Abstract
The role of technological innovation in lowering the pollution is motivated by the rise of global emissions. Technological innovation for carbon dioxide mitigation mainly focuses on the role of patents ignoring trademarks. This study tests the role of eco-patents and trademarks for carbon dioxide alleviation using data from 2000 to 2018. This study introduces a new interaction term by combining trademarks and eco-patents and examining the role of environmental policy, energy consumption, environmental taxes, urbanization, and economic growth on the environment. The panel effect is tested using the Nonlinear ARDL and OLS methods, whereas country-specific results are estimated using the Granger causality approach. The outcomes reveal that trademarks and eco-patents decrease carbon dioxide emission; however, energy consumption, urbanization and economic growth are the main polluters in both regions. Environmental policies and taxes have a significant impact on the western region’s mitigation efforts, while insignificant evidence is found for the southern region. Unidirectional and bidirectional causal relationships are observed among the variables; still, the outcomes are country-specific. The study also provides policy implications based on the results.
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
Very high air pollution levels across Western Europe, https://www.eea.europa.eu/highlights/very-high-air-pollution-levels/
Organization for Economic Co-Operation and Development (OECD) statistics, https://stats.oecd.org/
References
Abdallh AA, Abugamos H (2017) A semi-parametric panel data analysis on the urbanization-carbon emissions nexus for the MENA countries. Renew SUst Energ Rev 78:1350–1356. https://doi.org/10.1016/j.rser.2017.05.006
Adom PK, Bekoe W, Amuakwa-Mensah F, Mensah JT, 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
Al-Mulali U, Fereidouni HG, Lee JY, Sab CNBC (2013) Examining the bi-directional long run relationship between renewable energy consumption and GDP growth. Renew Sust Energ Rev 22:209–222
Albino V, Ardito L, Dangelico RM, Petruzzelli AM (2014) Understanding the development trends of low-carbon energy technologies: a patent analysis. Appl Energy 135:836–854
Amundsen AH, Sundvor I (2018) Low emission zones in europe: Requirement, enforcement and air quality (No. 1666/2018). http://www.toi.no/getfile.php/1349204-1543316771/Publikasjoner/T%C3%98I%20rapporter/2018/1666-2018/1666-2018-elektronisk.pdf. Accessed 20 Oct 2020
Appiah MO (2018) Investigating the multivariate Granger causality between energy consumption, economic growth and CO2 emissions in Ghana. Energy Policy 112:198–208. https://doi.org/10.1016/j.enpol.2017.10.017
Appiah K, Du J, Yeboah M, Appiah R (2019) Causal correlation between energy use and carbon emissions in selected emerging economies—panel model approach. Environ Sci Pollut Res 26(8):7896–7912. https://doi.org/10.1007/s11356-019-04140-2
Aricak B, Cetin M, Erdem R, Sevik H, Cometen H (2020) The usability of scotch pine Pinus sylvestris as a biomonitor for traffic-originated heavy metal concentrations in Turkey. Pol J Environ Stud 29(2):1051–1057. https://doi.org/10.15244/pjoes/109244
Artmann M, Kohler M, Meinel G, Gan J, Ioja IC (2019) How smart growth and green infrastructure can mutually support each other—A conceptual framework for compact and green cities. Ecol Indic 96:10–22. https://doi.org/10.1016/j.ecolind.2017.07.001
Balsalobre-Lorente D, Shahbaz M, Roubaud D, Farhani S (2018) How economic growth, renewable electricity and natural resources contribute to CO2 emissions? Energy Policy 113:356–367
Bekhet HA, Matar A, Yasmin T (2017) CO2 emissions, energy consumption, economic growth, and financial development in GCC countries: dynamic simultaneous equation models. Renew Sust Energ Rev 70:117–132. https://doi.org/10.1016/j.rser.2016.11.089
Block JH, De Vries G, Schumann JH, Sandner P (2014) Trademarks and venture capital valuation. J Bus Ventur 29(4):525–542. https://doi.org/10.1016/j.jbusvent.2013.07.006
Boadu FO (2016) Agricultural law and economics in sub-Saharan Africa: cases and comments. Acad Press. https://doi.org/10.1016/B978-0-12-801771-5.00007-1
Breusch TS, Pagan AR (1980) The Lagrange multiplier test and its applications to model specification in econometrics. Rev Econ Stud 47(1):239–253
Burton E (2000) The compact city: just or just compact? Prelim Anal Urban Stud 37(11):1969–2006
