{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,8]],"date-time":"2026-04-08T00:18:12Z","timestamp":1775607492382,"version":"3.50.1"},"reference-count":67,"publisher":"Emerald","issue":"5","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,1]]},"abstract":"\n Purpose<\/jats:title>\n The purpose of this study is to specify an optimization model to quantify the expanded urban eco-efficiency of Brazilian municipalities, considering both desirable and undesirable factors. The quantitative measure of urban ecoefficiency allows one to identify strengths and weaknesses in Brazilian cities and to facilitate the exploration of alternative decision scenarios for improving eco-efficiency, offering actionable insights for decision-makers.<\/jats:p>\n <\/jats:sec>\n \n Design\/methodology\/approach<\/jats:title>\n The methodology adopted involves the application of a directional distance function (DDF) specified within a data envelopment analysis (DEA) model, using data collected from an open source Sustainable Development Goals (SDGs) database.<\/jats:p>\n <\/jats:sec>\n \n Findings<\/jats:title>\n The results indicate interregional disparities in eco-efficiency scores among Brazilian cities. Wealthier southeastern cities exhibit higher scores than those in the impoverished northern region, which suffers from inadequate sanitation and waste management. The model specified can identify best practices and areas for targeted improvement, offering actionable insights to policymakers.<\/jats:p>\n <\/jats:sec>\n \n Originality\/value<\/jats:title>\n This study offers a novel approach to measuring urban eco-efficiency by integrating desirable and undesirable factors within an expanded urban eco-efficiency score, which enables the exploration of alternative decision scenarios. The insights gained from this research can assist policymakers in identifying best practices and implementing targeted improvements across different regions in Brazil.<\/jats:p>\n <\/jats:sec>","DOI":"10.1108\/jm2-11-2024-0369","type":"journal-article","created":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T08:07:45Z","timestamp":1742976465000},"page":"1738-1768","source":"Crossref","is-referenced-by-count":3,"title":["The assessment of urban eco-efficiency of Brazilian municipalities based on directional distance functions"],"prefix":"10.1108","volume":"20","author":[{"given":"Andreia","family":"Zanella","sequence":"first","affiliation":[{"name":"Universidade Federal de Santa Catarina Department of Informatics and Statistics, , Florianopolis,","place":["Brazil"]}]},{"given":"Renata","family":"Oliveira","sequence":"additional","affiliation":[{"name":"NOMADE, University of Para State Department of Applied Social Sciences, , Belem,","place":["Brazil"]}]}],"member":"140","published-online":{"date-parts":[[2025,3,28]]},"reference":[{"key":"2025102009072124000_ref001","doi-asserted-by":"crossref","first-page":"100510","DOI":"10.1016\/j.esr.2020.100510","article-title":"Net-zero deep decarbonization pathways in Latin America: challenges and opportunities","volume":"30","author":"Bataille","year":"2020","journal-title":"Energy Strategy Reviews"},{"key":"2025102009072124000_ref002","volume-title":"Plano Municipal de Saneamento B\u00e1sico. 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Technical Report","author":"SDG Counties","year":"2021"},{"issue":"1","key":"2025102009072124000_ref044","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/S0377-2217(01)00293-4","article-title":"Modeling undesirable factors in efficiency evaluation","volume":"142","author":"Seiford","year":"2002","journal-title":"European Journal of Operational Research"},{"issue":"7","key":"2025102009072124000_ref045","doi-asserted-by":"crossref","first-page":"4465","DOI":"10.1016\/j.rser.2012.04.052","article-title":"Environmental efficiency evaluation based on data envelopment analysis: a review","volume":"16","author":"Song","year":"2012","journal-title":"Renewable and Sustainable Energy Reviews"},{"key":"2025102009072124000_ref046","volume-title":"Handbook on Data Envelopment Analysis","author":"Thanassoulis","year":"2004"},{"key":"2025102009072124000_ref047","volume-title":"Connecting to Compete, a Report Summarizing the Findings from the New Dataset for the Logistics Performance Index (LPI) and Its Component Indicators. Technical Report","author":"The World Bank","year":"2023"},{"key":"2025102009072124000_ref048","volume-title":"Report of the World Commission on Environment and Development: Our Common Future. Technical Report 1","author":"UN","year":"1987"},{"key":"2025102009072124000_ref049","unstructured":"UN\n (2010), \u201cResolution 64\/292: the human right to water and sanitation\u201d, Technical report, United Nations General Assembly, available at:Link to the cited article"},{"key":"2025102009072124000_ref050","volume-title":"The Millennium Development Goals Report. Technical Report","author":"UN","year":"2015"},{"key":"2025102009072124000_ref051","article-title":"UNEP: resource efficient and cleaner production","author":"UN","year":"2015"},{"key":"2025102009072124000_ref052","volume-title":"Declaration of the United Nations Conference on the Human Environment","author":"UNEP","year":"1972"},{"key":"2025102009072124000_ref053","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1016\/j.eneco.2015.12.018","article-title":"A multiplicative environmental dea approach to measure efficiency changes in the world\u2019s major polluters","volume":"54","author":"Valadkhani","year":"2016","journal-title":"Energy Economics"},{"key":"2025102009072124000_ref054","volume-title":"Eco-Efficiency: creating More Value with Less Impact","author":"WBCSD","year":"2000","edition":"1st ed"},{"key":"2025102009072124000_ref055","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.ecolecon.2013.06.015","article-title":"Material use and material efficiency in Latin America and the Caribbean","volume":"94","author":"West","year":"2013","journal-title":"Ecological Economics"},{"key":"2025102009072124000_ref056","volume-title":"Brazil - Nova Gerar Landfill Gas Generation Project. 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