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Effect of Digital Silk Road and innovation heterogeneity on digital economy growth across 29 countries: New evidence from PSM-DID

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  • Ghimire, Amogh
  • Ali, Sajjad
  • Long, Xingle
  • Chen, Lili
  • Sun, Jiayi

Abstract

Digital Silk Road (DSR) initiated in 2015 aimed to foster industry collaboration within high-tech sectors. We compare different effects of the Digital Silk Road and innovation heterogeneity on digital economy growth between 9 treatment and 20 control countries via propensity score matching (PSM)-DID (difference-in-differences) methodology. The PSM-DID approach have the merits to address the differences biases between treatment and controlled groups, while embracing the complex dimensions of individual heterogeneity. Furthermore, we also explore the different effects of institutions innovation (INS), human capital and research innovation (HCR), infrastructure innovation (INF), market sophistication innovation (MAS), and business sophistication innovation (BUS) on the digital economy. Notably, the investigation also probes the interactions that transpire between human capital & research innovation and different innovation on the digital economy. The DID regression revealed that policy shock of DSR has exerted a discernibly positive effect on the digital economy. Infrastructure innovation improved digital economy. Human capital and research innovation also enhanced digital economy. Business sophistication innovation promotes the increase of the digital economy.

Suggested Citation

  • Ghimire, Amogh & Ali, Sajjad & Long, Xingle & Chen, Lili & Sun, Jiayi, 2024. "Effect of Digital Silk Road and innovation heterogeneity on digital economy growth across 29 countries: New evidence from PSM-DID," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
  • Handle: RePEc:eee:tefoso:v:198:y:2024:i:c:s0040162523006728
    DOI: 10.1016/j.techfore.2023.122987
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    as
    1. Cainelli, Giulio & D’Amato, Alessio & Mazzanti, Massimiliano, 2020. "Resource efficient eco-innovations for a circular economy: Evidence from EU firms," Research Policy, Elsevier, vol. 49(1).
    2. Pan, Wenrong & Xie, Tao & Wang, Zhuwang & Ma, Lisha, 2022. "Digital economy: An innovation driver for total factor productivity," Journal of Business Research, Elsevier, vol. 139(C), pages 303-311.
    3. Jia, Ruining & Shao, Shuai & Yang, Lili, 2021. "High-speed rail and CO2 emissions in urban China: A spatial difference-in-differences approach," Energy Economics, Elsevier, vol. 99(C).
    4. Rashid Menhas & Shahid Mahmood & Papel Tanchangya & Muhammad Nabeel Safdar & Safdar Hussain, 2019. "Sustainable Development under Belt and Road Initiative: A Case Study of China-Pakistan Economic Corridor’s Socio-Economic Impact on Pakistan," Sustainability, MDPI, vol. 11(21), pages 1-24, November.
    5. Zhiheng Wu & Guisheng Hou & Baogui Xin, 2020. "Has the Belt and Road Initiative Brought New Opportunities to Countries Along the Routes to Participate in Global Value Chains?," SAGE Open, , vol. 10(1), pages 21582440209, January.
    6. Rim El Khoury & Nohade Nasrallah & Khaled Hussainey, 2022. "Exploring the performance of responsible companies in G20 during the COVID-19 outbreak," Post-Print hal-03761427, HAL.
    7. Mansell, Robin, 2021. "Adjusting to the digital: Societal outcomes and consequences," Research Policy, Elsevier, vol. 50(9).
    8. Wang, Huijuan & Ding, Lin & Guan, Rong & Xia, Yan, 2020. "Effects of advancing internet technology on Chinese employment: a spatial study of inter-industry spillovers," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    9. Zhang, Hua & Xu, Tiantian & Feng, Chao, 2022. "Does public participation promote environmental efficiency? Evidence from a quasi-natural experiment of environmental information disclosure in China," Energy Economics, Elsevier, vol. 108(C).
    10. Kais Mtar & Walid Belazreg, 2021. "Causal Nexus Between Innovation, Financial Development, and Economic Growth: the Case of OECD Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 310-341, March.
    11. Shuzhong Ma & Jiwen Guo & Hongsheng Zhang, 2019. "Policy Analysis and Development Evaluation of Digital Trade: An International Comparison," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 27(3), pages 49-75, May.
    12. Xuehui Han & Jiaqi Su & Jang Ping Thia, 2021. "Impact of infrastructure investment on developed and developing economies," Economic Change and Restructuring, Springer, vol. 54(4), pages 995-1024, November.
    13. Gruber, Harald, 2019. "Proposals for a digital industrial policy for Europe," Telecommunications Policy, Elsevier, vol. 43(2), pages 116-127.
    14. Watanabe, Chihiro & Tou, Yuji & Neittaanmäki, Pekka, 2018. "A new paradox of the digital economy - Structural sources of the limitation of GDP statistics," Technology in Society, Elsevier, vol. 55(C), pages 9-23.
    15. Firth, Lucy & Mellor, David, 2000. "Learning and the new growth theories: policy dilemma," Research Policy, Elsevier, vol. 29(9), pages 1157-1163, December.
    16. Yuan, Shengjun & Musibau, Hammed Oluwaseyi & Genç, Sema Yılmaz & Shaheen, Riffat & Ameen, Anam & Tan, Zhixiong, 2021. "Digitalization of economy is the key factor behind fourth industrial revolution: How G7 countries are overcoming with the financing issues?," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    17. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
    18. Igor Linkov & Benjamin D. Trump & Kelsey Poinsatte-Jones & Marie-Valentine Florin, 2018. "Governance Strategies for a Sustainable Digital World," Sustainability, MDPI, vol. 10(2), pages 1-8, February.
    19. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    20. Auboin, Marc & Koopman, Robert & Xu, Ankai, 2021. "Trade and innovation policies: Coexistence and spillovers," Journal of Policy Modeling, Elsevier, vol. 43(4), pages 844-872.
    21. Rana P. Maradana & Rudra P. Pradhan & Saurav Dash & Kunal Gaurav & Manju Jayakumar & Debaleena Chatterjee, 2017. "Does innovation promote economic growth? Evidence from European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 6(1), pages 1-23, December.
    22. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett, 2020. "Sustainable economic growth in the European Union: The role of ICT, venture capital, and innovation," Review of Financial Economics, John Wiley & Sons, vol. 38(1), pages 34-62, January.
    23. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    24. Taewook Huh, 2020. "Comparative and Relational Trajectory of Economic Growth and Greenhouse Gas Emission: Coupled or Decoupled?," Energies, MDPI, vol. 13(10), pages 1-13, May.
    25. Hoe Ee Khor & Chaipat Poonpatpibul & Suan Yong Foo, 2021. "Belt And Road Initiative: A Framework To Address Challenges And Unlock Potential For High-Quality And Inclusive Growth," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 66(01), pages 21-58, March.
    26. Hu, Yucai & Ren, Shenggang & Wang, Yangjie & Chen, Xiaohong, 2020. "Can carbon emission trading scheme achieve energy conservation and emission reduction? Evidence from the industrial sector in China," Energy Economics, Elsevier, vol. 85(C).
    27. Mansell, Robin, 2021. "Adjusting to the digital: societal outcomes and consequences," LSE Research Online Documents on Economics 111571, London School of Economics and Political Science, LSE Library.
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