Castaldi C (2018) To trademark or not to trademark: The case of the creative and cultural industries. Res Policy 47(3):606–616. https://doi.org/10.1016/j.respol.2018.01.006
Chang CC (2010) A multivariate causality test of carbon dioxide emissions, energy consumption and economic growth in China. Appl Energy 87(11):3533–3537. https://doi.org/10.1016/j.apenergy.2010.05.004
Dauda L, Long X, Mensah CN, Salman M (2019) The effects of economic growth and innovation on CO 2 emissions in different regions. Environ Sci Pollut Res 26(15):15028–15038. https://doi.org/10.1007/s11356-019-04891-y
Dickey DA, Fuller WA (1979) Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc 74(366a):427–431
Dietz T, Rosa EA (1994) Rethinking the environmental impacts of population, affluence and technology. Hum Ecol Rev 1(2):277–300
Ehrlich PR, Holdren JP (1971) Impact of population growth. Science 171(3977):1212–1217
Fernández YF, López MF, Blanco BO (2018) Innovation for sustainability: the impact of R&D spending on CO2 emissions. J Clean Prod 172:3459–3467. https://doi.org/10.1016/j.jclepro.2017.11.001
Flikkema M, Castaldi C, de Man AP, Seip M (2019) Trademarks’ relatedness to product and service innovation: a branding strategy approach. Res 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. Tour Manag 46:30–42
Gotsch M, Hipp C (2012) Measurement of innovation activities in the knowledge-intensive services industry: a trademark approach. Serv Ind J 32(13):2167–2184. https://doi.org/10.1080/02642069.2011.574275
Grennfelt P, Hov Ø (2020) Future nordic collaboration on air pollution: workshop in Oslo 19–20 November 2019 organized by the Nordic Working Group for Climate and Air (NKL). Nordic Council of Ministers, pp 29–30
Hammoudeh S, Lahiani A, Nguyen DK, Sousa RM (2014) Asymmetric and non-linear pass-through of energy prices to CO2 emission allowance prices. http://www.nipe.eeg.uminho.pt/Uploads/NIPE_WP_05_2014.pdf
Hanif I (2018) Impact of economic growth, nonrenewable and renewable energy consumption, and urbanization on carbon emissions in Sub-Saharan Africa. Environ Sci Pollut Res 25(15):15057–15067. https://doi.org/10.1007/s11356-018-1753-4
Hodson EL, Brown M, Cohen S, Showalter S, Wise M, Wood F, 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 Econ 73:352–370. https://doi.org/10.1016/j.eneco.2018.03.027
De Hoyos RE, Sarafidis V (2006) Testing for cross-sectional dependence in panel-data models. Stata J 6(4):482–496
Im KS, Pesaran MH, Shin Y (2003) Testing for unit roots in heterogeneous panels. J Econom 115(1):53–74
Johansson DJ, Lucas PL, Weitzel M, Ahlgren EO, Bazaz AB, Chen W, Peterson S (2015) Multi-model comparison of the economic and energy implications for China and India in an international climate regime. Mitig Adapt Strateg Glob Chang 20(8):1335–1359. https://doi.org/10.1007/s11027-014-9549-4
Katircioğlu S, Katircioğlu S (2018) Testing the role of urban development in the conventional environmental Kuznets curve: evidence from Turkey. Appl Econ Lett 25(11):741–746
Khurshid A, Deng X (2021) Innovation for carbon mitigation: a hoax or road toward green growth? Evidence from newly industrialized economies. Environ Sci Pollut Res 28(6):6392–6404. https://doi.org/10.1007/s11356-020-10723-1
Khurshid A, Kedong Y, Calin AC, Zeldea CG, 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 developing countries. Rom J Econ Forecast 20(1):37–56
Khurshid A, Kedong Y, Călin AC, Zhaosu M, Nazir N (2018) Remittances inflows, gain of foreign exchange or trade loss? New evidence from low, lower-middle and middle-income groups. Rom J Econ Forecast 21(1):20–41
Khurshid A, Khan K (2021) How COVID-19 shock will drive the economy and climate? A data-driven approach to model and forecast. Environ Sci Pollut Res 28:2948–2958. https://doi.org/10.1007/s11356-020-09734-9
Liddle B (2014) Impact of population, age structure, and urbanization on carbon emissions/energy consumption: evidence from macro-level, cross-country analyses. Popul Environ 35(3):286–304. https://doi.org/10.1007/s11111-013-0198-4
Liddle B, Lung S (2010) Age-structure, urbanization, and climate change in developed countries: revisiting STIRPAT for disaggregated population and consumption-related environmental impacts. Popul Environ 31(5):317–343. https://doi.org/10.1007/s11111-010-0101-5
Llerena P, Millot V (2013) Are trade marks and patents complementary or substitute protections for innovation. Bureau d’économie théorique et appliquée Document de Travail, 1. http://www.beta-umr7522.fr/productions/publications/2013/2013-01.pdf
