{"paper_id":"37e82103-ca9d-4c2d-848a-e8ce34aa49c4","body_text":"Dynamic evaluation of eco-efficiency in China's industrial sectors: Addressing scale and regional heterogeneities | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Dynamic evaluation of eco-efficiency in China's industrial sectors: Addressing scale and regional heterogeneities Kai He, Xuefang He This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-5604928/v1 This work is licensed under a CC BY 4.0 License Status: Published Journal Publication published 24 Jan, 2026 Read the published version in Environmental Modeling & Assessment → Version 1 posted 3 You are reading this latest preprint version Abstract This study evaluates the eco-efficiency of China's industrial systems using a novel three-layer meta-frontier directional distance function based dynamic network data envelopment analysis model. It highlights the industrial sector's vital role in the national economy and its influence on ecological sustainability and societal welfare. The findings indicate that overall eco-efficiency at the national level is suboptimal, with significant disparities among provincial industrial systems regarding scale, cleaner production technologies, and management standards. The western region shows lower scale efficiency (SE) and management efficiency (ME) but higher technical efficiency (TE). In contrast, the central region performs well in both SE and ME, while the eastern region faces challenges with TE. The research reveals a consistent improvement in China's industrial system's average global meta-frontier Malmquist-Luenberger index, with a 21.15% increase in total factor eco-efficiency from 2011 to 2020, primarily driven by advancements in scale efficiency. Finally, the study recommends tailored strategies to enhance eco-efficiency by addressing specific inefficiencies within each provincial industrial system. Eco-efficiency Meta-frontier Directional distance function Data envelopment analysis Malmquist-Luenberger index Improvement strategy Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Published Journal Publication published 24 Jan, 2026 Read the published version in Environmental Modeling & Assessment → Version 1 posted Editorial decision: Accepted 15 Dec, 2025 Submission checks completed at journal 16 Oct, 2025 First submitted to journal 12 Oct, 2025 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {\"props\":{\"pageProps\":{\"initialData\":{\"identity\":\"rs-5604928\",\"acceptedTermsAndConditions\":true,\"allowDirectSubmit\":false,\"archivedVersions\":[],\"articleType\":\"Research Article\",\"associatedPublications\":[],\"authors\":[{\"id\":530697857,\"identity\":\"81f015de-6eac-4c12-a400-1754c5cb4b92\",\"order_by\":0,\"name\":\"Kai 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