Unleashing the empowered effect of data resource on inclusive green growth: Based on double machine learning

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  • Huang, Zhehao
  • Dong, Hao
  • Liu, Zhaofei
  • Albitar, Khaldoon

Abstract

Inclusive green growth is considered an essential strategy for achieving economic high-quality development, requiring the empowered effect of data resource. We analyze whether data resources drive inclusive green growth using Double Machine Learning (DML) methods on a sample of 301 prefecture-level cities from 2000 to 2021. Our study examines the mediating roles of talent, technology, and capital and explores siphoning and spillover effects. We find that a 1 % increase in data resources correlates with a 2.4 % rise in inclusive green growth. Notably, effects vary by city size, location, and policy timing. Data resources mainly influence growth through talent rather than technology, with capital having a negative mediating effect. Overall, these empirical findings offer valuable policy insights for managers and policymakers, helping them to enhance the intermediary role of talent and capital and to incorporate the siphoning effect into governance strategies.

Suggested Citation

  • Huang, Zhehao & Dong, Hao & Liu, Zhaofei & Albitar, Khaldoon, 2025. "Unleashing the empowered effect of data resource on inclusive green growth: Based on double machine learning," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 1270-1290.
    • Handle: RePEc:eee:ecanpo:v:85:y:2025:i:c:p:1270-1290
    DOI: 10.1016/j.eap.2025.01.018
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    as
    1. Shuming Ren & Lianqing Li & Yueqi Han & Yu Hao & Haitao Wu, 2022. "The emerging driving force of inclusive green growth: Does digital economy agglomeration work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1656-1678, May.
    2. Martin Beraja & David Y Yang & Noam Yuchtman, 2023. "Data-intensive Innovation and the State: Evidence from AI Firms in China," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(4), pages 1701-1723.
    3. Cheng, Maoyong & Qu, Yang, 2023. "The false prosperity and promising future: Effects of data resources on bank efficiency," International Review of Financial Analysis, Elsevier, vol. 89(C).
    4. Charles I. Jones & Christopher Tonetti, 2020. "Nonrivalry and the Economics of Data," American Economic Review, American Economic Association, vol. 110(9), pages 2819-2858, September.
    5. Cong, Lin William & Wei, Wenshi & Xie, Danxia & Zhang, Longtian, 2022. "Endogenous growth under multiple uses of data," Journal of Economic Dynamics and Control, Elsevier, vol. 141(C).
    6. Nicholas Stern & Anna Valero, 2021. "Innovation, growth and the transition to net-zero emissions," POID Working Papers 008, Centre for Economic Performance, LSE.
    7. Ashish Dwivedi & Anirban Ganguly & Sanjoy Kumar Paul, 2024. "Critical success factors for linking digital technologies and circular supply chains," Business Strategy and the Environment, Wiley Blackwell, vol. 33(8), pages 8332-8360, December.
    8. Xiufang Li & Zhiwang Zhang & Lingyun Li & Hui Pan, 2024. "Combining Feature Selection and Classification Using LASSO-Based MCO Classifier for Credit Risk Evaluation," Computational Economics, Springer;Society for Computational Economics, vol. 64(5), pages 2641-2662, November.
    9. Helmut Farbmacher & Martin Huber & Lukáš Lafférs & Henrika Langen & Martin Spindler, 2022. "Causal mediation analysis with double machine learning [Mediation analysis via potential outcomes models]," The Econometrics Journal, Royal Economic Society, vol. 25(2), pages 277-300.
    10. Tao, Ran & Su, Chi-Wei & Naqvi, Bushra & Rizvi, Syed Kumail Abbas, 2022. "Can Fintech development pave the way for a transition towards low-carbon economy: A global perspective," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    11. Zhou, Zhongsheng & Li, Zhuo & Du, Shanzhong & Cao, June, 2024. "Robot adoption and enterprise R&D manipulation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    12. Liu, Yajun & Zhang, Xiuwu & Shen, Yang, 2024. "Technology-driven carbon reduction: Analyzing the impact of digital technology on China's carbon emission and its mechanism," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    13. Olivier Dessaint & Thierry Foucault & Laurent Fresard, 2024. "Does Alternative Data Improve Financial Forecasting? The Horizon Effect," Journal of Finance, American Finance Association, vol. 79(3), pages 2237-2287, June.
    14. Krieger, Bastian & Zipperer, Vera, 2022. "Does green public procurement trigger environmental innovations?," Research Policy, Elsevier, vol. 51(6).
