Skip to main content

Advertisement

Log in

The relationship between renewable energy consumption, technological innovations, and carbon dioxide emission: evidence from two-step system GMM

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Large amount of energy use for rising economic growth leads to high carbon dioxide discharge that worsens environmental quality which is a challenge for countries in achieving sustainable development. Improved level of technological innovations and renewable energy consumption might overcome the issue of environmental degradation and achieving sustainable development. This study examines the effect of technological innovations on renewable energy consumption and carbon dioxide emission in the belt and road initiative countries for the period of 1995 to 2019. Two-step difference and two-step system GMM models were employed for analysis where the results indicate that technological innovations increase renewable energy consumption and carbon dioxide emission. The effect of renewable energy consumption and trademark applications on carbon dioxide is negatively significant that raises environmental quality. Furthermore, this study confirms the validity of Environmental Kuznets curve hypothesis in the sample countries. The findings of this study have considerable policy implication for the sample countries on rising technological innovations and renewable energy consumption in achieving environmental sustainability.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Data availability

The data used in this paper is available from corresponding author upon reasonable request

References

  • Abid M (2016) Impact of economic, financial, and institutional factors on CO2 emissions: evidence from sub-Saharan Africa economies. Utilities Policy 41:85–94

    Article  Google Scholar 

  • Abid A, Mehmood U, Tariq S, Haq ZU (2022) The effect of technological innovation, FDI, and financial development on CO2 emission: evidence from the G8 countries. Environ Sci Pollut Res Int 29(8):11654–11662. https://doi.org/10.1007/s11356-021-15993-x

  • Adebayo TS, Adedoyin FF, Kirikkaleli D (2021) Toward a sustainable environment: nexus between consumption-based carbon emissions, economic growth, renewable energy and technological innovation in Brazil. Environ Sci Pollut Res Int 28(37):52272–52282. https://doi.org/10.1007/s11356-021-14425-0

  • Ali W, Rahman IU, Zahid M, Khan MA, Kumail T (2019) Do technology and structural changes favour environment in Malaysia: an ARDL-based evidence for environmental Kuznets curve. Environ Dev Sustain 1–24. https://doi.org/10.1007/s10668-019-00554-7

  • Ali M, Raza SA, Khamis B (2020) Environmental degradation, economic growth, and energy innovation: evidence from European countries. Environ Sci Pollut Res Int 27(22):28306–28315. https://doi.org/10.1007/s11356-020-09142-z

  • Ali S, Jiang J, Ahmad M, Usman O, Ahmed Z (2022) A path towards carbon mitigation amidst economic policy uncertainty in BRICS: an advanced panel analysis. Environ Sci Pollut Res 1–13. https://doi.org/10.1007/s11356-022-20004-8

  • Alola AA, Ozturk I, Bekun FV (2021) Is clean energy prosperity and technological innovation rapidly mitigating sustainable energy-development deficit in selected sub-Saharan Africa? A Myth or Reality Energy Policy 158:112520

    Google Scholar 

  • Antweiler W, Copeland BR, Taylor MS (2001) Is free trade good for the environment? Am Econ Rev 91(4):877–908

    Article  Google Scholar 

  • Aronsson T, Backlund K, Sahlén L (2010) Technology transfers and the clean development mechanism in a North-South general equilibrium model. Resour Energy Econ 32(3):292–309

    Article  Google Scholar 

  • Ausubel JH (1991) Does climate still matter? Nature 350(6320):649–652

    Article  Google Scholar 

  • Bakhsh S, Yin H, Shabir M (2021) Foreign investment and CO2 emissions: do technological innovation and institutional quality matter? Evidence from system GMM approach. Environ Sci Pollut Res 28(15):19424–19438

    Article  Google Scholar 

  • Blundell R, Bond S (2000) GMM estimation with persistent panel data: an application to production functions. Economet Rev 19(3):321–340

    Article  Google Scholar 

  • Çakar ND, Gedikli A, Erdoğan S, Yıldırım DÇ (2021) A comparative analysis of the relationship between innovation and transport sector carbon emissions in developed and developing Mediterranean countries. Environ Sci Pollut Res 1–21. https://doi.org/10.1007/s11356-021-13390-y

  • Castells-Quintana D, Dienesch E, Krause M (2021) Air pollution in an urban world: a global view on density, cities and emissions. Ecol Econ 189:107153