Malmberg C (2005) Trademarks statistics as innovation indicator?-A micro study. CIRCLE, WP, 17. https://portal.research.lu.se/ws/files/4643553/4407256.pdf
Marsillac E, Roh JJ (2014) Connecting product design, process and supply chain decisions to strengthen global supply chain capabilities. Int J Prod Econ 147:317–329
Martínez-Zarzoso I, Maruotti A (2011) The impact of urbanization on CO2 emissions: evidence from developing countries. Ecol Econ 70(7):1344–1353
Mendonça S, Pereira TS, Godinho MM (2004) Trademarks as an indicator of innovation and industrial change. Res Policy 33(9):1385–1404
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. https://doi.org/10.1007/s11356-018-2968-0
Mikayilov JI, Galeotti M, Hasanov FJ (2018) The impact of economic growth on CO2 emissions in Azerbaijan. J Clean Prod 197:1558–1572. https://doi.org/10.1016/j.jclepro.2018.06.269
Millot V (2011) Firms’ intangible assets: Who relies on trademarks? Analysis of French and German firms’ trademarking behaviour. In DRUID Society Conference’, Copenhagen, Denmark
Mishra S, Sinha A, Sharif A, Suki NM (2019) Dynamic linkages between tourism, transportation, growth and carbon emission in the USA: evidence from partial and multiple wavelet coherence. Curr Issues Tour 23(21):2733–2755. https://doi.org/10.1016/j.energy.2019.01.077
Naz S, Sultan R, Zaman K, Aldakhil AM, Nassani AA, Abro MMQ (2019) Moderating and mediating role of renewable energy consumption, FDI inflows, and economic growth on carbon dioxide emissions: evidence from robust least square estimator. Environ Sci Pollut Res 26(3):2806–2819. https://doi.org/10.1007/s11356-018-3837-6
Nkoro E, Uko AK (2016) Autoregressive Distributed Lag (ARDL) cointegration technique: application and interpretation. J Stat Econ Methods 5(4):63–91
OECD (2019) OECD economic outlook, 2019(1). OECD Publishing, Paris. https://doi.org/10.1787/b2e897b0-en
OECD (2020) OECD Economic Outlook, 2020(1). OECD Publishing, Paris. https://doi.org/10.1787/0d1d1e2e-en
Ouyang X, Shao Q, Zhu X, He Q, Xiang C, Wei G (2019) Environmental regulation, economic growth and air pollution: Panel threshold analysis for OECD countries. Sci Total Environ 657:234–241. https://doi.org/10.1016/j.scitotenv.2018.12.056
Pata UK (2018) The effect of urbanization and industrialization on carbon emissions in Turkey: evidence from ARDL bounds testing procedure. Environ Sci Pollut Res 25(8):7740–7747. https://doi.org/10.1007/s11356-017-1088-6
Patel P, Vega M (1999) Patterns of internationalization of corporate technology: location vs home country advantages. Res Policy 28(3):145–155
Pesaran MH (2006) Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica 74(4):967–1012
Pesaran HM (2004) General diagnostic tests for cross-sectional dependence in panels. University of Cambridge, Cambridge Working Papers in Economics, 435
Phillips PC, Perron P (1988) Testing for a unit root in time series regression. Biometrika 75(2):335–346
Popp D, Hascic I, Medhi N (2011) Technology and the diffusion of renewable energy. Energy Econ 33(4):648–662
Qiang S, Khurshid A, Calin AC, Khan K (2019) Do remittances contribute to the development of financial institutions? New evidence from the developing world. Rom J Econ Forecast 22(2):78–97
Raza SA, 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
Richter B, Behnisch M (2019) Integrated evaluation framework for environmental planning in the context of compact green cities. Ecol Indic 96:38–53. https://doi.org/10.1016/j.ecolind.2018.05.025
Salahuddin M, Gow J, Ali MI, Hossain MR, Al-Azami KS, Akbar D, Gedikli A (2019) Urbanization-globalization-CO2 emissions nexus revisited: empirical evidence from South Africa. Heliyon 5(6):e01974. https://doi.org/10.1016/j.heliyon.2019.e01974
Sandner PG, Block J (2011) The market value of R&D, patents, and trademarks. Res Policy 40(7):969–985. https://doi.org/10.1016/j.respol.2011.04.004
Schumpeter JA (1961) The theory of economic development, 3rd edn. Oxford University Press, New York
Schumpeter JA, Redvers OPIE (1934) Theorie der wirtschaftlichen Entwicklung. The Theory of Economic Development. An inquiry into profits, capital, credit, interest, and the business cycle... Translated... by Redvers Opie
Seip M, Castaldi C, Flikkema M, De Man AP (2018) The timing of trademark application in innovation processes. Technovation 72:34–45. https://doi.org/10.1016/j.technovation.2018.02.001
