Related Experiment Video
Updated: Sep 16, 2025

Global and Current Research Trends of Single-Cell Sequencing in Cancer: A Bibliometric and Visualization Study
Published on: April 18, 2025
MapAgora, civic opportunity datasets for the study of American local politics and public policy
Jae Yeon Kim1, Milan de Vries2, Hahrie Han2
1SNF Agora Institute, Johns Hopkins University, Baltimore, 21218, USA. jkim638@jhu.edu.
Abstract:
Civil society plays a vital role in cultivating civic skills and democratic engagement. Yet studying it at scale in the United States remains challenging due to the decentralized nature of the nonprofit organizations that constitute civil society. We introduce MapAgora, a set of five new datasets that provide a comprehensive view of civic opportunity across America. Drawing on IRS tax records and the websites of over 1.7 million nonprofit organizations, we examine whether organizations offer civic opportunities, such as membership, volunteering, public events, or civic and political action, and classify them by type (e.g., political, professional, issue-based). The de-identified organization-level dataset includes indicators of civic opportunity, organizational type, and financial status. Four additional datasets aggregate this information at the ZIP code and county levels. We validate that civic opportunity is conceptually distinct from financial resources at the organizational level, while aggregate patterns align with traditional measures of socioeconomic inequality. These datasets offer new tools for understanding civic infrastructure, local democracy, and public policy.
More Related Videos
Related Concept Videos
Archival Research
GIS Software, Hardware, and Sources of GIS Data
Selected Data About Geographic Locations
Manipulation and Analysis
Levels of Use of a GIS
Social Traps

