ArticleFrontiers in public health2024
Assessing the efficiency of China's national fitness public services: a super-efficiency DEA-Malmquist-Tobit approach.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- A data-driven framework for assessing structural heterogeneity and nonlinear performance in university sports governance.Scientific reports · 2026Article
- The driving mechanism of large-scale comprehensive sports events on regional public sports activity growth: evidence from China's provincial panel data.Frontiers in sports and active living · 2026Article
- Carbon emission governance and public health efficiency in transitional China: Regional differences and spatial aggregation.PloS one · 2026Article
- Development and validation of an indicator system for the modernization of rural public sports services in China.Frontiers in public health · 2026Article
- Efficiency evaluation of Chinese Yunnan Province County Area Public Service for sports and fitness based on three-stage DEA model.PloS one · 2026Article
- A governance process lens for evaluating local public sport facilities: a multi-level conceptual framework.Frontiers in sports and active living · 2026Review
- Spatiotemporal patterns and spatial spillover effects of public service supply for national fitness in China.Frontiers in public health · 2026Article
- Enhancing national fitness legislation in the context of promoting a healthy China.Frontiers in sports and active living · 2025Review
- How efficient are specialized public health services in China? A data envelopment analysis and geographically weighted regression approach.Frontiers in public health · 2025Article
- Can China's national fitness policy contribute to achieving universal health? Analysis based on the three-dimensional framework.Frontiers in public health · 2025Article
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Authors and funding
3 authors.
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Abstract
Introduction: As the Chinese government places an increasing emphasis on public fitness services, there has been a concomitant growth in public demand for greater fiscal expenditure in this area. However, in light of the constrained growth in government financial resources, it is of paramount importance to allocate these resources in a rational manner in order to effectively address the public's fitness and health needs. This study aims to evaluate the efficiency of public expenditure on national fitness services across China, thereby providing valuable insights for policymakers to optimize resource allocation and improve service efficiency. Methods: The study employs a super-efficiency Data Envelopment Analysis (DEA) model, in conjunction with the Malmquist Index and Tobit regression model, to assess the efficiency of fiscal spending on fitness services in 31 Chinese provinces from 2017 to 2020. The analysis employs both static and dynamic approaches to present an objective view of the development of public fitness service levels across different regions and to empirically identify the key factors influencing fiscal spending efficiency. Results: The findings indicate substantial regional variations in the efficiency of fiscal expenditure on public fitness services. While some provinces demonstrate high efficiency in the use of public funds, others exhibit notable inefficiencies, particularly in areas with lower levels of economic development and population density. The findings underscore the existence of redundant expenditure and the varying effectiveness of resource utilization across provinces. Discussion: The study recommends that future strategies prioritize the scientific planning of fiscal inputs into public fitness services, the precise optimization of expenditure structures, the exploration of collaborative supply mechanisms, the expansion of demand-driven feedback channels, the integration of technological innovations, and the acceleration of digitalization in public fitness services.
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