Abstract
Sustainable Development Goals (SDGs) are enforced by a set of instruments, among which environmental regulations, green innovation, and carbon taxes play a central part. This article aims to investigate the mitigation capacity of the above-mentioned elements using a sample of 15 European countries. This study takes CO2 and greenhouse gas emissions (GHG) into account to ensure the consistency and accuracy of the findings. Augmented Dickey–Fuller and CIPS unit root tests, Pesaran CD, Bias-corrected scaled LM are employed to check the cross-sectional dependence. The panel effect is tested using error correction-based modeling along with dynamic approaches, while the Granger causality technique employs country-related outcomes. The results show that innovation and environmental policies help in reducing emissions both in the long and the short run. In addition to this, carbon pricing mitigates emissions in the regions although its effect is more country-specific. We find evidence of both unidirectional and bidirectional causality among the variables. However, in a few cases, they are too a country-specific artifact. As a general conclusion, carbon pricing is an efficient short-run tool to achieve SDGs. At the same time, long-run sustainability relies on green innovation and environmental policy stringency in the region.
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This study used open-sourced data available on the sources mentioned in data section.
Notes
Sustainable development goals (https://www.unep.org).
Goal 9, https://sdgs.un.org/.
Goal 12, https://sdgs.un.org/.
United Nations Convention on Climate Change, https://unfccc.int/news/.
World Bank- Carbon Pricing program, https://www.worldbank.org/en.
Paris Climate Change Agreement's goals and carbon pricing, https://www.zurich.com/en/knowledge/.
OECD: https://oecd-ilibrary.org/.
IEA: https://www.iea.org.
References
Abdallh, A. A., & Abugamos, H. (2017). A semi-parametric panel data analysis on the urbanisation-carbon emissions nexus for the MENA countries. Renewable and Sustainable Energy Reviews, 78, 1350–1356. https://doi.org/10.1016/j.rser.2017.05.006
Adom, P. K., Bekoe, W., Amuakwa-Mensah, F., Mensah, J. T., & Botchway, E. (2012). Carbon dioxide emissions, economic growth, industrial structure, and technical efficiency: Empirical evidence from Ghana, Senegal, and Morocco on the causal dynamics. Energy, 47(1), 314–325. https://doi.org/10.1016/j.energy.2012.09.025
Appiah, K., Du, J., Yeboah, M., & Appiah, R. (2019). Causal correlation between energy use and carbon emissions in selected emerging economies—Panel model approach. Environmental Science and Pollution Research, 26(8), 7896–7912. https://doi.org/10.1007/s11356-019-04140-2
Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277–297. https://doi.org/10.2307/2297968
Baloch, M. A., et al. (2021). Modeling the dynamic linkage between financial development, energy innovation, and environmental quality: Does globalization matter? Business Strategy and the Environment, 30(1), 176–184. https://doi.org/10.1002/bse.2615
Baltagi, B. H., Bratberg, E., & Holmås, T. H. (2005). A panel data study of physicians’ labor supply: The case of Norway. Health Economics, 14, 1035–1045. https://doi.org/10.1002/hec.991
Boadu, F. O. (2016). Agricultural law and economics in sub-Saharan Africa: Cases and comments. Academic Press. https://doi.org/10.1016/B978-0-12-801771-5.00007-1
Brunklaus, B., & Riise, E. (2018). Bio-based materials within the circular economy: Opportunities and challenges. Designing Sustainable Technologies, Products and Policies. https://doi.org/10.1007/978-3-319-66981-6_5
Castaldi, C. (2018). To trademark or not to trademark: The case of the creative and cultural industries. Research Policy, 47(3), 606–616. https://doi.org/10.1016/j.respol.2018.01.006
