Abstract
Rising economic growth in recent ages is the primary concern of most of the countries to enhance the living standard, but the ever-increasing production of economic activities consumes a lot of energy, which leads to a sharp increase in carbon dioxide emissions. Innovation may be a remedy that can help improve energy efficiency, obtain renewable energy, and promote economic growth, thereby protecting the quality of the environment. Therefore, this paper examines the role of innovation and renewable energy consumption in CO2 reduction in OECD countries from 2004 to 2019. By using the two-step system generalized of moment estimator, the results show that economic growth and innovation significantly increase carbon emissions, however the innovation Claudia Curve (ICC) is verified, and the environmental Kuznets curve does not exist. Foreign direct investment has a negative impact on carbon emissions, thus verifying the Pollution Hao hypothesis, whereas renewable energy also improves environmental quality, but the interaction between innovation and renewable energy consumption still increases carbon emissions. Financial development, industrialization, trade, and energy consumption have also been found to be harmful factors of environmental quality. Our findings have considerable policy implications for OECD countries on the improvement of innovation indicators and investment in renewable energy sources to rise environmental quality.
Similar content being viewed by others
Data availability
Data used in this paper is available on world bank world development indicators. https://databank.worldbank.org/source/world development-indicators.
References
Abid A, Mehmood U, Tariq S et al (2022) The effect of technological innovation, FDI, and financial development on CO2 emission: evidence from the G8 countries. Environ Sci Pollut Res 29:11654–11662. https://doi.org/10.1007/s11356-021-15993-x
Abid M (2016) Impact of economic, financial, and institutional factors on CO2 emissions: evidence from sub-Saharan Africa economies. Util Policy 41:85–94
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 28:52272–52282. https://doi.org/10.1007/s11356-021-14425-0
Adikari AM. Priyangani, Liu H, Marasinghe MMSA (2021) Inward foreign direct investment-induced technological innovation in Sri Lanka? Empirical evidence using ARDL approach. Sustainability 13(13):7334. https://doi.org/10.3390/su13137334
Al-Mulali U, Tang CF (2013) Investigating the validity of pollution haven hypothesis in the gulf cooperation council (GCC) countries. Energy Policy 60:813–819
Ali M, Raza SA, Khamis B (2020) Environmental degradation, economic growth, and energy innovation: evidence from European countries. Environ Sci Pollut Res 27:28306–28315. https://doi.org/10.1007/s11356-020-09142-z
Ali W, Rahman IU, Zahid M et al (2020) Do technology and structural changes favour environment in Malaysia: an ARDL-based evidence for environmental Kuznets curve. Environ Dev Sustain 22:7927–7950. https://doi.org/10.1007/s10668-019-00554-7
Anser MK, Ahmad M, Khan MA, Zaman K, Nassani AA, Askar SE, … Kabbani A (2021) The role of information and communication technologies in mitigating carbon emissions: evidence from panel quantile regression. Environ Sci Pollut Res 28(17):21065–21084
Ausubel JH (1991) Does climate still matter? Nature 350(6320):649–652
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
Balsalobre-Lorente D, Gokmenoglu KK, Taspinar N, Cantos-Cantos JM (2019) An approach to the pollution haven and pollution halo hypotheses in MINT countries. Environ Sci Pollut Res 26(22):23010–23026
Blundell R, Bond S (2000) GMM estimation with persistent panel data: an application to production functions. Econ Rev 19(3):321–340
Çakar ND, Gedikli A, Erdoğan S et al (2021) A comparative analysis of the relationship between innovation and transport sector carbon emissions in developed and developing Mediterranean countries. Environ Sci Pollut Res 28:45693–45713. 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
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
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/10.1016/j.renene.2021.05.101
Chuzhi H, Xianjin H (2008) Characteristics of carbon emission in China and analysis on its cause. China Popul Resour Environ 18(3):38–42
