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Nexus between Industry 4.0 and environmental sustainability: A Fourier panel bootstrap cointegration and causality analysis

dc.contributor.authorBildirici, Melike
dc.contributor.authorErsin, Ozgur Omer
dc.date.accessioned2026-06-27T14:49:47Z
dc.date.issued2023
dc.description.abstractThe paper aims at investigation of the nexus between Industry 4.0 (I4.0) and environmental sustainability in addition to exploring the long-run and short-run effects of Industry 4.0 on CO2 emissions. For this end, energy consumption, internet and communication technology (ICT) exports, research and development (R&D), artificial intelligence (AI), ICT technology patents and bitcoin are taken as control variables of Industry 4.0 for a panel of 9 countries that contribute to 62% of the total CO2 emissions in the world. For this purpose, the paper follows two approaches. First, the paper proposes utilization of AI and ICT technology patents, technology-related R&Ds and ICT exports as variables of I4.0 in addition to investigating the effects of economic growth, energy consumption and bitcoin. Second, to control structural changes and nonlinearity in the cointegrating relations and existence of degenerate cointegration, Fourier panel bootstrap autoregressive distributed lag model (FPBARDL) is utilized. Afterwards, FPBARDL based long, short and strong causality analyses are conducted. The empirical findings revealed positive impacts of all I4.0-related variables on emissions in the long-run. Though I4.0 related AI and ICT innovation has no direct effect in the short-run, its effects are determined through increased energy con-sumption towards emissions. The strong positive effects of energy consumption and positive effects of economic growth, ICT exports and R&D are observed both in the short and long-run. In addition to positive impacts of I4.0 on environment, the findings favor insufficiency of policies focusing on lowering emissions in I4.0 context.Policy recommendations include strong commitment to energy efficiency and renewable energies and trade policies with environmental concerns.en
dc.description.urihttps://doi.org/10.1016/j.jclepro.2022.135786
dc.identifier.doi10.1016/j.jclepro.2022.135786
dc.identifier.eissn1879-1786
dc.identifier.issn0959-6526
dc.identifier.urihttps://hdl.handle.net/20.500.14981/65290
dc.identifier.volume386
dc.identifier.wos000917265700001
dc.language.isoeng
dc.publisherELSEVIER SCI LTD
dc.relation.ispartofJOURNAL OF CLEANER PRODUCTION
dc.subjectEnvironmental sustainability
dc.subjectIndustry 4
dc.subject0
dc.subjectCointegration
dc.subjectEconomic growth
dc.subjectInternational trade
dc.subjectInnovation
dc.subjectPanel causality
dc.subjectRENEWABLE ENERGY-CONSUMPTION
dc.subjectLAGRANGE MULTIPLIER TEST
dc.subjectECONOMIC-GROWTH
dc.subjectCO2 EMISSIONS
dc.subjectMODEL
dc.subjectTECHNOLOGIES
dc.subjectPROACTIVITY
dc.subjectPERFORMANCE
dc.subjectINTEGRATION
dc.subjectIMPACT
dc.subjectScience & Technology - Other Topics
dc.subjectEngineering
dc.subjectEnvironmental Sciences & Ecology
dc.titleNexus between Industry 4.0 and environmental sustainability: A Fourier panel bootstrap cointegration and causality analysis
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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