Chien, F., Sadiq, M., Nawaz, M. A., Hussain, M. S., Tran, T. D., & Thanh, T. L. (2021). A step toward reducing air pollution in top Asian economies: The role of green energy, eco-innovation, and environmental taxes. Journal of Environmental Management, 297, 113420. https://doi.org/10.1016/j.jenvman.2021.113420
De Hoyos, R. E., & Sarafidis, V. (2006). Testing for cross-sectional dependence in panel-data models. The Stata Journal, 6(4), 482–496. https://doi.org/10.1177/1536867X0600600403
Duan, W., Khurshid, A., Nazir, N., & Calin, A. C. (2021). Pakistan’s energy sector—From a power outage to sustainable supply. Examining the role of China–Pakistan economic corridor. Energy & Environment. https://doi.org/10.1177/0958305X211044785
Duan, W., Khurshid, A., Rauf, A., Khan, K., & Calin, A. C. (2021b). How geopolitical risk drives exchange rate and oil prices? A wavelet-based analysis. Energy Sources, Part B: Economics, Planning, and Policy. https://doi.org/10.1080/15567249.2021.1965262
Flikkema, M., Castaldi, C., de Man, A. P., & Seip, M. (2019). Trademarks’ relatedness to product and service innovation: A branding strategy approach. Research Policy, 48(6), 1340–1353. https://doi.org/10.1016/j.respol.2019.01.018
Fraj, E., Matute, J., & Melero, I. (2015). Environmental strategies and organizational competitiveness in the hotel industry: The role of learning and innovation as determinants of environmental success. Tourism Management, 46, 30–42. https://doi.org/10.1016/j.tourman.2014.05.009
Hanif, I. (2018). Impact of economic growth, non-renewable and renewable energy consumption, and urbanization on carbon emissions in Sub-Saharan Africa. Environmental Science and Pollution Research, 25(15), 15057–15067. https://doi.org/10.1007/s11356-018-1753-4
Hodson, E. L., Brown, M., Cohen, S., Showalter, S., Wise, M., Wood, F., Caron, J., Feijoo, F., Iyer, G., & Cleary, K. (2018). US energy sector impacts of technology innovation, fuel price, and electric sector CO2 policy: Results from the EMF 32 model intercomparison study. Energy Economics, 73, 352–370. https://doi.org/10.1016/j.eneco.2018.03.027
Johansson, D. J., Lucas, P. L., Weitzel, M., Ahlgren, E. O., Bazaz, A. B., Chen, W., den Elzen, M. G., Ghosh, J., Grahn, M., Liang, Q. M., & Peterson, S. (2015). Multi-model comparison of the economic and energy implications for China and India in an international climate regime. Mitigation and Adaptation Strategies for Global Change, 20(8), 1335–1359. https://doi.org/10.1007/s11027-014-9549-4
Khurshid, A., & Deng, X. (2021). Innovation for carbon mitigation: A hoax or road toward green growth? Evidence from newly industrialized economies. Environmental Science and Pollution Research, 28(6), 6392–6404. https://doi.org/10.1007/s11356-020-10723-1
Khurshid, A., Kedong, Y., Calin, A. C., & Khan, K. (2017). The effects of workers’ remittances on exchange rate volatility and exports dynamics-new evidence from Pakistan. Romanian Economic Journal, 20(63), 29–52.
Khurshid, A., Kedong, Y., Calin, A. C., & Popovici, O. C. (2016). Do remittances hurt domestic prices? New evidence from low, lower-middle and middle-income groups. ESPERA, 19(4), 95–114.
Khurshid, A., Kedong, Y., Calin, A. C., Zeldea, C. G., Qiang, S., & Wenqi, D. (2020). Is the relationship between remittances and economic growth influenced by the governance and development of the financial sector? New evidence from the develo** countries. Journal for Economic Forecasting, 1, 37–56.
Khurshid, A., Kedong, Y., CĂLIN, A. C., Zhaosu, M. E. N. G., & Nazir, N. (2018). Remittances inflows, gain of foreign exchange or trade loss? New evidence from low, lower-middle and middle-income groups. ESPERA, 21(1).
