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Understanding the dynamics of urban just transitions: An interdisciplinary analysis with latent dirichlet allocation (LDA)

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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Abstract

Despite the presence of literature on just transitions in cities, the knowledge gap exists in analyzing the evolving trends and trajectories of justice themes in urban transitions. This study develops a comprehensive analytical framework to identify the emerging research trends related to urban just transition by using LDA. Based on the socio-ecological-technological system (SETS) analytical framework and justice-related theoretical frameworks, this research examines the evolving characteristics and prominent issues in existing studies on just transition in urban contexts. We find that the E-T dimension within SETS is receiving increasing attention from researchers, while the inclusiveness and restorativeness dimensions within urban justice are more specifically analyzed. The study not only identifies the complex trends and dynamic changes in the process of urban just transition but also identifies key research areas for future investigations. It provides scholars and practitioners in the field of urban transformation with valuable insights and references, aiming to foster the development of more sustainable and just urban areas. © 2024 The Authors.
Original languageEnglish
Pages (from-to)485-499
Number of pages15
JournalJournal of Urban Management
Volume14
Issue number2
Online published11 Dec 2024
DOIs
Publication statusPublished - Jun 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 11 - Sustainable Cities and Communities
    SDG 11 Sustainable Cities and Communities

Research Keywords

  • Latent dirichlet allocation (LDA)
  • Socio-ecological justice
  • Socio-ecological-technological system (SETS)
  • Sustainable development
  • Urban just transitions

Publisher's Copyright Statement

  • This full text is made available under CC-BY-NC-ND 4.0. https://creativecommons.org/licenses/by-nc-nd/4.0/

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