大数据分析如何通过供应链创新,决策质量和风险承担来提高医院的环境绩效
Lu Xinqi1, Ye Xinghai2, Ye Shengyao3
1Department of Medical, Yongjia People's Hospital, Wenzhou, 325000, Zhejiang, China. luxinqi2024@163.com.
Scientific reports
|August 22, 2025
概括
大数据分析 (BDA) 能力通过促进供应链创新,更好的决策和风险承担来提高医院的环境性能. 这些因素影响了BDA对医疗保健可持续性的积极影响.
科学领域:
- 医疗管理
- 供应链管理
- 环境可持续性
背景情况:
- 大数据分析 (BDA) 的可持续性潜力已得到认可,但影响医院在医疗保健供应链中的环境绩效的机制尚不清楚.
- 了解BDA能力与环境结果之间的相互作用对于改善医疗保健可持续性至关重要.
研究的目的:
- 调查供应链创新,决策质量和风险承担在BDA能力和医院环境绩效之间的关系中的中介作用.
- 研究BDA的能力如何影响中国医院供应链的可持续性.
主要方法:
- 通过对各医院653名医疗服务提供者进行结构化调查进行量化研究.
- 在AMOS中进行结构方程建模 (SEM) 分析,以测试理论模型和调解效应.
主要成果:
- 医院的大数据分析能力与环境绩效之间存在统计学上显著的积极关系.
- 供应链创新,决策质量和承担风险的行为在很大程度上介绍了BDA能力与环境绩效之间的联系.
- 具有强大的BDA能力的医院表现出更大的供应链创新,更好的决策和更高的风险承担倾向,从而提高环境成果.
结论:
- 通过创新,知情和大胆的供应链管理,提高大数据分析能力有助于医院的可持续性.
- 结果为医疗管理人员和政策制定者提供理论见解和实际指导, 以利用BDA实现环境可持续性.
- 利用BDA可以在医疗保健供应链管理和整体环境绩效方面带来重大积极变化.
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