Abstract
Collaborative innovation can promote scientific productivity and the development of clean technology and thus has a great potential in constraining the ecological footprint. However, current studies on the impact of collaborative innovation on ecological footprint are insufficient, and results remain controversial. To better understand these impacts, this paper took Guangdong-Hong Kong-Macao Greater Bay Area of China as a case, estimated the ecological footprint at the municipal level from 2008 to 2018, measured collaborative innovation both from four dimensions and from a composite approach, then applied threshold regression models to compare the impact of collaborative innovation on the ecological footprint across different economic intervals. The findings showed that: the ecological footprint of the Greater Bay Area displayed an overall upward trend with prominent spatial heterogeneity. The impact of collaborative innovation on the ecological footprint presented a double-threshold effect when examined with different indicators. Among which, the flow of scientific personnel and capital boosted the ecological footprint, which intensified with economic development, while collaboration in technology exerted significant inhibitory effects on ecological footprint, and the influence of inter-city knowledge collaboration was limited. Overall, collaborative innovation inhibited ecological footprint when measured by a composite index. This might inspire policymakers to adopt sustainable strategies depending on the type of collaborative innovation and the economic status of the city to constrain growth of the ecological footprint, thus minimizing the pressures of human activities on the environment and moving towards a more carbon neutral society.
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Data availability
The datasets used and analysed during the current study are available from the first author on reasonable request.
References
Adedoyin F, Alola A, Bekun F (2020) An assessment of environmental sustainability corridor: the role of economic expansion and research and development in EU countries. Sci. Total Environ. 713:136726
Ahmad M, Jiang P, Majeed A, Umar M, Khan Z, Muhammad S (2020) The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: an advanced panel data estimation. Resources Policy 69:101817
Ahmad M, Khattak SI, Khan A, Rahman ZU (2020b) Innovation, foreign direct investment (FDI), and the energy–pollution–growth nexus in OECD region: a simultaneous equation modeling approach. Environmental Ecological Statistics 27:203–232
Ahmed Z, Wang Z, Mahmood F, Hafeez M, Ali N (2019) Does globalization increase the ecological footprint? Empirical evidence from Malaysia. Environ Sci Pollut Res 26:18565–18582
Al-mulali U, Weng-Wai C, Sheau-Ting L, Mohammed AH (2015) Investigating the environmental Kuznets curve (EKC) hypothesis by utilizing the ecological footprint as an indicator of environmental degradation. Ecol Ind 48:315–323
Anser M, Yousaf Z, Nassani A, Abro M, Zaman K, Kabbani A (2021) Evaluating ecological footprints through inbound tourism, population density, and global trade. Pol J Environ Stud 30:555–560
Apergis N, Ozturk I (2015) Testing Environmental Kuznets Curve hypothesis in Asian countries. Ecol Ind 52:16–22
Arouri M, Youssef A, M’henni H, Rault C, (2012) Energy consumption, economic growth and CO2 emissions in Middle East and North African countries. Energy Policy 45:342–349
Asici A, Acar S (2016) Does income growth relocate ecological footprint? Ecol Ind 61:707–714
Baabou W, Grunewald N, Ouellet-Plamondon C, Gressot M, Galli A (2017) The ecological footprint of Mediterranean cities: awareness creation and policy implications. Environ Sci Policy 69:94–104
Begum K, Kuhnert M, Yeluripati J, Ogle S, Parton W, Kader MA, Smith P (2018) Model based regional estimates of soil organic carbon sequestration and greenhouse gas mitigation potentials from rice croplands in Bangladesh. Land 7:82
Borucke M, Moore D, Cranston G, Gracey K, Iha K, Larson J, Lazarus E, Morales JC, Wackernagel M, Galli A (2013) Accounting for demand and supply of the biosphere’s regenerative capacity: the National Footprint Accounts’ underlying methodology and framework. Ecol Ind 24:518–533
Bozeman B, Fay D, Slade CP (2013) Research collaboration in universities and academic entrepreneurship: the-state-of-the-art. J Technol Transfer 38:1–67
Chen W, Lei Y (2018) The impacts of renewable energy and technological innovation on environment-energy-growth nexus: new evidence from a panel quantile regression. Renewable Energy 123:1–14
Danish, Wang Z (2019) Investigation of the ecological footprint’s driving factors: what we learn from the experience of emerging economies. Sust Cities Soc 49:101626
