Role of fourth industrial revolution on dirty and clean energy under bearish, neutral and bullish market conditions: A quantile-on-quantile Granger causality approach

dc.authoridUsman, Ojonugwa/0000-0002-6459-9898
dc.authoridOzkan, Oktay/0000-0001-9419-8115
dc.contributor.authorUsman, Ojonugwa
dc.contributor.authorIbrahim, Blend
dc.contributor.authorOzkan, Oktay
dc.contributor.authorIke, George N.
dc.date.accessioned2025-07-03T21:26:40Z
dc.date.issued2025
dc.departmentBalıkesir Üniversitesi
dc.description.abstractThe transformation of the world into a complex system through global exposure to artificial intelligence, digitalization, and other technological advancements may affect the environment, including energy markets. This study investigates the role of the Fourth Industrial Revolution (FIR) on clean and dirty energy markets using daily time series data from December 19, 2017, to March 21, 2024. The empirical results based on the newly developed Quantile-on-Quantile Granger Causality test suggest the following: (i) returns of assets related to the FIR under bearish market conditions induce market oscillations in both clean and dirty energy markets; (ii) the predictive power of assets related to the FIR for dirty energy assets is stronger compared to its predictive power for clean energy assets when markets for the FIR assets are neutral. This implies that clean energy assets can act as diversifiers for FIR assets; (iii) market oscillations occur at both bullish and bearish states of FIR asset returns but are more pronounced at bearish states; (iv) the use of alternative energy market proxies tell a somewhat similar story. Overall, the implication of our findings is that assets related to the FIR have stronger predictive content for dirty energy markets. Policy implications are outlined.
dc.identifier.doi10.1016/j.energy.2025.135582
dc.identifier.issn0360-5442
dc.identifier.issn1873-6785
dc.identifier.scopus2-s2.0-86000488766
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1016/j.energy.2025.135582
dc.identifier.urihttps://hdl.handle.net/20.500.12462/21842
dc.identifier.volume322
dc.identifier.wosWOS:001449975000001
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherPergamon-Elsevier Science Ltd
dc.relation.ispartofEnergy
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WOS_20250703
dc.subjectClean energy markets
dc.subjectDirty energy markets
dc.subjectFourth industrial revolution
dc.subjectQuantile-on-quantile granger causality
dc.titleRole of fourth industrial revolution on dirty and clean energy under bearish, neutral and bullish market conditions: A quantile-on-quantile Granger causality approach
dc.typeArticle

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