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Published on: February 19, 2021
Measuring constitutional preferences: A new method for analyzing public consultation data
Andrés Cruz1, Zachary Elkins1, Roy Gardner2
1Department of Government, University of Texas at Austin, Austin, Texas, United States of America.
Analyzing public consultation data for constitutional design is challenging. This study introduces a new natural language processing methodology to classify citizen feedback on constitutional topics, enabling global comparisons.
Area of Science:
- Political Science
- Computational Social Science
- Constitutional Law
Background:
- Public consultations are crucial for constitutional design but generate large, unstructured datasets.
- Existing methods for analyzing this narrative data are limited and lack standardization.
- The Comparative Constitutions Project (CCP) provides a reference ontology for constitutional topics.
Purpose of the Study:
- To develop and validate a novel methodology for analyzing public consultation data on constitutional topics.
- To compare citizen concerns in public consultations with topics present in global constitutions.
- To address the practical challenges of analyzing voluminous, narrative data from constitutional design processes.
Main Methods:
- Utilized a comprehensive reference ontology from the Comparative Constitutions Project (CCP).
- Applied natural language processing (NLP), specifically sentence-level semantic similarity, to classify consultation responses.
- Analyzed a large dataset (265,000 responses) from Chile's 2016 public consultations.
Main Results:
- Successfully classified citizen responses according to constitutional topics using NLP.
- Enabled a comparison between topics prioritized by citizens and those in existing global constitutions.
- Demonstrated the feasibility of analyzing large-scale narrative data from public consultations.
Conclusions:
- The developed methodology offers a scalable and standardized approach to analyzing public consultation data.
- This technique can reveal citizen priorities in constitutional design and facilitate cross-national comparisons.
- The approach has significant implications for researchers, policymakers, and constitution drafters involved in public participation.
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