De Angelis EM, Di Giacomo M, Vannoni D (2019) Climate change and economic growth: the role of environmental policy stringency. Sustainability 11:2273
Destek M, Ulucak R, Dogan E (2018) Analyzing the environmental Kuznets curve for the EU countries: the role of ecological footprint. Environ Sci Pollut Res 25:29387–29396
Destek M, Sarkodie S (2019) Investigation of environmental Kuznets curve for ecological footprint: the role of energy and financial development. Sci Total Environ 650:2483–2489
Dogan E, Taspinar N, Gokmenoglu KK (2019) Determinants of ecological footprint in MINT countries. Energy & Environment 30:1065–1086
Dong L, Wang Y, Scipioni A, Park H-S, Ren J (2018) Recent progress on innovative urban infrastructures system towards sustainable resource management. Resources, Conservation Recycling 128:355–359
Elias L, Lin D, Jon M, Jeanette H, Louisa P, Alessandro G (2015) Biodiversity loss and the ecological footprint of trade. Diversity 7:170–191
Erdogan S (2020) Analyzing the environmental Kuznets curve hypothesis: the role of disaggregated transport infrastructure investments. Sust Cities Soc 61:102338
Fan F, Lian H, Wang S (2019) Can regional collaborative innovation improve innovation efficiency? An empirical study of Chinese cities. Growth Chang 51:440–463
Fan F, Lian H, Liu X, Wang X (2021) Can environmental regulation promote urban green innovation Efficiency? An empirical study based on Chinese cities. J Clean Prod 287:125060
Galende HV, Pardo MLE, García CP (2019) Smart cities: can business improvement districts reduce the environmental footprint of urban areas? Edward Elgar Publishing, Cheltenham, Environmental Fiscal Challenges for Cities and Transport
Ghita S, Saseanu A, Gogonea R, Huidumac-Petrescu C (2018) Perspectives of ecological footprint in European context under the impact of information society and sustainable development. Sustainability 10:3224
Goldstein B, Birkved M, Fernandez J, Hauschild M (2017) Surveying the environmental footprint of urban food consumption. J Ind Ecol 21:151–165
Gui Q, Liu C, Du D (2018) International knowledge flows and the role of proximity. Growth Chang 49:532–547
Gui Q, Liu C, Du D (2019) Globalization of science and international scientific collaboration: a network perspective. Geoforum 105:1–12
Guo S, Wang Y (2019) Ecological security assessment based on ecological footprint approach in Hulunbeir Grassland, China. Int J Environ Res Public Health 16:4805
Hansen B (1999) Threshold effects in non-dynamic panels: estimation, testing, and inference. Journal of Econometrics 93:345–368
Hart S (1995) A natural-resource-based view of the firm. Acad Manag Rev 20:986–1014
Hou M, Lin Z, Chen J, Zhai Y, ** Q, Zhong F (2018) Optimization on the buried depth of subsurface drainage under greenhouse condition based on entropy evaluation method. Entropy 20:859
Kahia M, Kadria M, Aissa MSB, Lanouar C (2017) Modelling the treatment effect of renewable energy policies on economic growth: evaluation from MENA countries. J Clean Prod 149:845–855
Ke H, Yang W, Liu X, Fan F (2020) Does Innovation efficiency suppress the ecological footprint? Empirical evidence from 280 Chinese cities. Int J Environ Res Public Health 17:6826
Khan A, Chenggang Y, Hussain J, Bano S (2019) Does energy consumption, financial development, and investment contribute to ecological footprints in BRI regions? Environ Sci Pollut Res 26:36952–36966
Khan I, Hou F, Le H (2021) The impact of natural resources, energy consumption, and population growth on environmental quality: fresh evidence from the United States of America. Sci Total Environ 754:142222
Khan Z, Ali S, Umar M, Kirikkaleli D, Jiao Z (2020) Consumption-based carbon emissions and international trade in G7 countries: the role of environmental innovation and renewable energy. Sci Total Environ 730:138945
Kihombo S, Ahmed Z, Chen S, Adebayo TS, Kirikkaleli D (2021) Linking financial development, economic growth, and ecological footprint: what is the role of technological innovation? Environ Sci Pollut Res 28:61235–61245
Korhonen J, Pätäri S, Toppinen A, Tuppura A (2015) The role of environmental regulation in the future competitiveness of the pulp and paper industry: the case of the sulfur emissions directive in Northern Europe. J Clean Prod 108:864–872
Lee S, Bozeman B (2005) The impact of research collaboration on scientific productivity. Soc Stud Sci 35:673–702
Lin D, Hanscom L, Murthy A, Galli A, Evans M, Neill E, Mancini MS, Martindill J, Medouar F-Z, Huang S (2018) Ecological footprint accounting for countries: updates and results of the National Footprint Accounts, 2012–2018. Resources 7:58
McBain B, Lenzen M, Albrecht G, Wackernagel M (2018) Reducing the ecological footprint of urban cars. Int J Sustain Transp 12:117–127
