Evidence map›Paper›PMID 41452508›Full record

ArticleCarbon balance and management2025

Carbon mitigation effect of service trade innovation: quasi-experimental evidence from China.

Yantuan Yu, Yutong Cai, Xuhui Huang, Zhenhua Zhang

Abstract read
In one paragraph

Article in Carbon balance and management, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

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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.

Yantuan YuSchool of Economics and Trade, Guangdong University of Foreign Studies, Guangzhou, 510006, China.
Yutong CaiSchool of International Governance Innovation, Guangdong University of Foreign Studies, Guangzhou, 510420, China.
Xuhui HuangInstitute of Blue and Green Development, Shandong University, Weihai, 264209, China. huang_xuh@163.com.ORCID http://orcid.org/0000-0001-8503-2965
Zhenhua ZhangSchool of Economics, Lanzhou University, Lanzhou, 730000, China. zhangzhenhua@lzu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper examines the environmental impact of service trade innovation in the context of China's dual-carbon goals. Leveraging the staggered difference-in-differences combined with double/debiased machine learning strategy, we identify the causal effect of the Service Trade Innovation and Development Pilot Policy on urban carbon emissions. Results show that the policy reduced emissions by an average of 8.9%. The carbon mitigation effect is more pronounced in coastal cities, those with more developed service sectors, and non-Two Control Zones. The examination of the fundamental mechanisms identifies four primary channels: the intensified enforcement of low-carbon policies, progress in green innovation, the expansion of regional market integration, and the improvement of urban trade networks. Spatial spillover analysis indicates significant carbon reductions within 0-100 km of pilot cities, but a rebound effect in the 100-500 km range, possibly due to resource agglomeration. These results underscore the environmental benefits associated with reforms in service trade and emphasize the necessity for regionally coordinated approaches to promote spatial equity in the implementation of low-carbon transition initiatives. JEL CLASSIFICATION: O14; Q56; Q58; R11.

Indexed as

Carbon emissionsCausal inferenceService trade innovationSpatial spillovers

Identifiers

PMID41452508
PMCPMC12849063

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.