    Article  Google Scholar 

  • Chen F, Zhao T, Liao Z (2020) The impact of technology-environmental innovation on CO 2 emissions in China’s transportation sector. Environ Sci Pollut Res 27:29485–29501

    Article  CAS  Google Scholar 

  • Cheng S-Y, Hou H (2021) Innovation, financial development, and growth: evidences from industrial and emerging countries. Econ Chang Restruct 1–25. https://doi.org/10.1007/s10644-021-09361-5

  • Chien F, Ajaz T, Andlib Z, Chau KY, Ahmad P, Sharif A (2021) The role of technology innovation, renewable energy and globalization in reducing environmental degradation in Pakistan: a step towards sustainable environment. Renew Energy. https://doi.org/10.3389/fpsyg.2022.951172

  • Chuzhi H, Xianjin H (2008) Characteristics of carbon emission in China and analysis on its cause. China Popul Resour Environ 18(3):38–42

    Article  Google Scholar 

  • Cole MA (2004) Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages. Ecol Econ 48(1):71–81

    Article  Google Scholar 

  • Dauda L, Long X, Mensah CN, Salman M (2019) The effects of economic growth and innovation on CO2 emissions in different regions. Environ Sci Pollut Res Int 26(15):15028–15038. https://doi.org/10.1007/s11356-019-04891-y

  • Espoir DK, Sunge R (2021) Co2 emissions and economic development in Africa: evidence from a dynamic spatial panel model. J Environ Manage 300:113617. https://doi.org/10.1016/j.jenvman.2021.113617

  • Fernandes CI, Veiga PM, Ferreira JJ, Hughes M (2021) Green growth versus economic growth: do sustainable technology transfer and innovations lead to an imperfect choice? Bus Strateg Environ 30(4):2021–2037

    Article  Google Scholar 

  • Han L, BiBi R (2022) The role of technological innovations and renewable energy consumption in reducing environmental degradation: evidence from the belt and road initiative countries. Environ Sci Pollut Res 1–15. https://doi.org/10.1007/s11356-022-21006-2

  • Hübler M, Baumstark L, Leimbach M, Edenhofer O, Bauer N (2012) An integrated assessment model with endogenous growth. Ecol Econ 83:118–131

    Article  Google Scholar 

  • Iorember PT, Gbaka S, Jelilov G, Alymkulova N, Usman O (2022) Impact of international trade, energy consumption and income on environmental degradation in Africa's OPEC member countries. Afr Dev Rev. https://doi.org/10.1111/1467-8268.12629

  • Jan MS, Hu J, Khan CI (2019) Impact of governance on foreign direct investment in context of Pakistan. J Int Finan Econ 19(1):53–64. https://doi.org/10.18374/JIFE-19-1.5

  • Jebli MB, Youssef SB, Ozturk I (2016) Testing environmental Kuznets curve hypothesis: the role of renewable and non-renewable energy consumption and trade in OECD countries. Ecol Ind 60:824–831

    Article  Google Scholar 

  • Jiao Z, Sharma R, Kautish P, Hussain HI (2021) Unveiling the asymmetric impact of exports, oil prices, technological innovations, and income inequality on carbon emissions in India. Resour Policy 74:102408

    Article  Google Scholar 

  • Khan H, Khan I, Jan MS, Jandan AH, Khan S (2019) Does good governance matter FDI inflow? Evidence from India. Mod Econ 10(6):1526–1538

    Article  Google Scholar 

  • Khan H, Khan I, Binh TT (2020a) The heterogeneity of renewable energy consumption, carbon emission and financial development in the globe: a panel quantile regression approach. Energy Rep 6:859–867. https://doi.org/10.1016/j.egyr.2020.04.002

    Article  Google Scholar 

  • Khan H, Weili L, Khan I (2021b) Recent advances in energy usage and environmental degradation: does quality institutions matter? A worldwide evidence. Energy Rep 7:1091–1103

    Article  Google Scholar 

  • Khan H, Weili L, Khan I (2022b) The role of institutional quality in FDI inflows and carbon emission reduction: evidence from the global developing and belt road initiative countries. Environ Sci Pollut Res 29(20):30594–30621

    Article  Google Scholar 

  • Khan H, Khan I, Kim Oanh LT, Lin Z (2020b) The dynamic interrelationship of environmental factors and foreign direct investment: dynamic panel data analysis and new evidence from the globe. Math Probl Eng 2020b

  • Khan H, Weili L, Khan I (2021a) Environmental innovation, trade openness and quality institutions: an integrated investigation about environmental sustainability. Environ Dev Sustain 1–31. https://doi.org/10.1007/s10668-021-01590-y

