Evidence map›Paper›PMID 39793076›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Energy-poverty-inequality SDGs: A large-scale household analysis and forecasting in China.

Cong Li, Minglai Li, Lin Zhang, Qiang Li, Hua Zheng, Marcus W Feldman

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Cong Li *School of Economics and Finance, Xi'an Jiaotong University, Xi'an 710061, China.
Minglai Li *School of Economics and Finance, Xi'an Jiaotong University, Xi'an 710061, China.ORCID 0000-0002-3943-1997
Lin ZhangSchool of Energy and Environment, City University of Hong Kong, Hong Kong 999077, China.ORCID 0000-0002-5945-5451
Qiang LiSchool of Energy and Environment, City University of Hong Kong, Hong Kong 999077, China.ORCID 0000-0003-0618-2426
Hua ZhengState Key Laboratory of Urban and Regional Ecology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China.
Marcus W FeldmanDepartment of Biology, Stanford University, Stanford, CA 94305.ORCID 0000-0002-0664-3803

Funding

2022 Youth Innovation Team of Shaanxi Universities n/aMOST | National Natural Science Foundation of China (NSFC) 72022014Research Grants Council, University Grants Committee (RGC, UGC) 11503223 N _ CityU146/23SU | H&S | Morrison Institute for Population and Resource Studies, School of Humanities and Sciences, Stanford University (MIPRS) n/a
6 · The paper itself

Abstract

Affordable and clean energy, eliminating poverty, and reducing inequality are important goals of the United Nations Sustainable Development Goals (SDGs). This paper examines the role of access to clean cooking fuels in promoting income growth and reducing income inequality. Using data from Chinese households, we show that a 10% increase in the adoption of clean cooking fuels would result in an increase in total annual household income of US$37 billion nationwide. Income growth from access to clean cooking fuels is greater for lower-income groups due to a shift to higher household income and reduced downward household income mobility, which contributes to a reduction in income inequality. The effect of access to clean cooking fuels on household income growth is primarily driven by improved health and increased labor supply. The use of clean cooking fuels also saves fuel collection time and cooking time, reducing time spent on household chores by about 0.4 h per day, thereby increasing labor supply in the job market and improving wage income. Improvements in income due to clean cooking fuels are influenced by external conditions, urbanization, education, employment opportunities, and good market conditions. With further promotion of clean cooking fuels, household income and inequality in China are expected to improve further by 2030 and contribute more widely to human well-being and achievement of the SDGs.

Indexed as

energy transitionincomeincome inequalitySDGssustainability

Identifiers

PMID39793076
PMCPMC11725934

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.