ArticleHeliyon2025
The impact of China's low-carbon policies' intensity on the labor demand of listed companies.
Article in Heliyon, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Urban carbon reduction and public health outcomes.Scientific reports · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study examines the impact of China's low-carbon policies on labor demand in listed firms, focusing on command-and-control and market-based instruments. The research integrates a comprehensive dataset spanning 2007 to 2016, comprising employment and financial data, alongside an analysis of low-carbon policy intensity from 2007 to 2022. Results from fixed-effects panel data regression indicate that both types of policies positively influence labor demand, with command-and-control policies exhibiting a slightly stronger effect. Further analysis reveals nuanced impacts on various aspects of enterprise operations, including environmental governance, R&D labor demand, and profitability. The study also highlights heterogeneity in policy effectiveness across industries, with command-and-control measures favoring high-polluting sectors and market-based measures stimulating labor demand in low-polluting industries. These findings contribute to understanding the intricate dynamics between low-carbon policies and labor markets, offering insights for policymakers and stakeholders navigating the transition towards a greener economy.
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Registered trials
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.