  • Khan H, Weili L, Khan I, Han L (2021c) The effect of income inequality and energy consumption on environmental degradation: the role of institutions and financial development in 180 countries of the world. Environ Sci Pollut Res 1–18. https://doi.org/10.1007/s11356-021-17278-9

  • Khan H, Weili L, Khan I, Khamphengxay S (2021d) Renewable energy consumption, trade openness, and environmental degradation: a panel data analysis of developing and developed countries. Math Probl Eng 2021. https://doi.org/10.1155/2021/6691046

  • Khan I, Han L, Khan H (2021e) Renewable energy consumption and local environmental effects for economic growth and carbon emission: evidence from global income countries. Environ Sci Pollut Res 1–18. https://doi.org/10.1007/s11356-021-16651-y

  • Khan I, Han L, Khan H, Kim Oanh LT (2021f) Analyzing renewable and nonrenewable energy sources for environmental quality: dynamic investigation in developing countries. Math Probl Eng 2021. https://doi.org/10.1155/2021/3399049

  • Khan H, Khan I, BiBi R (2022a) The role of innovations and renewable energy consumption in reducing environmental degradation in OECD countries: an investigation for Innovation Claudia Curve. Environ Sci Pollut Res 1–14. https://doi.org/10.1007/s11356-022-18912-w

  • Khan I, Han L, Bibi R, Khan H (2022c) Linking natural resources, innovations, and environment in the Belt and Road Initiative countries using dynamic panel techniques: the role of innovations and renewable energy consumption. Environ Sci Pollut Res 1–10. https://doi.org/10.1007/s11356-022-20093-5

  • Knott A, Vieregger C (2018) A theory of R&D when firms differ. Available at SSRN 2382885

  • Liu J, Bi C (2019) Effects of higher education levels on total factor productivity growth. Sustainability 11(6):1790

    Article  Google Scholar 

  • Maradana RP, Pradhan RP, Dash S, Gaurav K, Jayakumar M, Chatterjee D (2017) Does innovation promote economic growth? Evidence from European countries. J Innov Entrep 6(1):1–23

    Article  Google Scholar 

  • Metz M, Kroupa P, Jerjen H (2007) MNRAS 374(MKJ07):1125

  • Nordhaus WD (2007) A review of the Stern review on the economics of climate change. J Econ Lit 45(3):686–702

    Article  Google Scholar 

  • Shahbaz M, Raghutla C, Song M, Zameer H, Jiao Z (2020) Public-private partnerships investment in energy as new determinant of CO2 emissions: the role of technological innovations in China. Energy Econ 86:104664

    Article  Google Scholar 

  • Sharif A, Baris-Tuzemen O, Uzuner G, Ozturk I, Sinha A (2020a) Revisiting the role of renewable and non-renewable energy consumption on Turkey’s ecological footprint: evidence from Quantile ARDL approach. Sustain Cities Soc 57:102138

    Article  Google Scholar 

  • Sharif A, Mishra S, Sinha A, Jiao Z, Shahbaz M, Afshan S (2020b) The renewable energy consumption-environmental degradation nexus in Top-10 polluted countries: fresh insights from quantile-on-quantile regression approach. Renewable Energy 150:670–690

    Article  Google Scholar 

  • Sharma R, Kautish P (2020) Examining the nonlinear impact of coal and oil-based electricity production on CO2 emissions in India. Electr J 33(6):106775

    Article  Google Scholar 

  • Sharma R, Kautish P, Uddin GS (2019) Do the international economic endeavors affect CO2 emissions in open economies of South Asia? An empirical examination under nonlinearity. Manag Environ Qual Int J 31(1):89–110. https://doi.org/10.1108/MEQ-05-2019-0099

    Article  Google Scholar 

  • Sharma R, Shahbaz M, Kautish P, Vo XV (2021a) Analyzing the impact of export diversification and technological innovation on renewable energy consumption: evidences from BRICS nations. Renewable Energy 178:1034–1045

    Article  Google Scholar 

  • Sharma R, Shahbaz M, Kautish P, Vo XV (2021b) Does energy consumption reinforce environmental pollution? Evidence from emerging Asian economies. J Environ Manage 297:113272

    Article  Google Scholar 

  • Sharma R, Sinha A, Kautish P (2021c) Do economic endeavors complement sustainability goals in the emerging economies of South and Southeast Asia? Manag Environ Qual Int J 3.32(2021):524–542. https://doi.org/10.1108/MEQ-10-2020-0218