Mulligan S (2010) Energy, environment, and security: critical links in a post-peak world. Glob Environ Polit 10:79–100
Qureshi M, Elashkar E, Shoukry A, Aamir A, Mahmood N, Rasli A, Zaman K (2019) Measuring the ecological footprint of inbound and outbound tourists: evidence from a panel of 35 countries. Clean Technol Environ Policy 21:1949–1967
Rees W (1992) Ecological footprints and appropriated carrying capacity. Environ Urban 4:120–130
Rudolph A, Figge L (2017) Determinants of ecological footprints: what is the role of globalization? Ecol Ind 81:348–361
Shahzad U, Fareed Z, Shahzad F, Shahzad K (2021) Investigating the nexus between economic complexity, energy consumption and ecological footprint for the United States: new insights from quantile methods. Journal of Cleaner Production 279:123806
Shi H, Cui Y, Tsai S, Wang D (2018) The Impact of technical-nontechnical factors synergy on innovation performance: the moderating effect of talent flow. Sustainability 10:693
Sinha A, Sengupta T, Alvarado R (2020) Interplay between technological innovation and environmental quality: formulating the SDG policies for next 11 economies. Journal of Cleaner Production 242:118549
Song M, Fisher R, Kwoh Y (2019) Technological challenges of green innovation and sustainable resource management with large scale data. Technol Forecast Soc Chang 144:361–368
Świąder M, Lin D, Szewrański S, Kazak JK, Iha K, van Hoof J, Belčáková I, Altiok S (2020) The application of ecological footprint and biocapacity for environmental carrying capacity assessment: A new approach for European cities. Environ Sci Policy 105:56–74
Tang X, McLellan B, Snowden S, Zhang B, Hook M (2015) Dilemmas for China: energy, economy and environment. Sustainability 7:5508–5520
Uddin G, Salahuddin M, Alam K, Gow J (2017) Ecological footprint and real income: panel data evidence from the 27 highest emitting countries. Ecol Ind 77:166–175
Wackernagel M, Onisto L, Bello P, Linares AC, Falfan ISL, Garcia JM, Guerrero AIS, Guerrero CS (1999) National natural capital accounting with the ecological footprint concept. Ecol Econ 29:375–390
Wang Q, Qu J, Wang B, Wang P, Yang T (2019) Green technology innovation development in China in 1990–2015. Sci Total Environ 696:134008
Wang S, Jia M, Zhou Y, Fan F (2020a) Impacts of changing urban form on ecological efficiency in China: a comparison between urban agglomerations and administrative areas. J Environ Planning Manage 63:1834–1856
Wang S, Wang X, Lu F, Fan F (2021) The impact of collaborative innovation on ecological efficiency—empirical research based on China’s regions. Technol Anal Strateg Manage 33:242–256
Wang Y, Zhou Q, Wang H (2020b) Assessing ecological carrying capacity in the Guangdong-Hong Kong-Macao Greater Bay Area based on a three-dimensional ecological footprint model. Sustainability 12:9705
Wu D, Liu J (2020) Spatial and temporal evaluation of ecological footprint intensity of Jiangsu Province at the county-level scale. Int J Environ Res Public Health 17:7833
Wuchty S, Jones B, Uzzi B (2007) The increasing dominance of teams in production of knowledge. Science 316:1036–1039
Yang Z, Chen Y, Wu Z, Qian Q, Zheng Z, Huang Q (2019) Spatial heterogeneity of the thermal environment based on the urban expansion of natural cities using open data in Guangzhou, China. Ecol Ind 104:524–534
Zhang J, Yu H, Zhang K, Zhao L, Fan F (2021) Can innovation agglomeration reduce carbon emissions? evidence from China. Int J Environ Res Public Health 18:382
Zhuang T, Zhao S, Zheng M, Chu J (2021) Triple helix relationship research on China’s regional university–industry–government collaborative innovation: based on provincial patent data. Growth Chang 52:1361–1386
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We highly appreciate the constructive comments and suggestions from the editors and reviewers that helped improved this manuscript.
Funding
This work was supported by the National Natural Science Foundation of China [Grant Number 42001126]; and Fujian Planning Office of Philosophy and Social Science [Grant Number FJ2020C035].
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Conceptualization, X.Y., F.F., and N.H.; data curation, H.K. and Q.L.; funding acquisition, X.Y.; methodology, X.Y., F.F., and H.K.; project administration, X.Y., K.M., and N.H.; writing—original draft, X.Y., Q.L., and K.M.; writing—review and editing, X.Y.
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You, X., Li, Q., Monahan, K.M. et al. Can collaborative innovation constrain ecological footprint? Empirical evidence from Guangdong-Hong Kong-Macao Greater Bay Area, China. Environ Sci Pollut Res 29, 54476–54491 (2022). https://doi.org/10.1007/s11356-022-19648-3
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DOI: https://doi.org/10.1007/s11356-022-19648-3