Sevik H, Cetin M, Ozel HB, Akarsu H, Cetin IZ (2020) Analyzing of usability of tree-rings as biomonitors for monitoring heavy metal accumulation in the atmosphere in urban area: a case study of cedar tree Cedrus sp. Environ Monit Assess 192(1):1–11. https://doi.org/10.1007/s10661-019-8010-2
Shahbaz M, Loganathan N, Muzaffar AT, Ahmed K, Jabran MA (2016) How urbanization affects CO2 emissions in Malaysia? The application of STIRPAT model. Renew Sust Energ Rev 57:83–93
Shin Y, Yu B, Greenwood-Nimmo M (2014) Modelling asymmetric cointegration and dynamic multipliers in a non-linear ARDL framework. In Festschrift in honor of Peter Schmidt (pp. 281–314). Springer, New York
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. J Clean Prod 198:1289–1301. https://doi.org/10.1016/J.JCLEPRO.2018.07.058
Su HN, Moaniba IM (2017) Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions. Technol Forecast Soc Change 122:49–62
Thoma G (2015) Trademarks and the patent premium value: evidence from medical and cosmetic products. World Pat Inf 41:23–30. https://doi.org/10.1016/j.wpi.2015.02.003
Thomä J, Bizer K (2013) To protect or not to protect? Modes of appropriability in the small enterprise sector. Res Policy 42(1):35–49. https://doi.org/10.1016/j.respol.2012.04.019
Tidd J, Bessant JR (2018) Managing innovation: integrating technological, market and organizational change. Wiley
Tsai WT (2017) Green public procurement and green-mark products strategies for mitigating greenhouse gas emissions—experience from Taiwan. Mitig Adapt Strateg Glob Chang 22(5):729–742. https://doi.org/10.1007/s11027-015-9695-3
Wang J, He D (2015) Sustainable urban development in China: challenges and achievements. Mitig Adapt Strateg Glob Chang 20(5):665–682. https://doi.org/10.1007/s11027-015-9644-1
Wang S, Fang C, Wang Y, Huang Y, Ma H (2015) Quantifying the relationship between urban development intensity and carbon dioxide emissions using a panel data analysis. Ecol Indic 49:121–131. https://doi.org/10.1016/j.ecolind.2014.10.004
Wang S, Liu X, Zhou C, Hu J, Ou J (2017) Examining the impacts of socioeconomic factors, urban form, and transportation networks on CO2 emissions in China’s megacities. Appl Energy 185:189–200. https://doi.org/10.1016/j.apenergy.2016.10.052
Xie R, Fang J, Liu C (2017) The effects of transportation infrastructure on urban carbon emissions. Appl Energy 196:199–207. https://doi.org/10.1016/j.apenergy.2017.01.020
York R, Rosa EA, Dietz T (2003) STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts. Ecol Econ 46(3):351–365
Zafeiriou E, Azam M (2017) CO2 emissions and economic performance in EU agriculture: some evidence from Mediterranean countries. Ecol Indic 81:104–114. https://doi.org/10.1016/j.ecolind.2017.05.039
Zahringer K, Kolympiris C, Kalaitzandonakes N (2018) Time to patent at the USPTO: the case of emerging entrepreneurial firms. J Tech Tran 43(4):923–952. https://doi.org/10.1007/s10961-016-9524-1
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. J Clean Prod 163:202–211
Zhou Y, Liu Y (2016) Does population have a larger impact on carbon dioxide emissions than income? Evidence from a cross-regional panel analysis in China. Appl Energy 180:800–809. https://doi.org/10.1016/j.apenergy.2016.08.035
Zhou H, Sandner PG, Martinelli SL, Block JH (2016) Patents, trademarks, and their complementarity in venture capital funding. Technovation 47:14–22. https://doi.org/10.1016/j.technovation.2015.11.005
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Adnan Khurshid was involved in concept & methodology; Adnan Khurshid and Abdur Rauf were involved in formal analysis and investigation; Adnan Khurshid and Abdur Rauf were involved in writing—original draft preparation; Adnan Khurshid and Adrian Cantemir Calin weres involved in writing—review and editing; no funding was received; Adnan Khurshid was involved in resources; Adnan Khurshid was involved in supervision.
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Khurshid, A., Rauf, A., Calin, A.C. et al. Technological innovations for environmental protection: role of intellectual property rights in the carbon mitigation efforts. Evidence from western and southern Europe. Int. J. Environ. Sci. Technol. 19, 3919–3934 (2022). https://doi.org/10.1007/s13762-021-03491-z
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DOI: https://doi.org/10.1007/s13762-021-03491-z