Innovation Center University of Niš, Univerzitetski Trg 2, 18000, Niš, Serbia.
Faculty of Occupational Safety, University of Niš, Čarnojevića 10a, 18000, Niš, Serbia.
Environ Sci Pollut Res Int. 2023 Jul;30(34):81573-81584. doi: 10.1007/s11356-023-26431-5. Epub 2023 Mar 14.
The concept of circular economy (CE) is increasingly prominent in European Union (EU) countries, considering the demand for incorporating renewable resources into end products. Similar to sustainable development dimensions, CE indicators can be classified within economic, social, and environmental protection categories, depending on their measuring scope, and within micro-, meso-, and macro-level, depending on the level of observation. The aim of the research is to determine the impact of CE innovation on CE performance in EU countries by modeling the Eurostat indicators via SmartPLS software. Relying on the relevant literature review, the paper first presents the concept of CE and the composite indicators used for evaluating its specific performances, as well as previous global and European experiences. Further, the study focuses on the modeling options for CE performance composite indicators demonstrating the relationship between the accomplishments of CE and the use of innovative measures at the level of products, services, or processes. Based on the data from EU27 countries for the period 2018-2021, the paper explores the relationship between variable and model composite indicators using SmartPLS software. SmartPLS output results support four assumption paths between CE indicator groups which are also confirmed with convergent and discriminant validity and heterotrait-monotrait ratio (HTMT) values. CE path modeling structure confirms the positive connection between CE innovations and CE performance emphasizing the need for providing a supportive environment and funds for innovations.
循环经济(CE)的概念在欧盟(EU)国家中越来越突出,因为需要将可再生资源纳入最终产品。与可持续发展维度类似,CE 指标可以根据其测量范围分为经济、社会和环境保护类别,也可以根据观察的水平分为微观、中观和宏观级别。本研究的目的是通过使用 SmartPLS 软件对 Eurostat 指标进行建模,来确定欧盟国家 CE 创新对 CE 绩效的影响。本文首先根据相关文献综述,介绍了 CE 的概念和用于评估其特定绩效的综合指标,以及之前的全球和欧洲经验。此外,该研究还侧重于展示 CE 绩效综合指标建模选项,以说明 CE 成果与产品、服务或流程层面创新措施使用之间的关系。基于 2018-2021 年欧盟 27 个国家的数据,本文使用 SmartPLS 软件探索了变量和模型综合指标之间的关系。SmartPLS 的输出结果支持 CE 指标组之间的四个假设路径,这些路径也通过收敛和区别有效性以及异质特质单特质比(HTMT)值得到了确认。CE 路径建模结构确认了 CE 创新与 CE 绩效之间的积极联系,强调需要为创新提供支持性环境和资金。