IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v198y2024ics0040162523006728.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523006728
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2023.122987?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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).
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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).
    8. Gruber, Harald, 2019. "Proposals for a digital industrial policy for Europe," Telecommunications Policy, Elsevier, vol. 43(2), pages 116-127.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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).
    14. 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.
    15. 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.
    16. 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).
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. Mansell, Robin, 2021. "Adjusting to the digital: Societal outcomes and consequences," Research Policy, Elsevier, vol. 50(9).
    23. Firth, Lucy & Mellor, David, 2000. "Learning and the new growth theories: policy dilemma," Research Policy, Elsevier, vol. 29(9), pages 1157-1163, December.
    24. 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).
    25. 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).
    26. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sun, Guanglin & Fang, Jiming & Li, Jinning & Wang, Xiaolin, 2024. "Research on the impact of the integration of digital economy and real economy on enterprise green innovation," Technological Forecasting and Social Change, Elsevier, vol. 200(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Lifeng & Wang, Kaifeng, 2022. "The spatial spillover effect of low-carbon city pilot scheme on green efficiency in China's cities: Evidence from a quasi-natural experiment," Energy Economics, Elsevier, vol. 110(C).
    2. Mendonça, Sandro & Damásio, Bruno & Charlita de Freitas, Luciano & Oliveira, Luís & Cichy, Marcin & Nicita, António, 2022. "The rise of 5G technologies and systems: A quantitative analysis of knowledge production," Telecommunications Policy, Elsevier, vol. 46(4).
    3. Mugabe Roger & Liu Shulin & Brima Sesay, 2022. "ICT Development, Innovation Diffusion and Sustainable Growth in Sub-Saharan Africa," SAGE Open, , vol. 12(4), pages 21582440221, October.
    4. Gao, Ming, 2023. "The impacts of carbon trading policy on China's low-carbon economy based on county-level perspectives," Energy Policy, Elsevier, vol. 175(C).
    5. Nguyen, Canh Phuc & Doytch, Nadia, 2022. "The impact of ICT patents on economic growth: An international evidence," Telecommunications Policy, Elsevier, vol. 46(5).
    6. Albérico Travassos Rosário & Joana Carmo Dias, 2023. "The New Digital Economy and Sustainability: Challenges and Opportunities," Sustainability, MDPI, vol. 15(14), pages 1-23, July.
    7. Min Zhao & Weijian Guo, 2022. "Does Land Certification Stimulate Farmers’ Entrepreneurial Enthusiasm? Evidence from Rural China," Sustainability, MDPI, vol. 14(18), pages 1-23, September.
    8. Kais Mtar & Walid Belazreg, 2023. "On the nexus of innovation, trade openness, financial development and economic growth in European countries: New perspective from a GMM panel VAR approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 766-791, January.
    9. Julia Varlamova & Ekaterina Kadochnikova, 2023. "Modeling the Spatial Effects of Digital Data Economy on Regional Economic Growth: SAR, SEM and SAC Models," Mathematics, MDPI, vol. 11(16), pages 1-31, August.
    10. Yu, Yunjiang & Dai, Chun & Wei, Yigang & Ren, Huiming & Zhou, Jiawen, 2022. "Air pollution prevention and control action plan substantially reduced PM2.5 concentration in China," Energy Economics, Elsevier, vol. 113(C).
    11. Sun, Yanming & Shen, Simiao & Zhou, Chuanyu, 2023. "Does the pilot emissions trading system in China promote innovation? Evidence based on green technology innovation in the energy sector," Energy Economics, Elsevier, vol. 126(C).
    12. Xiaohui Chen & Dou Yan & Wen Chen, 2022. "Can the digital economy promote FinTech development?," Growth and Change, Wiley Blackwell, vol. 53(1), pages 221-247, March.
    13. Adamu Jibir & Hassan Zada & Musa Abdu & Naveed Khan, 2023. "Financial Development And Innovationled Economic Growth: Empirical Insight From Sub-Saharan Africa," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 68(237), pages 97-136, April – J.
    14. Dokas, Ioannis & Panagiotidis, Minas & Papadamou, Stephanos & Spyromitros, Eleftherios, 2023. "Does innovation affect the impact of corruption on economic growth? International evidence," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 1030-1054.
    15. Rolando Rubilar-Torrealba & Karime Chahuán-Jiménez & Hanns de la Fuente-Mella, 2022. "Analysis of the Growth in the Number of Patents Granted and Its Effect over the Level of Growth of the Countries: An Econometric Estimation of the Mixed Model Approach," Sustainability, MDPI, vol. 14(4), pages 1-12, February.
    16. Williams, Laurence & Bergman, Noam, 2023. "Koomey's law forevermore? A document analysis of the production and circulation of the promise of ‘green 5G’," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    17. Makoza, Frank, 2022. "Analysing Digital economy Strategy of Malawi against the Digital Economy Ecosystem Framework," EconStor Preprints 264273, ZBW - Leibniz Information Centre for Economics.
    18. Lin Zhu & Xiaoming Li & Yao Huang & Fangyuan Liu & Chengji Yang & Dongyang Li & Hongpeng Bai, 2023. "Digital Technology and Green Development in Manufacturing: Evidence from China and 20 Other Asian Countries," Sustainability, MDPI, vol. 15(17), pages 1-20, August.
    19. Zhou, Yutao & Li, Zhenfu & Duan, Wei & Deng, Zhao, 2023. "The impact of provincial port integration on port efficiency: Empirical evidence from China's Coastal Provinces," Journal of Transport Geography, Elsevier, vol. 108(C).
    20. Pan, Minjie & Zhao, Xin & lv, Kangjuan & Rosak-Szyrocka, Joanna & Mentel, Grzegorz & Truskolaski, Tadeusz, 2023. "Internet development and carbon emission-reduction in the era of digitalization: Where will resource-based cities go?," Resources Policy, Elsevier, vol. 81(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:198:y:2024:i:c:s0040162523006728. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.