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.
Authors
- Tengyan Wu
- Xinyi Xu (ORCID: https://orcid.org/0000-0002-3604-7906)
- Zhonghua Tang (ORCID: https://orcid.org/0000-0003-3278-5861)
- Qisheng Gao
- Youngjun Mo (ORCID: https://orcid.org/0000-0002-1494-0816)
- Bo Wei (ORCID: https://orcid.org/0000-0001-5869-4920)
- Pinghua Zhu
- Wenjun Zhang (ORCID: https://orcid.org/0000-0001-6687-4091)
- Wenhui Zhuang
Institutions
- Guangxi Medical University (CN)
- Hangzhou Medical College (CN)
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