    15. Tamar Meshulam & David Font‐Vivanco & Vered Blass & Tamar Makov, 2023. "Sharing economy rebound: The case of peer‐to‐peer sharing of food waste," Journal of Industrial Ecology, Yale University, vol. 27(3), pages 882-895, June.
    16. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2023. "Foreign direct investment and inclusive green growth in Africa: Energy efficiency contingencies and thresholds," Energy Economics, Elsevier, vol. 117(C).
    17. Bessen, James & Impink, Stephen Michael & Reichensperger, Lydia & Seamans, Robert, 2022. "The role of data for AI startup growth," Research Policy, Elsevier, vol. 51(5).
    18. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Skare, Marinko, 2023. "Asymmetric influence of digital finance, and renewable energy technology innovation on green growth in China," Renewable Energy, Elsevier, vol. 202(C), pages 310-319.
    19. Behl, Abhishek & Gaur, Jighyasu & Pereira, Vijay & Yadav, Rambalak & Laker, Benjamin, 2022. "Role of big data analytics capabilities to improve sustainable competitive advantage of MSME service firms during COVID-19 – A multi-theoretical approach," Journal of Business Research, Elsevier, vol. 148(C), pages 378-389.
    20. Benjamin F. Jones & Xiaojie Liu, 2024. "A Framework for Economic Growth with Capital-Embodied Technical Change," American Economic Review, American Economic Association, vol. 114(5), pages 1448-1487, May.
    21. Luan, Bingjiang & Zou, Hong & Huang, Junbing, 2023. "Digital divide and household energy poverty in China," Energy Economics, Elsevier, vol. 119(C).
    22. Laura Veldkamp, 2023. "Valuing Data as an Asset," Review of Finance, European Finance Association, vol. 27(5), pages 1545-1562.
    23. Xu, Si & Zhang, You & Chen, Lan & Leong, Lin Woon & Muda, Iskandar & Ali, Anis, 2023. "How Fintech and effective governance derive the greener energy transition: Evidence from panel-corrected standard errors approach," Energy Economics, Elsevier, vol. 125(C).
    24. Charoenwong, Ben & Kowaleski, Zachary T. & Kwan, Alan & Sutherland, Andrew G., 2024. "RegTech: Technology-driven compliance and its effects on profitability, operations, and market structure," Journal of Financial Economics, Elsevier, vol. 154(C).
    25. Lisi Tan & Zhuodong Yang & Muhammad Irfan & Chante Jian Ding & Mingjun Hu & Jin Hu, 2024. "Toward low‐carbon sustainable development: Exploring the impact of digital economy development and industrial restructuring," Business Strategy and the Environment, Wiley Blackwell, vol. 33(3), pages 2159-2172, March.
    26. Dagestani, Abd Alwahed & Shang, Yuping & Schneider, Nicolas & Cifuentes-Faura, Javier & Zhao, Xin, 2023. "Porter in China: A quasi-experimental view of market-based environmental regulation effects on firm performance," Energy Economics, Elsevier, vol. 126(C).
    27. Gao, Feng & He, Ziwen, 2024. "Digital economy, land resource misallocation and urban carbon emissions in Chinese resource-based cities," Resources Policy, Elsevier, vol. 91(C).
    28. Liang, Benbo & He, Gailei & Wang, Yuran, 2024. "The digital economy, market integration and environmental gains," Global Finance Journal, Elsevier, vol. 60(C).
    29. Ding, Chante Jian & Chen, Hang & Liu, Yin & Hu, Jin & Hu, Mingjun & Chen, Dong & Irfan, Muhammad, 2024. "Unleashing digital empowerment: Pioneering low-carbon development through the broadband China strategy," Energy, Elsevier, vol. 295(C).
    30. Gao, Jing & Zhang, Wanfei & Guan, Tao & Feng, Qiuhong & Mardani, Abbas, 2023. "The effect of manufacturing agent heterogeneity on enterprise innovation performance and competitive advantage in the era of digital transformation," Journal of Business Research, Elsevier, vol. 155(PA).
    31. Panle Jia Barwick & Shanjun Li & Liguo Lin & Eric Yongchen Zou, 2024. "From Fog to Smog: The Value of Pollution Information," American Economic Review, American Economic Association, vol. 114(5), pages 1338-1381, May.
    32. Shi, Xianwei & Shi, Yongjiang, 2022. "Unpacking the process of resource allocation within an entrepreneurial ecosystem," Research Policy, Elsevier, vol. 51(9).
    33. Wang, Yanan & Yin, Shiwen & Fang, Xiaoli & Chen, Wei, 2022. "Interaction of economic agglomeration, energy conservation and emission reduction: Evidence from three major urban agglomerations in China," Energy, Elsevier, vol. 241(C).
    34. Simona Abis & Laura Veldkamp, 2024. "The Changing Economics of Knowledge Production," The Review of Financial Studies, Society for Financial Studies, vol. 37(1), pages 89-118.
    35. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    36. Fabrizi, Andrea & Guarini, Giulio & Meliciani, Valentina, 2018. "Green patents, regulatory policies and research network policies," Research Policy, Elsevier, vol. 47(6), pages 1018-1031.
