Evidence map›Paper›PMID 42782564›Full record

ArticleCarbon balance and management2026

China's carbon emission trading and income inequality: evidence from factor substitution.

Shixiong He, Lei Jiang, Mengxu Li, Jianghua Liu

Abstract read
In one paragraph

Article in Carbon balance and management, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Shixiong HeInstitute of Economics, Shanghai Academy of Social Sciences, Shanghai, 200020, China.
Lei JiangSchool of Geography and Remote Sensing, Center for Human Geography and Urban Development, Guangzhou University, Guangzhou, 510006, China.
Mengxu LiHainan Institute, China University of Geosciences (Beijing), Sanya, 572025, China. limengxu@cugb.edu.cn.
Jianghua LiuSchool of Economics, Shanghai University of Finance and Economics, Shanghai, 200433, China.

Funding

Guangdong Philosophy and Social Science Foundation GD25CYJ07Hainan Provincial Philosophy and Social Science Planning Project HNSK(QN)25-39National Natural Science Foundation of China 42430515National Natural Science Foundation of China 72174113
6 · The paper itself

Abstract

As carbon pricing mechanisms gain global prominence, understanding their distributional impacts, particularly in developing economies, becomes crucial for the design of equitable climate policies. We explore the effect of carbon emission trading (CET) policy on income inequality in China through integrated theoretical and empirical analysis. We find that the CET policy significantly reduces income inequality, and this conclusion passed the robustness tests. Theoretical analysis shows that if carbon emission allowances are treated as an input factor of production, when carbon prices are relatively low, firms tend to substitute labor for carbon emission allowances, thereby increasing the labor income share (LIS). Empirical testing also confirms that the mitigation of income inequality through CET is attributable to the increase in the LIS. In addition, the equalizing effect is more pronounced in cities with higher initial income inequality and greater marketization. Government environmental expenditure and smooth labor market mobility also have positive synergistic effects. Our research provides policy insights on balancing emissions reduction with social equity.

Indexed as

Carbon emission tradingFactor substitutionIncome inequalityLabor income share

Identifiers

PMID42782564
PMCPMC13602628

What OpenQuestion holds

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Registered trials

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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.