Abstract
Digitalization has emerged as a new hope for low-carbon sustainable economic growth after its successful trial during the COVID-19 measures. Therefore, both developed and developing economies focus on digitalization to cope with carbon neutrality targets. Thus, this study attempted to generate a meaningful relationship between the digital economy and green energy, innovation, and environmental tax policy to capture the role of factors in acquiring carbon neutrality. For the abovementioned objectives, modern econometric methods, such as the Kilian bias-adjusted bootstrap, were adopted to evaluate the Chinese dataset between 1990 and 2021. The results indicate that the study factors play a significant role in acquiring carbon neutrality in the long-term Chinese economy. Furthermore, quantile autoregressive distributed lag model (QARDL) indicates that all the factors influence carbon neutrality in various quantiles. Consequently, the digital economy, green energy and innovation, and environmental taxes significantly assist in attaining carbon neutrality in the long term, and the ecological Kuznets curve prevails in the economy. Therefore, radical and wide-ranging policy implications are required in many areas including environmental restrictions, digital economy promotion, green and sustainable technologies, and clean energy sources.
Similar content being viewed by others
References
Abbas Q, Khan AR, Bashir A, Alemzero DA, Sun H, Iram R et al (2020a) Scaling up renewable energy in Africa: measuring wind energy through econometric approach. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-09596-1
Abbas Q, Nurunnabi M, Alfakhri Y, Khan W, Hussain A, Iqbal W (2020b) The role of fixed capital formation, renewable and non-renewable energy in economic growth and carbon emission: a case study of Belt and Road Initiative project. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-10413-y
Ali S, Yan Q, Dilanchiev A, Irfan M, Balabeyova N (2023a) Economic development, social media awareness, and technological innovation in biogas sector under climate change in the post-COVID-19 pandemic conditions. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-27965-4
Ali S, Yan Q, Dilanchiev A, Irfan M, Fahad S (2023b) Modeling the economic viability and performance of solar home systems: a roadmap towards clean energy for environmental sustainability. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-022-24387-6
Anser MK, Abbas Q, Chaudhry IS, Khan A (2020a) Optimal oil stockpiling, peak oil, and general equilibrium: case study of South Asia (oil importers) and Middle East (oil supplier). Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-08419-7
Anser MK, Mohsin M, Abbas Q, Chaudhry IS (2020b) Assessing the integration of solar power projects: SWOT-based AHP–F-TOPSIS case study of Turkey. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-09092-6
Anser MK, Shabbir MS, Tabash MI, Shah SHA, Ahmad M, Peng MYP et al (2021) Do renewable energy sources improve clean environmental-economic growth? Empirical investigation from South Asian economies. Energy Explor Exploit. https://doi.org/10.1177/01445987211002278
Asif MH, Zhongfu T, Dilanchiev A, Irfan M, Eyvazov E, Ahmad B (2023) Determining the influencing factors of consumers’ attitude toward renewable energy adoption in developing countries: a roadmap toward environmental sustainability and green energy technologies. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-25662-w
Chen C, Pan J (2019) The effect of the health poverty alleviation project on financial risk protection for rural residents: evidence from Chishui City, China. Int J Equity Health. https://doi.org/10.1186/s12939-019-0982-6
Chen W, Wang B, Chen Y, Zhang J, Xiao Y (2023) New exploration of creativity: cross-validation analysis of the factors influencing multiteam digital creativity in the transition phase. Front Psychol. https://doi.org/10.3389/fpsyg.2023.1102085
Cui N, Li Q, Li Y, Wu Z, Fang P, Song P et al (2022) Screening with estimated models for global solar radiation in humid regions of South China. Paiguan Jixie Gongcheng Xuebao/Journal Drain Irrig Mach Eng. https://doi.org/10.3969/j.issn.1674-8530.21.0338
Dar AA, Hameed J, Huo C, Sarfraz M, Albasher G, Wang C et al (2022) Recent optimization and panelizing measures for green energy projects; insights into CO2 emission influencing to circular economy. Fuel. https://doi.org/10.1016/j.fuel.2021.123094
Dilanchiev A, Nuta F, Khan I, Khan H (2023) Urbanization, renewable energy production, and carbon dioxide emission in BSEC member states: implications for climate change mitigation and energy markets. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-27221-9