Dangelico RM, Pujari D (2010) Mainstreaming green product innovation: Why and how companies integrate environmental sustainability. J Bus Ethics 95(3):471–486
Destek MA, Sarkodie SA (2019) Investigation of environmental Kuznets curve for ecological footprint: the role of energy and financial development. Sci Total Environ 650:2483–2489
Deviren SA, Deviren B (2016) The relationship between carbon dioxide emission and economic growth: Hierarchical structure methods. Physica A 451:429–439
Díaz-Roldán C, Ramos-Herrera MDC (2021) Innovations and ICT: do they favour economic growth and environmental quality? Energies 14(5):1431
Espoir DK, Sunge R (2021) Co2 emissions and economic development in Africa: Evidence from a dynamic spatial panel model. J Environ Manag 300:113617. https://doi.org/10.1016/j.jenvman.2021.113617
Esso LJ, Keho Y (2016) Energy consumption, economic growth and carbon emissions: cointegration and causality evidence from selected African countries. Energy 114:492–497
Fan H, Hossain MI (2018) Technological innovation, trade openness, CO2 emission and economic growth: comparative analysis between China and India. Int J Energy Econ Policy 8(6):240
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
Grossman GM, Krueger AB (1991) Environmental impacts of a North American free trade agreement. In: National Bureau of economic research Cambridge, Mass., USA. November 1991, WORKING PAPER 3914. https://doi.org/10.3386/w3914
Halkos GE, Polemis ML (2018) The impact of economic growth on environmental efficiency of the electricity sector: a hybrid window DEA methodology for the USA. J Environ Manag 211:334–346
Hsu C-C, Zhang Y, Ch P, Aqdas R, Chupradit S, Nawaz A (2021) A step towards sustainable environment in China: the role of eco-innovation renewable energy and environmental taxes. J Environ Manag 299:113609
Jiao J, Jiang G, Yang R (2018) Impact of R&D technology spillovers on carbon emissions between China’s regions. Struct Change Econ Dyn 47:35–45
Khan H, Khan I, Binh TT (2020) The heterogeneity of renewable energy consumption, carbon emission and financial development in the globe: a panel quantile regression approach. Energy Rep 6:859–867
Khan H, Khan I, Kim Oanh LT, Lin Z (2020) The dynamic interrelationship of environmental factors and foreign direct investment: dynamic panel data analysis and new evidence from the globe. Mathe Probl Eng. https://doi.org/10.1155/2020/2812489
Khan H, Khan S, Zuojun F (2020) Institutional quality and financial development: evidence from developing and emerging economies. Glob Bus Rev. https://doi.org/10.1177/0972150919892366
Khan H, Weili L, Khan I (2021a) Environmental innovation, trade openness and quality institutions: an integrated investigation about environmental sustainability. Environ Dev Sustain. https://doi.org/10.1007/s10668-021-01590-y
Khan H, Weili L, Khan I (2021b) Institutional quality, financial development and the influence of environmental factors on carbon emissions: evidence from a global perspective. Environ Sci Pollut Res 29:13356–13368
Khan H, Weili L, Khan I (2021) Recent advances in energy usage and environmental degradation: does quality institutions matter? A worldwide evidence. Energy Rep 7:1091–1103
Khan H, Weili L, Khan I, Han L (2021) 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. https://doi.org/10.1007/s11356-021-17278-9
Khan H, Weili L, Khan I, Khamphengxay S (2021) Renewable energy consumption, trade openness, and environmental degradation: a panel data analysis of developing and developed countries. Mathe Probl Eng. https://doi.org/10.1155/2021/6691046
Khan I, Han L, Khan H (2021) Renewable energy consumption and local environmental effects for economic growth and carbon emission: evidence from global income countries. Environ Sci Pollut Res 29:13071–13088
Khan I, Han L, Khan H, Kim Oanh LT (2021) Analyzing renewable and nonrenewable energy sources for environmental quality: dynamic investigation in developing countries. Mathe Probl Eng. https://doi.org/10.1155/2021/3399049
KhoshnevisYazdi S, Shakouri B (2017) Renewable energy, nonrenewable energy consumption, and economic growth. Energy Sour B 12(12):1038–1045
Knott A, Vieregger C (2018) A theory of R&D when firms differ. Available at SSRN 2382885.