    37. Yang, Jun & Yang, Dingjian & Cheng, Jixin, 2024. "The non-rivalry of data, directed technical change and the environment: A theoretical study incorporating data as a production factor," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 417-448.
    38. Xiuxiu Jiang & Xia Wang & Jia Ren & Zhimin Xie, 2023. "Digital economy, agglomeration, and entrepreneurship in Chinese cities," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(1), pages 359-370, January.
    39. Wang, Lei & Ramsey, Thomas Stephen, 2024. "Digital divide and environmental pressure: A countermeasure on the embodied carbon emissions in FDI," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    40. Sariyer, Gorkem & Mangla, Sachin Kumar & Kazancoglu, Yigit & Jain, Vranda & Ataman, Mustafa Gokalp, 2023. "Data-driven decision making for modelling covid-19 and its implications: A cross-country study," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    41. Ritala, Paavo & Keränen, Joona & Fishburn, Jessica & Ruokonen, Mika, 2024. "Selling and monetizing data in B2B markets: Four data-driven value propositions," Technovation, Elsevier, vol. 130(C).
    42. Naysary, Babak & Shrestha, Keshab, 2024. "Financial technology and ESG market: A wavelet-DCC GARCH approach," Research in International Business and Finance, Elsevier, vol. 71(C).
    43. Wen Chen & Changyi Zhu & Qi Cheung & Siying Wu & Jun Zhang & Jia Cao, 2024. "How does digitization enable green innovation? Evidence from Chinese listed companies," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 3832-3854, July.
    44. Sun, Pengfei & Yuan, Chunhui & Li, Xiaolong & Di, Jia, 2024. "Big data analytics, firm risk and corporate policies: Evidence from China," Research in International Business and Finance, Elsevier, vol. 70(PB).
    45. Zhang, Yingying & Wang, Xinpeng & Feng, Nianqiao, 2024. "The path of green finance to promote the realization of low-carbon economic transformation under the carbon peaking and carbon neutrality goals: Theoretical model and empirical analysis," International Review of Financial Analysis, Elsevier, vol. 94(C).
    46. Liu, Xiaoqian & Cifuentes-Faura, Javier & Zhao, Shikuan & Wang, Long, 2023. "Government environmental attention and carbon emissions governance: Firm-level evidence from China," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 121-142.
    47. Huynh, Minh-Tay & Nippa, Michael & Aichner, Thomas, 2023. "Big data analytics capabilities: Patchwork or progress? A systematic review of the status quo and implications for future research," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    48. Dong, Kangyin & Liu, Yang & Wang, Jianda & Dong, Xiucheng, 2024. "Is the digital economy an effective tool for decreasing energy vulnerability? A global case," Ecological Economics, Elsevier, vol. 216(C).
    49. Albitar, Khaldoon & Al-Shaer, Habiba & Liu, Yang Stephanie, 2023. "Corporate commitment to climate change: The effect of eco-innovation and climate governance," Research Policy, Elsevier, vol. 52(2).
    50. Stern, Nicholas & Sivropoulos-Valero, Anna Valero, 2021. "Innovation, growth and the transition to net-zero emissions," LSE Research Online Documents on Economics 114385, London School of Economics and Political Science, LSE Library.
    51. Wang, Li & Wu, Yuhan & Huang, Zeyu & Wang, Yanan, 2024. "Big data application and corporate investment decisions: Evidence from A-share listed companies in China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    52. Sumit Agarwal & Pulak Ghosh & Tianyue Ruan & Yunqi Zhang, 2024. "Transient Customer Response to Data Breaches of Their Information," Management Science, INFORMS, vol. 70(6), pages 4105-4114, June.
    53. Yu, Hongyang & Wang, Jinchao & Xu, Jiajun, 2023. "Assessing the role of digital economy agglomeration in energy conservation and emission reduction: Evidence from China," Energy, Elsevier, vol. 284(C).
    54. Nicholas Stern & Anna Valero, 2021. "Innovation, growth and the transition to net-zero emissions," CEP Discussion Papers dp1773, Centre for Economic Performance, LSE.
    55. Chotia, Varun & Cheng, Yue & Agarwal, Reeti & Vishnoi, Sushant Kumar, 2024. "AI-enabled Green Business Strategy: Path to carbon neutrality via environmental performance and green process innovation," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    56. Stern, Nicholas & Valero, Anna, 2021. "Innovation, growth and the transition to net-zero emissions," Research Policy, Elsevier, vol. 50(9).
    57. Liu, Xiaoqian & Cifuentes-Faura, Javier & Zhao, Shikuan & Wang, Long, 2024. "The impact of government environmental attention on firms’ ESG performance: Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PA).
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