  • Sheng Y, Miao Y, Song J, Shen H (2019) The moderating effect of innovation on the relationship between urbanization and CO2 emissions: evidence from three major urban agglomerations in China. Sustainability 11(6):1633

    Article  Google Scholar 

  • Su H-N, Moaniba IM (2017) Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions. Technol Forecast Soc Chang 122:49–62

    Article  Google Scholar 

  • Suki NM, Suki NM, Sharif A, Afshan S, Jermsittiparsert K (2022) The role of technology innovation and renewable energy in reducing environmental degradation in Malaysia: a step towards sustainable environment. Renewable Energy 182:245–253

    Article  CAS  Google Scholar 

  • Ullah S, Ozturk I, Majeed MT, Ahmad W (2021) Do technological innovations have symmetric or asymmetric effects on environmental quality? Evidence from Pakistan. J Clean Prod 316:128239

    Article  Google Scholar 

  • Usman O, Alola AA, Sarkodie SA (2020) Assessment of the role of renewable energy consumption and trade policy on environmental degradation using innovation accounting: evidence from the US. Renewable Energy 150:266–277

    Article  Google Scholar 

  • Usman O, Alola AA, Ike GN (2021) Modelling the effect of energy consumption on different environmental indicators in the United States: the role of financial development and renewable energy innovations. Paper presented at the Natural resources forum

  • Vural G (2021) Analyzing the impacts of economic growth, pollution, technological innovation and trade on renewable energy production in selected Latin American countries. Renewable Energy 171:210–216

    Article  Google Scholar 

  • Wang Z, Yang Z, Zhang Y, Yin J (2012) Energy technology patents–CO2 emissions nexus: an empirical analysis from China. Energy Policy 42:248–260

    Article  CAS  Google Scholar 

  • Weili L, Khan H, Han L (2022) The impact of information and communication technology, financial development, and energy consumption on carbon dioxide emission: evidence from the Belt and Road countries. Environ Sci Pollut Res 29(19):27703–27718

    Article  Google Scholar 

  • Wusiman N, Ndzembanteh AN (2020) The impact of human capital and innovation output on economic growth: comparative analysis of Malaysia and Turkey. Anemon Muş Alparslan Üniversitesi Sosyal Bilimler Dergisi 8(1):231–242

    Google Scholar 

  • Zafar MW, Shahbaz M, Sinha A, Sengupta T, Qin Q (2020) How renewable energy consumption contribute to environmental quality? The role of education in OECD countries. J Clean Prod 268:122149

    Article  Google Scholar 

  • Zhang Y-J, Peng Y-L, Ma C-Q, Shen B (2017) Can environmental innovation facilitate carbon emissions reduction? Evidence from China. Energy Policy 100:18–28

    Article  Google Scholar 

  • Zhang R, Sharma R, Tan Z, Kautish P (2022) Do export diversification and stock market development drive carbon intensity? The role of renewable energy solutions in top carbon emitter countries. Renewable Energy 185:1318–1328

    Article  Google Scholar 

  • Zhou H, Sandner PG, Martinelli SL, Block JH (2016) Patents, trademarks, and their complementarity in venture capital funding. Technovation 47:14–22

    Article  Google Scholar 

Download references

Funding

This Work was supported by Subject Funding Projects of School of Finance and Public Administration, Guangxi University of Finance and Economics under Grant No.(2021CZXK014), and The Scientific Research Basic Capacity Improvement Project of Guangxi’s Young and Middle-aged College Teachers under Grant No.(2019KY0651).

Author information

Authors and Affiliations

Authors

Contributions

Formal analysis of results, interpretations, and writing were performed by Yuan Jiang; literature review, paper arrangement, innovation of the study and idea, and proofreading were done by Hayat khan

Corresponding author

Correspondence to Hayat Khan.

Ethics declarations

Ethics approval

Not applicable.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Ilhan Ozturk

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendix

Appendix

Table 9 The effect of innovation on renewable energy consumption
Table 10 The effect of innovation on carbon emission
Table 11 The effect of innovation on carbon emission

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Jiang, Y., Khan, H. The relationship between renewable energy consumption, technological innovations, and carbon dioxide emission: evidence from two-step system GMM. Environ Sci Pollut Res 30, 4187–4202 (2023). https://doi.org/10.1007/s11356-022-22391-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-022-22391-4

Keywords

Navigation