Khurshid, A., & Khan, K. (2021). How COVID-19 shock will drive the economy and climate? A data-driven approach to model and forecast. Environmental Science and Pollution Research, 28(3), 2948–2958. https://doi.org/10.1007/s11356-020-09734-9
Khurshid, A., Rauf, A., Calin, A. C., Qayyum, S., Mian, A. H., & Fatima, T. (2021). Technological innovations for environmental protection: Role of intellectual property rights in the carbon mitigation efforts. Evidence from western and southern Europe. International Journal of Environmental Science and Technology. https://doi.org/10.1007/s13762-021-03491-z
Liddle, B. (2014). Impact of population, age structure, and urbanization on carbon emissions/energy consumption: Evidence from macro-level, cross-country analyses. Population and Environment, 35(3), 286–304. https://doi.org/10.1007/s11111-013-0198-4
Long, X., Chen, Y., Du, J., Oh, K., & Han, I. (2017). Environmental innovation and its impact on economic and environmental performance: Evidence from Korean-owned firms in China. Energy Policy, 107, 131–137. https://doi.org/10.1016/j.enpol.2017.04.044
Luo, Y., Lu, Z., & Long, X. (2020). Heterogeneous effects of endogenous and foreign innovation on CO2 emissions stochastic convergence across China. Energy Economics, 91, 104893. https://doi.org/10.1016/j.eneco.2020.104893
Luo, Y., Salman, M., & Lu, Z. (2021). Heterogeneous impacts of environmental regulations and foreign direct investment on green innovation across different regions in China. Science of the Total Environment, 759, 143744. https://doi.org/10.1016/j.scitotenv.2020.143744
Mendonça, S., Pereira, T. S., & Godinho, M. M. (2004). Trademarks as an indicator of innovation and industrial change. Research Policy, 33(9), 1385–1404. https://doi.org/10.1016/j.respol.2004.09.005
Mensah, C. N., Long, X., Boamah, K. B., Bediako, I. A., Dauda, L., & Salman, M. (2018). The effect of innovation on CO2 emissions of OCED countries from 1990 to 2014. Environmental Science and Pollution Research, 25(29), 29678–29698. https://doi.org/10.1007/s11356-018-2968-0
Mikayilov, J. I., Galeotti, M., & Hasanov, F. J. (2018). The impact of economic growth on CO2 emissions in Azerbaijan. Journal of Cleaner Production, 197, 1558–1572. https://doi.org/10.1016/j.jclepro.2018.06.269
Murad, M. W., et al. (2019). Dynamics of technological innovation, energy consumption, energy price and economic growth in Denmark. Environmental Progress & Sustainable Energy, 38(1), 22–29. https://doi.org/10.1002/ep.12905
Naz, S., Sultan, R., Zaman, K., Aldakhil, A. M., Nassani, A. A., & Abro, M. M. Q. (2019). Moderating and mediating role of renewable energy consumption, FDI inflows, and economic growth on carbon dioxide emissions: Evidence from robust least square estimator. Environmental Science and Pollution Research, 26(3), 2806–2819. https://doi.org/10.1007/s11356-018-3837-6
Pedroni, P. (1999). Critical values for cointegration tests in heterogeneous panels with multiple regressors. Oxford Bulletin of Economics and Statistics, 61(S1), 653–670. https://doi.org/10.1111/1468-0084.0610s1653
Pedroni, P. (2004). Panel cointegration: Asymptotic and finite sample properties of pooled time series tests with an application to the PPP hypothesis. Econometric Theory, 20(3), 597–625. https://doi.org/10.1017/S0266466604203073
Pesaran, M. H. (2006). Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica, 74(4), 967–1012. https://doi.org/10.1111/j.1468-0262.2006.00692.x
Popp, D., Hascic, I., & Medhi, N. (2011). Technology and the diffusion of renewable energy. Energy Economics, 33(4), 648–662. https://doi.org/10.1016/j.eneco.2010.08.007
Qi, G., Jia, Y., & Zou, H. (2021). Is institutional pressure the mother of green innovation? Examining the moderating effect of absorptive capacity. Journal of Cleaner Production, 278, 123957. https://doi.org/10.1016/j.jclepro.2020.123957
Qiang, S., Khurshid, A., Calin, A. C., & Khan, K. (2019). Do remittances contribute to the development of financial institutions? New evidence from the develo** world. Romanian Journal of Economic Forecasting, 22(2), 78.