Doğan B, Chu LK, Ghosh S, Diep Truong HH, Balsalobre-Lorente D (2022) How environmental taxes and carbon emissions are related in the G7 economies? Renew Energy. https://doi.org/10.1016/j.renene.2022.01.077
Fang Y, Fan Y, Haroon M, Dilanchiev A (2023) Exploring the relationship between global economic policy and volatility of crude futures: a two-factor GARCH-MIDAS analysis. Res Policy. https://doi.org/10.1016/j.resourpol.2023.103766
Guo B, Feng Y, Hu F (2023) Have carbon emission trading pilot policy improved urban innovation capacity? Evidence from a quasi-natural experiment in China. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-023-25699-x
Han Y, Li H, Liu J, Xie N, Jia M, Sun Y et al (2023) Life cycle carbon emissions from road infrastructure in China: a region-level analysis. Transp Res Part D Transp. Environ. https://doi.org/10.1016/j.trd.2022.103581
He C, Huang K, Lin J, Wang T, Zhang Z (2023) Explain systemic risk of commodity futures market by dynamic network. Int Rev Financ Anal. https://doi.org/10.1016/j.irfa.2023.102658
He J, Li Z, Zhang X, Wang H, Dong W, Du E et al (2022) Towards carbon neutrality: a study on China’s long-term low-carbon transition pathways and strategies. Environ Sci Ecotechn. https://doi.org/10.1016/j.ese.2021.100134
Iqbal N, Khan A, Gill AS, Abbas Q (2020a) Nexus between sustainable entrepreneurship and environmental pollution: evidence from developing economy. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-09642-y
Iqbal W, Fatima A, Yumei H, Abbas Q, Iram R (2020b) Oil supply risk and affecting parameters associated with oil supplementation and disruption. J Clean Prod. https://doi.org/10.1016/j.jclepro.2020.120187
Iram R, Anser MK, Awan RU, Ali A, Abbas Q, Chaudhry IS (2020) Prioritization of renewable solar energy to prevent energy insecurity: an integrated role. Singapore Econ Rev. https://doi.org/10.1142/s021759082043002x
Jiang Z, Xu C (2023) Disrupting the technology innovation efficiency of manufacturing enterprises through digital technology promotion: an evidence of 5G technology construction in China. IEEE Trans Eng Manag. https://doi.org/10.1109/TEM.2023.3261940
Khan AA, Khan SU, Ali MAS, Safi A, Gao Y, Ali M et al (2022) Role of institutional quality and renewable energy consumption in achieving carbon neutrality: case study of G-7 economies. Sci Total Environ. https://doi.org/10.1016/j.scitotenv.2021.152797
Li HAO, Bhatti Z, Abbas Q, Ahmad I, Iqbal N, Aziz B (2020) Measuring low carbon energy, economic and environmental sustainability performance of BRICS. Singapore Econ Rev. https://doi.org/10.1142/S0217590820500617
Li X, Wang F, Al-Razgan M, Mahrous Awwad E, Zilola Abduvaxitovna S, Li Z et al (2023) Race to environmental sustainability: can structural change, economic expansion and natural resource consumption effect environmental sustainability? A novel dynamic ARDL simulations approach. Resour Policy. https://doi.org/10.1016/j.resourpol.2023.104044
Liu X, Li Z, Fu X, Yin Z, Liu M, Yin L et al (2023) Monitoring house vacancy dynamics in the Pearl River Delta region: a method based on NPP-VIIRS night-time light remote sensing images. Land. https://doi.org/10.3390/land12040831
Majchrowicz K, Brynk T, Wieczorek M, Miedzińska D, Pakieła Z (2019) Exploring the susceptibility of P110 pipeline steel to stress corrosion cracking in CO2-rich environments. Eng Fail Anal. https://doi.org/10.1016/j.engfailanal.2019.06.016
Mito MT, Ma X, Albuflasa H, Davies PA (2019) Reverse osmosis (RO) membrane desalination driven by wind and solar photovoltaic (PV) energy: state of the art and challenges for large-scale implementation. Renew Sustain Energy Rev. https://doi.org/10.1016/j.rser.2019.06.008
Ozturk I, Savranlar B, Aslan A, Al-mulali U, Artan S (2023) The dynamic simulation analysis of the impact of urbanization and globalization on environmental quality. Sustain. https://doi.org/10.3390/su151511764
Rene ER, Bui XT, Ngo HH, Nghiem LD, Guo W (2021) Green technologies for sustainable environment: an introduction. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-16870-3
Saqib N, Ozturk I, Usman M (2023) Investigating the implications of technological innovations, financial inclusion, and renewable energy in diminishing ecological footprints levels in emerging economies. Geosci Front. https://doi.org/10.1016/j.gsf.2023.101667
Shang M, Luo J (2021) The tapio decoupling principle and key strategies for changing factors of chinese urban carbon footprint based on cloud computing. Int J Environ Res Public Health. https://doi.org/10.3390/ijerph18042101
Sun W, Song L, Xu Q, Chen X, Yang Y (2022a) Experimental study on influence of canal water on freezing process of canal foundation soil in cold and arid regions. Paiguan Jixie Gongcheng Xuebao/Journal Drain Irrig Mach Eng. https://doi.org/10.3969/j.issn.1674-8530.20.0197
