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Energy justice, built environment and poverty: A deep-narrative analysis of energy cultures in Brazil, India and Nigeria for policy modelling
DOI:
https://doi.org/10.31224/osf.io/8mf46Keywords:
computational social science, energy justice, energy services, policy modelling, povertyAbstract
Distributive energy justice as a policy instrument is crucial to meet UN-SDG 7 targets at the poorest section of rapidly urbanising Global South. This study mobilised this policy instrument to derive poverty alleviation focal points across slum rehabilitation housing in Brazil, India and Nigeria. It emphasises on the social dimensions of energy services which currently remains a literature gap. The core methodological innovation lies in the nested deep narrative analysis approach using topic modelling and grounded theory, developed in Debnath et. al. (2020). This paper presents the application of this methodology through the analysis of energy culture and built environment in poverty. Narratives of poverty and energy services were collected through focus group discussions that served as the primary data object. Topic modelling was performed to remove directionality biases in the narratives using a Latent Dirichlet Allocation (LDA)-based algorithm, which was then strengthen using grounded theory. Cross-validation of the topic models was performed using science-mapping of state-of-the-art literature in ‘energy justice’ and ‘poverty’ with an LDA-tuning algorithm. Results converged around seven key topics that probabilistically highlighted the grounded reality of complex interactions between poverty, built environment and human-scale energy services. The derived policy-focal points illustrated that built environment design, land use planning and governance are crucial to the success of SDG-7 in poverty. It showed how utilities and distribution companies can strengthen their energy governance to support social policies and improve the quality and reliability of electric power. The high diffusion of ICTs in the study area can act as a platform of change to bring distributive justice.Downloads
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