{"title":"Unpacking the role of green supply chain and renewable energy innovation in advancing environmental sustainability: A Quantile-Based approach","authors":"Sami Ullah , Boqiang Lin","doi":"10.1016/j.rser.2025.115810","DOIUrl":null,"url":null,"abstract":"<div><div>Renewable energy innovations and the green supply chain are essential to sustainable development goal 9. Furthermore, these elements play a key role in facilitating eco-friendly energy generation, indirectly aiding the progress towards SDG 9. Transitioning from conventional to green energy sources is vital for long-term sustainability and promoting an environmentally conscious framework. Consequently, this study explores the primary drivers of environmental sustainability, measured through the load capacity factor (LCF), from 1990Q1 to 2022Q4. Additional factors such as energy prices, GDP, and financial development are also analyzed. To address the asymmetric distribution and non-linearity of the data, this study applies advanced quantile-based methods, including quantile-on-quantile regression (QQR), quantile-on-quantile Granger causality (QQGC), and wavelet quantile regression (WQR). The results indicate that green supply chain (GSC) practices, energy prices (ENP), renewable energy innovations (REI), and financial development (FinD) all positively contribute to enhancing environmental sustainability, as reflected in the increased LF. In contrast, GDP has a negative impact on environmental sustainability, reducing LF across all quantiles. The findings of QQGC demonstrate that all key variables, including GSC, REI, ENP, GDP, and FinD, are significant predictors of LCF at different quantiles. Based on these insights, the study proposes policy recommendations aligned with SDG 9 to improve environmental sustainability further.</div></div>","PeriodicalId":418,"journal":{"name":"Renewable and Sustainable Energy Reviews","volume":"218 ","pages":"Article 115810"},"PeriodicalIF":16.3000,"publicationDate":"2025-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Renewable and Sustainable Energy Reviews","FirstCategoryId":"1","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1364032125004836","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0
Abstract
Renewable energy innovations and the green supply chain are essential to sustainable development goal 9. Furthermore, these elements play a key role in facilitating eco-friendly energy generation, indirectly aiding the progress towards SDG 9. Transitioning from conventional to green energy sources is vital for long-term sustainability and promoting an environmentally conscious framework. Consequently, this study explores the primary drivers of environmental sustainability, measured through the load capacity factor (LCF), from 1990Q1 to 2022Q4. Additional factors such as energy prices, GDP, and financial development are also analyzed. To address the asymmetric distribution and non-linearity of the data, this study applies advanced quantile-based methods, including quantile-on-quantile regression (QQR), quantile-on-quantile Granger causality (QQGC), and wavelet quantile regression (WQR). The results indicate that green supply chain (GSC) practices, energy prices (ENP), renewable energy innovations (REI), and financial development (FinD) all positively contribute to enhancing environmental sustainability, as reflected in the increased LF. In contrast, GDP has a negative impact on environmental sustainability, reducing LF across all quantiles. The findings of QQGC demonstrate that all key variables, including GSC, REI, ENP, GDP, and FinD, are significant predictors of LCF at different quantiles. Based on these insights, the study proposes policy recommendations aligned with SDG 9 to improve environmental sustainability further.
期刊介绍:
The mission of Renewable and Sustainable Energy Reviews is to disseminate the most compelling and pertinent critical insights in renewable and sustainable energy, fostering collaboration among the research community, private sector, and policy and decision makers. The journal aims to exchange challenges, solutions, innovative concepts, and technologies, contributing to sustainable development, the transition to a low-carbon future, and the attainment of emissions targets outlined by the United Nations Framework Convention on Climate Change.
Renewable and Sustainable Energy Reviews publishes a diverse range of content, including review papers, original research, case studies, and analyses of new technologies, all featuring a substantial review component such as critique, comparison, or analysis. Introducing a distinctive paper type, Expert Insights, the journal presents commissioned mini-reviews authored by field leaders, addressing topics of significant interest. Case studies undergo consideration only if they showcase the work's applicability to other regions or contribute valuable insights to the broader field of renewable and sustainable energy. Notably, a bibliographic or literature review lacking critical analysis is deemed unsuitable for publication.