RT info:eu-repo/semantics/article T1 Accounting for heterogeneity in the water-energy-carbon nexus: Evidence from english and welsh water utilities A1 Maziotis, Alexandros A1 Molinos Senante, María K1 water-energy-carbon nexus K1 heterogeneity K1 latent class analysis K1 stochastic frontier analysis K1 water utilities K1 drinking water K1 3308 Ingeniería y Tecnología del Medio Ambiente AB Improving energy and carbon efficiency in the provision of water services is essential towards more sustainableurban water cycle. This study investigates the performance of water companies in England and Wales byexplicitly incorporating heterogeneity into the evaluation of the water-energy-carbon nexus. A novel Water-Energy-Emissions Performance Index (WEEPI) is developed using a latent class stochastic frontier analysis(SFA) framework, accounting for unobserved differences in production technologies across utilities. The analysis,based on data from 2011 to 2019, reveals two distinct classes of water companies. Class 1 companies generallydemonstrate slightly higher WEEPI scores than Class 2 companies with average WEEPI of 0.949 and 0.938,respectively. The study finds that economies of scale are prevalent in Class 2 companies, suggesting strategicgrowth opportunities, while Class 1 companies face diminishing returns. Moreover, environmental factors suchas average pumping head and treatment complexity exert class-specific impacts on efficiency. These findingsunderscore the importance of tailoring regulatory frameworks and incentives to company-level heterogeneity,thereby supporting more equitable and effective transitions towards carbon-neutral and energy-efficient waterservices PB Elsevier SN 0043-1354 YR 2026 FD 2026 LK https://uvadoc.uva.es/handle/10324/80991 UL https://uvadoc.uva.es/handle/10324/80991 LA eng NO Water Research, 2026, vol. 291, p. 125185 NO Producción Científica DS UVaDOC RD 23-dic-2025