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Updated: Jan 16, 2026

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Published on: March 31, 2023
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Dynamic Networks of Negotiation for International Climate Change Cooperation
Zack W Almquist1, Benjamin E Bagozzi2, Daria Blinova2
1Departments of Sociology and Statistics; University of Washington, Seattle, 98195, WA, USA.
Summary
Informal country alliances in global climate change negotiations shift dynamically over time. Analysis of speeches reveals evolving affiliations beyond formal blocs, impacting climate policy outcomes.
Area of Science:
- International Relations
- Climate Change Policy
- Network Analysis
Background:
- Global climate change response is negotiated via Conferences of the Parties (COPs) under the UNFCCC.
- The UNFCCC has evolved from developed country emission reduction focus to broader global responsibility.
- Formal institutions and negotiating blocs do not fully explain COP successes or failures.
Purpose of the Study:
- To examine dynamic country affiliations in climate negotiations not evident in public votes or documents.
- To map evolving informal allegiances using country co-mentions in high-level segment (HLS) speeches.
- To model these affiliations using Dynamic Network Logistic Regression (DNR).
Main Methods:
- Analysis of high-level segment (HLS) speeches from UNFCCC Conferences of the Parties (COPs).
- Extraction of country co-mentions to construct dynamic negotiation networks.
- Application of Dynamic Network Logistic Regression (DNR) to model country affiliations.
Main Results:
- Negotiation affiliations are shown to dissolve over time, indicating shifting informal allegiances.
- The European Union demonstrates strong internal homophily.
- Major countries (China, Russia, US, Japan) decrease future co-mentions, while Germany increases them. Network clustering, prior co-mentions (inertia), and past exclusion influence future mentions.
Conclusions:
- Dynamic network analysis captures evolving informal structures in international climate negotiations.
- Shifting affiliations provide insights beyond stable formal blocs.
- Understanding these evolving networks is crucial for analyzing COP successes and failures.
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