Qin, L., Kirikkaleli, D., Hou, Y., Miao, X., & Tufail, M. (2021). Carbon neutrality target for G7 economies: Examining the role of environmental policy, green innovation and composite risk index. Journal of Environmental Management, 295, 113119. https://doi.org/10.1016/j.jenvman.2021.113119
Raza, S. A., Shah, N., & Sharif, A. (2019). Time frequency relationship between energy consumption, economic growth and environmental degradation in the United States: Evidence from transportation sector. Energy, 173, 706–720. https://doi.org/10.1016/j.energy.2019.01.077
Seip, M., Castaldi, C., Flikkema, M., & De Man, A. P. (2018). The timing of trademark application in innovation processes. Technovation, 72, 34–45. https://doi.org/10.1016/j.technovation.2018.02.001
Song, C., Liu, Q., Gu, S., & Wang, Q. (2018). The impact of China’s urbanization on economic growth and pollutant emissions: An empirical study based on input-output analysis. Journal of Cleaner Production, 198, 1289–1301. https://doi.org/10.1016/j.jclepro.2018.07.058
Sun, H. (2019). Grand challenges in environmental nanotechnology. Frontiers in Nanotechnology, 1, 2. https://doi.org/10.3389/fnano.2019.00002
Thoma, G. (2015). Trademarks and the patent premium value: Evidence from medical and cosmetic products. World Patent Information, 41, 23–30. https://doi.org/10.1016/j.wpi.2015.02.003
Tidd, J., & Bessant, J. R. (2018). Managing innovation: Integrating technological, market and organizational change. Wiley.
Tsai, W. T. (2017). Green public procurement and green-mark products strategies for mitigating greenhouse gas emissions—Experience from Taiwan. Mitigation and Adaptation Strategies for Global Change, 22(5), 729–742. https://doi.org/10.1007/s11027-015-9695-3
Wang, X., Khurshid, A., Qayyum, S., & Calin, A. C. (2021). The role of green innovations, environmental policies and carbon taxes in achieving the sustainable development goals of carbon neutrality. Environmental Science and Pollution Research. https://doi.org/10.1007/s11356-021-16208-z
Wang, Y., & Zhao, T. (2018). Impacts of urbanization-related factors on CO2 emissions: Evidence from China’s three regions with varied urbanization levels. Atmospheric Pollution Research, 9(1), 15–26. https://doi.org/10.1016/j.apr.2017.06.002
Xu, L., Fan, M., Yang, L., & Shao, S. (2021). Heterogeneous green innovations and carbon emission performance: Evidence at China’s city level. Energy Economics, 99, 105269. https://doi.org/10.1016/j.eneco.2021.105269
Xuan, X., Khan, K., Su, C. W., & Khurshid, A. (2021). Will COVID-19 threaten the survival of the airline industry? Sustainability, 13(21), 11666. https://doi.org/10.3390/su132111666
Yii, K. J., & Geetha, C. (2017). The nexus between technology innovation and CO2 emissions in Malaysia: Evidence from granger causality test. Energy Procedia, 105, 3118–3124. https://doi.org/10.1016/j.egypro.2017.03.654
York, R., Rosa, E. A., & Dietz, T. (2003). STIRPAT, IPAT and ImPACT: Analytic tools for unpacking the driving forces of environmental impacts. Ecological Economics, 46(3), 351–365. https://doi.org/10.1016/S0921-8009(03)00188-5
Zahringer, K., Kolympiris, C., & Kalaitzandonakes, N. (2018). Time to patent at the USPTO: The case of emerging entrepreneurial firms. The Journal of Technology Transfer, 43(4), 923–952. https://doi.org/10.1007/s10961-016-9524-1
Zhang, H., Khurshid, A., **nyu, W. A. N. G., & Băltăţeanu, A. M. (2021). Corporate financial risk assessment and role of big data; New perspective using fuzzy analytic hierarchy process. Journal for Economic Forecasting, 2, 181–199.
Zhang, J., Zeng, W., Wang, J., Yang, F., & Jiang, H. (2017). Regional low-carbon economy efficiency in China: Analysis based on the Super-SBM model with CO2 emissions. Journal of Cleaner Production, 163, 202–211. https://doi.org/10.1016/j.jclepro.2015.06.111
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Conceptualization: AK; Methodology: AR, AK; Formal analysis and investigation, ACC; SQ, Writing—original draft preparation: AK; Writing—review and editing: ACC; SQ, Funding acquisition: No Funding; Resources: Nil; Supervision: WD. All authors reviewed the results and approved the final version of the manuscript.
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Khurshid, A., Rauf, A., Qayyum, S. et al. Green innovation and carbon emissions: the role of carbon pricing and environmental policies in attaining sustainable development targets of carbon mitigation—evidence from Central-Eastern Europe. Environ Dev Sustain 25, 8777–8798 (2023). https://doi.org/10.1007/s10668-022-02422-3
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DOI: https://doi.org/10.1007/s10668-022-02422-3