CREAT: Census Research Exploration and Analysis Tool

Regional Trends in Hospitals in the United States

August 2026

Working Paper Number:

CES-26-51

Abstract

Regional disparities in healthcare access and health outcomes are well-documented in the United States. Rural localities face worse health outcomes and greater challenges to accessing care than urban localities, particularly in the South. This study examines national and regional trends in hospital establishments (openings and closings), employment, size (employees per establishment), and regional concentration over three decades. We document an era of declining hospital counts and increasing employment within the industry, highlighting how the trends have differed across regions and rurality. Finally, we consider how these trends relate to the current policy environment in the United States.

Document Tags and Keywords

Keywords Keywords are automatically generated using KeyBERT, a powerful and innovative keyword extraction tool that utilizes BERT embeddings to ensure high-quality and contextually relevant keywords.

By analyzing the content of working papers, KeyBERT identifies terms and phrases that capture the essence of the text, highlighting the most significant topics and trends. This approach not only enhances searchability but provides connections that go beyond potentially domain-specific author-defined keywords.
:
midwest, state, regional, country, rural, area, region, geographically, locality, indian, healthcare, resident, medicaid, disparity, rurality

Tags Tags are automatically generated using a pretrained language model from spaCy, which excels at several tasks, including entity tagging.

The model is able to label words and phrases by part-of-speech, including "organizations." By filtering for frequent words and phrases labeled as "organizations", papers are identified to contain references to specific institutions, datasets, and other organizations.
:
Characteristics of Business Owners, Office of Management and Budget, Census Bureau Longitudinal Business Database, Longitudinal Business Database, World Bank, Federal Statistical Research Data Center, COVID-19, Affordable Care Act

Similar Working Papers Similarity between working papers are determined by an unsupervised neural network model know as Doc2Vec.

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