Kuznets S (1955) Economic growth and income inequality. Am Econ Rev 45(1):1–28
Li G, Wei W (2021) Financial development, openness, innovation, carbon emissions, and economic growth in China. Energy Econ 97:105194
Li R, Lin L, Jiang L, Liu Y, Lee C-C (2021) Does technology advancement reduce aggregate carbon dioxide emissions? Evidence from 66 countries with panel threshold regression model. Environ Sci Pollut Res 28(16):19710–19725
Li W (2021) The threshold effect of FDI on regional innovation capability—from the perspective of intellectual property protection. Paper presented at the E3S Web of Conferences
Liu J, Bi C (2019) Effects of higher education levels on total factor productivity growth. Sustainability 11(6):1790
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
Maranville S (1992) Entrepreneurship in the business curriculum. J Educ Bus 68:27–31
Mehmood U (2021) Globalization-driven CO 2 emissions in Singapore: an application of ARDL approach. Environ Sci Pollut Res 28(9):11317–11322
Mensah CN, Long X, Boamah KB, Bediako IA, Dauda L, Salman M (2018) The effect of innovation on CO 2 emissions of OCED countries from 1990 to 2014. Environ Sci Pollut Res 25(29):29678–29698
Miśkiewicz R (2021) The impact of innovation and information technology on greenhouse gas emissions: a case of the Visegrád Countries. J Risk Financ Manag 14(2):59
Mohamed MMA, Liu P, Nie G (2021) Are technological innovation and foreign direct investment a way to boost economic growth? An Egyptian Case Study Using the Autoregressive Distributed Lag (ARDL) Model. Sustainability 13(6):3265
Niu J (2021) The impact of technological innovation on carbon emissions. Paper presented at the E3S Web of Conferences. https://doi.org/10.1051/e3sconf/202127502039
Opoku EEO, Adams S, Aluko OA (2021) The foreign direct investment-environment nexus: does emission disaggregation matter? Energy Rep 7:778–787
Pazienza P (2015) The relationship between CO2 and Foreign Direct Investment in the agriculture and fishing sector of OECD countries: evidence and policy considerations. Intelektinė Ekonomika 9(1):55–66
Pesaran MH (2007) A simple panel unit root test in the presence of cross-section dependence. J Appl Econ 22(2):265–312
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
Sharif A, Mishra S, Sinha A, Jiao Z, Shahbaz M, Afshan S (2020) The renewable energy consumption-environmental degradation nexus in Top-10 polluted countries: fresh insights from quantile-on-quantile regression approach. Renew Energy 150:670–690
Su C-W, Xie Y, Shahab S, Faisal C, Nadeem M, Hafeez M, Qamri GM (2021) Towards achieving sustainable development: Role of technology innovation, technology adoption and CO2 emission for BRICS. Int J Environ Res Public Health 18(1):277
Su H-N, Moaniba IM (2017) Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions. Technol Forecast Soc Change 122:49–62
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. Renew Energy 182:245–253
Tariq S, Ul-Haq Z, Imran A, Mehmood U, Aslam M, Mahmood K (2017) CO2 emissions from Pakistan and India and their relationship with economic variables. Appl Ecol Environ Res 15(4):1301–1312
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. Renew Energy 150:266–277
Vural G (2021) Analyzing the impacts of economic growth, pollution, technological innovation and trade on renewable energy production in selected Latin American countries. Renew Energy 171:210–216
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
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
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
Zhang B, Wang B, Wang Z (2017) Role of renewable energy and non-renewable energy consumption on EKC: evidence from Pakistan. J Clean Prod 156:855–864
Zhang H (2021) Technology innovation, economic growth and carbon emissions in the context of carbon neutrality: evidence from BRICS. Sustainability 13(20):11138
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
Zhou H, Sandner PG, Martinelli SL, Block JH (2016) Patents, trademarks, and their complementarity in venture capital funding. Technovation 47:14–22
Ziaei SM (2015) Effects of financial development indicators on energy consumption and CO2 emission of European, East Asian and Oceania countries. Renew Sustain Energy Rev 42:752–759
Zoundi Z (2017) CO2 emissions, renewable energy and the Environmental Kuznets Curve, a panel cointegration approach. Renew Sustain Energy Rev 72:1067–1075
Kaplan JO (2015) Climate or humans? Nature Geoscience 8(5):335–336
Acknowledgements
The authors are thankful to the journal editor and anonymous reviewers for useful suggestions and recommendations on the paper quality improvement.
Author information
Authors and Affiliations
Contributions
Formal analysis was performed by Hayat Khan, formal writing was done by Itbar Khan, and interpretation of results was done by Robeena Bibi.
Corresponding author
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: Roula Inglesi-Lotz
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Khan, H., Khan, I. & BiBi, R. 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 29, 43800–43813 (2022). https://doi.org/10.1007/s11356-022-18912-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-18912-w