Sun Y, Anwar A, Razzaq A, Liang X, Siddique M (2022b) Asymmetric role of renewable energy, green innovation, and globalization in deriving environmental sustainability: evidence from top-10 polluted countries. Renew Energy. https://doi.org/10.1016/j.renene.2021.12.038
Teng Y, Cox A, Chatziantoniou I (2021) Environmental degradation, economic growth and tourism development in Chinese regions. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-12567-9
Tu Y, Liu R, Li H (2022) The development of digital economy and the future of the Trade Union Law of the People’s Republic of China. J Chin Hum Resour Manag. https://doi.org/10.47297/wspchrmWSP2040-800507.20221302
Ucan O, Ozturk I, Turgut E (2023) Determinants of ecological footprint in BRICS countries: a panel data analysis. Environ Dev Sustain. https://doi.org/10.1007/s10668-023-03755-3
Usman A, Ozturk I, Naqvi SMMA, Zafar SM, Javed MI (2023) Green versus conventional growth in the EKC framework of top pollutant footprint countries: evidence based on advanced panel data techniques. Geol J. https://doi.org/10.1002/gj.4822
Wang T, Xiang R, Yan J, Zhou M (2022) Characteristics of energy transformation in disc impellers with holes. Paiguan Jixie Gongcheng Xuebao/Journal Drain Irrig Mach Eng. https://doi.org/10.3969/j.issn.1674-8530.21.0126
Wu B, Gu Q, Liu Z, Liu J (2023) Clustered institutional investors, shared ESG preferences and low-carbon innovation in family firm. Technol Forecast Soc Change. https://doi.org/10.1016/j.techfore.2023.122676
Wu G, Xu Q, Niu X, Tao L (2022) How does government policy improve green technology innovation: an empirical study in China. Front Environ Sci. https://doi.org/10.3389/fenvs.2021.799794
Yang X, Zhang J, Ren S, Ran Q (2021) Can the new energy demonstration city policy reduce environmental pollution? Evidence from a quasi-natural experiment in China. J Clean Prod. https://doi.org/10.1016/j.jclepro.2020.125015
Yin Z, Liu Z, Liu X, Zheng W, Yin L (2023) Urban heat islands and their effects on thermal comfort in the US: New York and New Jersey. Ecol Indic. https://doi.org/10.1016/j.ecolind.2023.110765
Zhang H, Yang F, Chandio AA, Liu J, Twumasi MA, Ozturk I (2023a) Assessing the effects of internet technology use on rural households’ cooking energy consumption: evidence from China. Energy. https://doi.org/10.1016/j.energy.2023.128726
Zhang P, Liu L, Yang L, Zhao J, Li Y, Qi Y et al (2023b) Exploring the response of ecosystem service value to land use changes under multiple scenarios coupling a mixed-cell cellular automata model and system dynamics model in Xi’an, China. Ecol Indic. https://doi.org/10.1016/j.ecolind.2023.110009
Zhang X, Hu B, Feng Y, Liu K, Wang C (2022) Multi-objective optimization design of screw centrifugal pump based on RBF neural network and differential evolution algorithm. Paiguan Jixie Gongcheng Xuebao/Journal Drain Irrig Mach Eng. https://doi.org/10.3969/j.issn.1674-8530.20.0296
Zhao S, Ozturk I, Hafeez M, Ashraf MU (2023) Financial structure and CO2 emissions in Asian high-polluted countries: does digital infrastructure matter? Environ Technol Innov. https://doi.org/10.1016/j.eti.2023.103348
Zheng C, Chen H (2023) Revisiting the linkage between financial inclusion and energy productivity: technology implications for climate change. Sustain Energy Technol Assessments. https://doi.org/10.1016/j.seta.2023.103275
Funding
This work is supported by the General Project of Philosophy and Social Science Planning of Shenzhen (Fund No. SZ2022B013), the Key Project of Shenzhen Polytechnic (Fund No. 6022310001S), and Teaching Research Project of Hubei Colleges and Universities (2021464).
Author information
Authors and Affiliations
Contributions
Shengyang Zhong, Jie Chen, and Faiz Nayab: conceptualization, data curation, methodology, writing—original draft, and software. Zia ur Rehman and Jie Chen: data curation, visualization. Shengyang Zhong and Zia ur Rehman: visualization, supervision, editing. Faiz Nayab and Jie Chen: review and editing. Shengyang Zhong: writing—review, supervision and editing.
Corresponding author
Ethics declarations
Ethical approval
We declared that we do not have human participants, human data, or human tissue.
Consent to participate
Not applicable.
Consent for publication
The authors are willing to permit the Journal to publish the article.
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.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) 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.
About this article
Cite this article
Zhong, ., Chen, J., Rahman, Z.U. et al. Quantifying digital economy and green initiatives for carbon neutrality targets: a Kilian bias-adjusted bootstrap model evaluation of China economy. Environ Sci Pollut Res 31, 9550–9564 (2024). https://doi.org/10.1007/s11356-023-31445-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-31445-0