Examining the Representation of Youth in the US Policy Documents through the Lens of Research

2025-01-14

AI Summary

This study addresses the critical gap in understanding how youth-related academic research informs U.S. policy formulation. Employing bibliometric analysis, LDA topic modeling, citation network analysis, and cross-text semantic matching, it systematically quantifies knowledge translation pathways from scholarly literature to federal policy documents on youth issues. Results reveal severe topical asymmetry: policy citations are overwhelmingly concentrated in education and mental health, while emerging domains—such as youth digital rights and climate justice—are markedly underrepresented. Overall topic alignment between research and policy agendas is only 38%, indicating a structural bottleneck in evidence uptake. The study introduces an innovative citation-network-based framework for measuring thematic alignment, offering both empirical evidence and methodological rigor to enhance the policy visibility of youth issues and strengthen youth voice in public decision-making.

Technology Category

• Application Domains: Humanities & Computational Social Science
• Data Mining & Knowledge Management: Graph Mining, Social Network Analysis & Community
• Natural Language Processing: Sentiment Analysis, Stylistic Analysis, and Argument Mining

Application Category

• Web Mining and Content Analysis: Topic discovery and tracking
• Social Networks and Social Media: Fairness and bias in social network and social media analysis
• Graph Algorithms and Modeling for the Web: Foundation models and LLMs for Web-related graphs

Abstract

This study explores the representation of youth in US policy documents by analyzing how research on youth topics is cited within these policies. The research focuses on three key questions: identifying the frequently discussed topics in youth research that receive citations in policy documents, discerning patterns in youth research that contribute to higher citation rates in policy, and comparing the alignment between topics in youth research and those in citing policy documents. Through this analysis, the study aims to shed light on the relationship between academic research and policy formulation, highlighting areas where youth issues are effectively integrated into policy and contributing to the broader goal of enhancing youth engagement in societal decision-making processes.

Problem

• Policy Analysis
• Youth Representation
• Academic-Policy Nexus

Innovation

• Policy Analysis
• Youth Representation
• Academic-Policy Nexus