Society & Economicsarticle2026-08-17

Characterizing the Landscape of Loss: A Spatiotemporal Contextual Approach to Measuring U.S. County-Level Depopulation

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Abstract

In recent decades, the United States has experienced substantial changes in population size, composition, and distribution. As growth has slowed, population loss has taken on increased salience, presenting an emerging social, economic, and political challenge and highlighting a need for measures that capture the reality of disparate local population change trajectories. In this article, we use sequencing and clustering algorithms, paired with contemporary and historical U.S. county-level population data (1950–2020), to show the value of incorporating spatial and temporal context in measures of population change, develop a typology of change trajectories, and evaluate observed pathways of loss and growth. Our analysis identifies eight distinctive pathways of population change, ranging from emerging localized loss to constant growth. Most pathways are associated with particular geographies (e.g., “persistent loss” counties dominate the landscape of the Great Plains region), illustrating the spatial polarization of the U.S. demographic experience. A comparison of population composition and components of change further reveals notable differences in demographic characteristics across different types of loss and growth counties.

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View paper (DOI)Open access versionOpenAlexAnnals of the American Association of GeographersPublished 2026-08-17

Authors: Gainbi Park, Eric Seymour, Rachel Franklin

Institutions: University of Newcastle Australia, Newcastle University, United States Department of Housing and Urban Development, Center for Policy Analysis