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Aims: This study aimed to evaluate the health‐related quality of life of nursing workers and influential factors. Background: Nursing workers are under great occupational stress. However, few population‐level studies of nursing workers' health conditions have been reported from China. Design This was a cross‐sectional study conducted in 12 medical institutions in east China between January and March 2015. Methods: Social‐demographic information, nursing workers' work‐related information and health‐related quality of life using the Chinese (mainland) version of the Short Form 36 health survey were collected by a self‐administrated questionnaire. Results: Nursing workers reported significantly lower scores of the vitality, mental health dimensions, and mental component summary of the Short Form 36 survey compared with general population reference values. They scored significantly higher for five other dimensions and comparably for the physical role dimension. Pre‐job training, families' positive attitudes to their job, and good relationships with clients were positively related with nursing workers' mental well‐being. Conclusion: To promote nursing workers' mental health, compulsory work‐related training, voluntary psychological counselling, and targeted legislation are needed. SUMMARY STATEMENT: What is already known about this topic? Shortages of professional medical staff in medical institution at all levels will not be quickly met, and nursing workers are thought to be an important supplement in China.Population‐level study on nursing workers' point of view of their work and health condition has been little reported in China. What this paper adds? Nursing workers were mentally vulnerable regarding their vitality and mental health scores.Job training, families' positive attitudes to their job, and good relationships with clients were all protective factors for nursing workers' mental well‐being. The implications of this paper: Compulsory work‐related training for nursing workers provided by intermediary companies can help promote nursing workers' well‐being.Voluntary psychological counselling provided by hospitals can also be helpful to build a supportive work environment for nursing workers.Governments need to regulate this market and protect nursing workers' rights and benefits by legislation. [ABSTRACT FROM AUTHOR]