Analysis of the factors influencing the salary level and satisfaction of medical staff in hospitals in less developed areas of Western China based on machine learning algorithms: evidence from Guangxi Zhuang Autonomous Region

A relatively low pay level in secondary hospitals in Guangxi was revealed. The factors influencing satisfaction with total pay, pay fairness and pay growth since 2017 varied. SVM outperformed other models in the analysis of the factors influencing pay satisfaction. To enhance pay satisfaction in secondary and tertiary hospitals in Guangxi, it is crucial to establish a salary distribution system aligned with the value of labor across different positions and tailored to the unique characteristics of each hospital.

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Publication Details

Journal
BMC Health Services Research
Published
2025-03-14
DOI
https://doi.org/10.1186/s12913-025-12552-9
Citations
2
Primary Topic
Healthcare Systems and Public Health
Type
article
Field-Weighted Citation Impact
2.71
Controls
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article

Analysis of the factors influencing the salary level and satisfaction of medical staff in hospitals in less developed areas of Western China based on machine learning algorithms: evidence from Guangxi Zhuang Autonomous Region

Tengyan Wu, Xinyi Xu, Zhonghua Tang, Qisheng Gao et al.
2 citations
BMC Health Services Research
Healthcare Systems and Public Health
2.71
article

Analysis of the factors influencing the salary level and satisfaction of medical staff in hospitals in less developed areas of Western China based on machine learning algorithms: evidence from Guangxi Zhuang Autonomous Region

Tengyan Wu, Xinyi Xu, Zhonghua Tang, Qisheng Gao, Youngjun Mo, Bo Wei, Pinghua Zhu, Wenjun Zhang, Wenhui Zhuang
article en
2 citations

Abstract

A relatively low pay level in secondary hospitals in Guangxi was revealed. The factors influencing satisfaction with total pay, pay fairness and pay growth since 2017 varied. SVM outperformed other models in the analysis of the factors influencing pay satisfaction. To enhance pay satisfaction in secondary and tertiary hospitals in Guangxi, it is crucial to establish a salary distribution system aligned with the value of labor across different positions and tailored to the unique characteristics of each hospital.

BMC Health Services ResearchVol. 25(1)
Guangxi Medical University (CN), Hangzhou Medical College (CN)
Openalex Percentile: Top 12%
Healthcare Systems and Public Health
2.71
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