# Efficiency evaluation of Chinese Yunnan Province County Area Public Service for sports and fitness based on three-stage DEA model

**Authors:** Ziteng Li, Xuguang Wang

PMC · DOI: 10.1371/journal.pone.0340803 · PLOS One · 2026-02-02

## TL;DR

This study evaluates the efficiency of public sports and fitness services in Yunnan Province's counties using a three-stage DEA model to support better national fitness strategies.

## Contribution

The study introduces a three-stage DEA model to assess public service efficiency in Yunnan Province's county areas for national fitness.

## Key findings

- Environmental factors like GDP and infrastructure significantly affect public fitness service efficiency.
- Technical Efficiency scores were 0.919 for municipal districts and 0.824 for county areas in 2023.
- 72.32% of county areas showed Increasing Returns to Scale, suggesting potential for improved resource use.

## Abstract

County areas hold critical strategic significance in terms of population, gross domestic product, and their role within the National Fitness Strategy and National Fitness Public Service System.Analyzing the efficiency of county areas National Fitness public services in Yunnan Province can provide evidence-based support for advancing the development of a higher-level public service system for national fitness across Southwest China. Using a three-stage Data envelopment analysis (DEA) method, this study evaluates the efficiency of public fitness services at the county-level administrative division in Yunnan Province for the year 2023. The analysis encompasses 129 county-level administrative divisions, comprising 17 municipal districts and 112 county areas within Yunnan Province. Research indicates that environmental factors such as regional GDP, sports and fitness infrastructure, local industrial structure, and population density significantly influence the efficiency of national fitness services. After excluding these variables in the second-stage stochastic frontier analysis (SFA) regression analysis, the Technical Efficiency (TE) of national fitness services in Yunnan Province’s municipal districts and county areas reached 0.919 and 0.824 respectively in 2023. Adjusted Scale Efficiency (SE) for municipal districts and county area generally exceeded Pure Technical Efficiency (PTE), with significant PTE disparities between the municipal districts and county area. Additionally, 47.06% of municipal districts and 72.32% of county area exhibited Increasing Returns to Scale (IRS). Accordingly, efforts should be made to continuously improve the county area supervision management system and investment mechanisms, broaden service types to achieve integrated development, and fully leverage IRS to promote the dissemination of regional and ethnic traditional cultures.

## Full-text entities

- **Diseases:** chronic diseases (MESH:D002908), IRS (MESH:C538175), cardiovascular and metabolic diseases (MESH:D002318), BCC (MESH:D004195), PTE (MESH:C536289)
- **Chemicals:** DEA (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

60 references — full list in the complete paper: https://tomesphere.com/paper/PMC12863572/full.md

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Source: https://tomesphere.com/paper/PMC12863572