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860
Measuring China's Policy Stringency on Climate Change for 1954-2022
Bo Li1, Enxian Fu2, Shuhao Yang3
1Chinese Academy of Environmental Planning, State Environmental Protection Key Laboratory of Environmental Planning and Policy Simulation, Beijing, 100043, China.
Scientific Data
|January 31, 2025
Summary
This study quantifies China's climate policy stringency (CPS) from 1954-2022 using advanced text analysis and machine learning. The findings provide a robust dataset for understanding climate governance and its impacts.
Area of Science:
- Environmental Science
- Political Science
- Data Science
Background:
- Comparing climate policy stringency across time and jurisdictions is difficult due to undefined metrics and complex causalities.
- China's climate governance must balance environmental, economic, and social impacts for synergistic outcomes.
Purpose of the Study:
- To develop a quantitative framework for measuring China's policy stringency on climate change (PSCC) from 1954 to 2022.
- To create a robust, explainable dataset for analyzing climate governance and supporting causal inference.
Main Methods:
- An integrated framework combining lexicon analysis, text analysis, machine learning, and large-language models applied to multi-source data.
- Incorporation of Chain-of-Thought and SHAP analysis for robust and explainable measurement.
- Framing PSCC across mitigation, adaptation, implementation, and spatial dimensions.
Main Results:
- A comprehensive dataset quantifying China's PSCC from 1954 to 2022 has been generated.
- The dataset maps the Chinese government's evolving stringency on climate change.
- The methodology ensures effective, robust, and explainable measurement of policy stringency.
Conclusions:
- The developed dataset offers a valuable tool for downstream causal analysis in climate governance research.
- This quantitative approach addresses the knowledge gap in comparing climate policy stringency.
- The framework provides insights into China's multi-objective climate governance strategies.
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