Guilherme Perobelli Salgueiro , Fernando Salgueiro Perobelli , Edson Paulo Domingues , Victor Eduardo de Melo Valério
{"title":"Spatial and socioeconomic factors of distributed photovoltaic generation in Minas Gerais","authors":"Guilherme Perobelli Salgueiro , Fernando Salgueiro Perobelli , Edson Paulo Domingues , Victor Eduardo de Melo Valério","doi":"10.1016/j.eneco.2025.109121","DOIUrl":null,"url":null,"abstract":"<div><div>This article analyzes the determinants and spatial diffusion of residential distributed photovoltaic (PV) adoption in Minas Gerais, Brazil. Comprising 853 municipalities with deep socioeconomic disparities, the state serves as a unique case study for technology diffusion. The hypothesis of spatial randomness for the density of PV installations (N/Km<sup>2</sup>) was tested and rejected using Moran's I, revealing distinct clusters of high and low adoption. Employing a Spatial Durbin Model (SDM) to capture both direct and spillover effects, the results demonstrate that socioeconomic factors, specifically average wage, tertiary education, and urbanization are the primary drivers of diffusion. Crucially, the study identifies an ‘efficiency gap’ in the northern region of the state: while possessing the highest solar irradiation resources, these municipalities exhibit low adoption rates due to structural socioeconomic barriers, indicating that physical potential is a necessary but insufficient condition for diffusion. These findings suggest that public policies must go beyond technical incentives to address financial and educational constraints to promote equitable energy transition.</div></div>","PeriodicalId":11665,"journal":{"name":"Energy Economics","volume":"154 ","pages":"Article 109121"},"PeriodicalIF":13.5000,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Energy Economics","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S014098832500951X","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/12/30 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
This article analyzes the determinants and spatial diffusion of residential distributed photovoltaic (PV) adoption in Minas Gerais, Brazil. Comprising 853 municipalities with deep socioeconomic disparities, the state serves as a unique case study for technology diffusion. The hypothesis of spatial randomness for the density of PV installations (N/Km2) was tested and rejected using Moran's I, revealing distinct clusters of high and low adoption. Employing a Spatial Durbin Model (SDM) to capture both direct and spillover effects, the results demonstrate that socioeconomic factors, specifically average wage, tertiary education, and urbanization are the primary drivers of diffusion. Crucially, the study identifies an ‘efficiency gap’ in the northern region of the state: while possessing the highest solar irradiation resources, these municipalities exhibit low adoption rates due to structural socioeconomic barriers, indicating that physical potential is a necessary but insufficient condition for diffusion. These findings suggest that public policies must go beyond technical incentives to address financial and educational constraints to promote equitable energy transition.
期刊介绍:
Energy Economics is a field journal that focuses on energy economics and energy finance. It covers various themes including the exploitation, conversion, and use of energy, markets for energy commodities and derivatives, regulation and taxation, forecasting, environment and climate, international trade, development, and monetary policy. The journal welcomes contributions that utilize diverse methods such as experiments, surveys, econometrics, decomposition, simulation models, equilibrium models, optimization models, and analytical models. It publishes a combination of papers employing different methods to explore a wide range of topics. The journal's replication policy encourages the submission of replication studies, wherein researchers reproduce and extend the key results of original studies while explaining any differences. Energy Economics is indexed and abstracted in several databases including Environmental Abstracts, Fuel and Energy Abstracts, Social Sciences Citation Index, GEOBASE, Social & Behavioral Sciences, Journal of Economic Literature, INSPEC, and more.