ArticlePloS one2023
Supply and demand of higher vocational education in China: Comprehensive evaluation and geographical representation from the perspective of educational equality.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
7 citing papers in PubMed, 17 citations in OpenAlex.
- Teacher support and classroom silence in vocational higher education: a serial mediation analysis through speaking self-efficacy and anxiety.Frontiers in psychology · 2026Article
- Burden of low-back pain disease caused by occupational ergonomic factors in China from 1990 to 2021 and forecast for 2035: a systematic analysis and comparison with global trends.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2025Article
- Quantifying the influence of vocational education and training with text embedding and similarity-based networks.PloS one · 2025Article
- Prediction of first marriage age in China and factors associated with marriage delay: Analysis of the 2020 national census data.PloS one · 2025Article
- Article
- Motivation for and Challenges in Teacher Research in Underdeveloped Areas of Northwest China: An Exploratory Study.Behavioral sciences (Basel, Switzerland) · 2024Article
- Evaluation and spatiotemporal evolution of veterinary talent competitiveness: a new perspective of veterinary education.Frontiers in veterinary science · 2024Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The imbalanced regional development of higher vocational education, particularly the disparity between the supply and demand of educational resources, has emerged as the primary factor impeding the provision of high-quality higher education in China during the establishment of a universal education system. Based on the 1,482 higher vocational education institutions recognized by the Ministry of Education of China in 2021 as the research objects, the development of higher vocational education in China was explored from the perspective of supply and demand using the entropy weight TOPSIS method and coupling coordination degree model. It was found that China's higher vocational institutions were mainly located in provincial capitals, representing a point distribution pattern. From a comprehensive evaluation of the supply level, areas such as the Beijing-Tianjin-Hebei region, Yangtze River Delta, and central Henan Province have become the catchment areas for the development of higher vocational education, laying the foundation for regional network cooperation. From the perspective of educational equality, the higher vocational education in China was found to be sufficient to match the supply and demand, and a balance between supply and demand was apparent in provincial capitals. The coupling degree between supply and demand exhibited an "olive-type" spatial structure pattern, indicating that the development of higher vocational education in most cities in China is still in the transformation stage. The results provide a scientific basis for optimizing resources in the provision of higher vocational education.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.