{"title":"循环经济与欧盟能源转型:金融结构与循环碳技术创新的调节和过渡效应:来自C-Lasso和PSTR方法的证据","authors":"Khadim Hussain , Zhong Jian , Anwar Khan","doi":"10.1016/j.jclepro.2025.145434","DOIUrl":null,"url":null,"abstract":"<div><div>This study estimates the possible linkages from circular economy (CE) to energy transition (ET) using the moderation effects of circular carbon technology innovation (CCUS) and financial structure (Fins) for 27 EU member countries. This research adopted the data between 2000 and 2022 and applied novel econometric approaches, including the extended version of penalized least square (PLS) classifier lasso (C-Lasso) and Panel Smooth Transition Regression (PSTR) for empirical analysis. The advantage of C-Lasso is that it divides the panel data into multiple groups (Group 1: Austria, Belgium, Bulgaria, Croatia, Cyprus, Czechia, Denmark, Estonia, Finland, and France; Group 2: Germany, Greece, Hungary, Ireland, Italy, Latvia, and Lithuania; and Group 3: Luxembourg, Malta, the Netherlands, Poland, Portugal, Romania, Slovakia, Slovenia, Spain, and Sweden) and estimates each group independently. The results obtained from the study show that CE is effective in improving energy transition in the selected countries, with the strongest impact seen in Group 3 (0.379 %), followed by Group 1 (0.358 %), and then Group 2 (0.107 %). The results further validated that CCUS moderated the relationship between CE and ET in Group 2 and had no significant response in Group 1. In contrast, financial structure negatively impacts the CE-energy transition relationship across all groups. Regarding regional heterogeneity, the results show that Fins and CCUS do not significantly support the CE-ET connections in EU, Eastern, Northern, and Southern Europe; however, the Fins develop some relationships in Western Europe. Finally, these results are discussed to devise policies for sustainable energy transition across the EU.</div></div>","PeriodicalId":349,"journal":{"name":"Journal of Cleaner Production","volume":"505 ","pages":"Article 145434"},"PeriodicalIF":10.0000,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Circular economy and EU's energy transition: The moderating and transitioning effects of financial structure and circular carbon technology innovation: Evidence from C-Lasso and PSTR approaches\",\"authors\":\"Khadim Hussain , Zhong Jian , Anwar Khan\",\"doi\":\"10.1016/j.jclepro.2025.145434\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study estimates the possible linkages from circular economy (CE) to energy transition (ET) using the moderation effects of circular carbon technology innovation (CCUS) and financial structure (Fins) for 27 EU member countries. This research adopted the data between 2000 and 2022 and applied novel econometric approaches, including the extended version of penalized least square (PLS) classifier lasso (C-Lasso) and Panel Smooth Transition Regression (PSTR) for empirical analysis. The advantage of C-Lasso is that it divides the panel data into multiple groups (Group 1: Austria, Belgium, Bulgaria, Croatia, Cyprus, Czechia, Denmark, Estonia, Finland, and France; Group 2: Germany, Greece, Hungary, Ireland, Italy, Latvia, and Lithuania; and Group 3: Luxembourg, Malta, the Netherlands, Poland, Portugal, Romania, Slovakia, Slovenia, Spain, and Sweden) and estimates each group independently. The results obtained from the study show that CE is effective in improving energy transition in the selected countries, with the strongest impact seen in Group 3 (0.379 %), followed by Group 1 (0.358 %), and then Group 2 (0.107 %). The results further validated that CCUS moderated the relationship between CE and ET in Group 2 and had no significant response in Group 1. In contrast, financial structure negatively impacts the CE-energy transition relationship across all groups. Regarding regional heterogeneity, the results show that Fins and CCUS do not significantly support the CE-ET connections in EU, Eastern, Northern, and Southern Europe; however, the Fins develop some relationships in Western Europe. Finally, these results are discussed to devise policies for sustainable energy transition across the EU.</div></div>\",\"PeriodicalId\":349,\"journal\":{\"name\":\"Journal of Cleaner Production\",\"volume\":\"505 \",\"pages\":\"Article 145434\"},\"PeriodicalIF\":10.0000,\"publicationDate\":\"2025-04-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Cleaner Production\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S095965262500784X\",\"RegionNum\":1,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ENVIRONMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cleaner Production","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S095965262500784X","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
Circular economy and EU's energy transition: The moderating and transitioning effects of financial structure and circular carbon technology innovation: Evidence from C-Lasso and PSTR approaches
This study estimates the possible linkages from circular economy (CE) to energy transition (ET) using the moderation effects of circular carbon technology innovation (CCUS) and financial structure (Fins) for 27 EU member countries. This research adopted the data between 2000 and 2022 and applied novel econometric approaches, including the extended version of penalized least square (PLS) classifier lasso (C-Lasso) and Panel Smooth Transition Regression (PSTR) for empirical analysis. The advantage of C-Lasso is that it divides the panel data into multiple groups (Group 1: Austria, Belgium, Bulgaria, Croatia, Cyprus, Czechia, Denmark, Estonia, Finland, and France; Group 2: Germany, Greece, Hungary, Ireland, Italy, Latvia, and Lithuania; and Group 3: Luxembourg, Malta, the Netherlands, Poland, Portugal, Romania, Slovakia, Slovenia, Spain, and Sweden) and estimates each group independently. The results obtained from the study show that CE is effective in improving energy transition in the selected countries, with the strongest impact seen in Group 3 (0.379 %), followed by Group 1 (0.358 %), and then Group 2 (0.107 %). The results further validated that CCUS moderated the relationship between CE and ET in Group 2 and had no significant response in Group 1. In contrast, financial structure negatively impacts the CE-energy transition relationship across all groups. Regarding regional heterogeneity, the results show that Fins and CCUS do not significantly support the CE-ET connections in EU, Eastern, Northern, and Southern Europe; however, the Fins develop some relationships in Western Europe. Finally, these results are discussed to devise policies for sustainable energy transition across the EU.
期刊介绍:
The Journal of Cleaner Production is an international, transdisciplinary journal that addresses and discusses theoretical and practical Cleaner Production, Environmental, and Sustainability issues. It aims to help societies become more sustainable by focusing on the concept of 'Cleaner Production', which aims at preventing waste production and increasing efficiencies in energy, water, resources, and human capital use. The journal serves as a platform for corporations, governments, education institutions, regions, and societies to engage in discussions and research related to Cleaner Production, environmental, and sustainability practices.