Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, WV, USA.
Department of Psychology, Georgia Southern University, Statesboro, GA, USA.
Int J Occup Saf Ergon. 2024 Jun;30(2):559-570. doi: 10.1080/10803548.2024.2325301. Epub 2024 Apr 5.
The use of data analytics has seen widespread application in fields such as medicine and supply chain management, but their application in occupational safety has only recently become more common. The purpose of this scoping review was to summarize studies that employed analytics within establishments to reveal insights about work-related injuries or fatalities. Over 300 articles were reviewed to survey the objectives, scope and methods used in this emerging field. We conclude that the promise of analytics for providing actionable insights to address occupational safety concerns is still in its infancy. Our review shows that most articles were focused on method development and validation, including studies that tested novel methods or compared the utility of multiple methods. Many of the studies cited various challenges in overcoming barriers caused by inadequate or inefficient technical infrastructures and unsupportive data cultures that threaten the accuracy and quality of insights revealed by the analytics.
数据分析在医学和供应链管理等领域得到了广泛应用,但最近才在职业安全领域得到更广泛的应用。本次范围综述的目的是总结在机构中使用分析技术以揭示与工作相关的伤害或死亡事件的研究。为了调查这一新兴领域使用的目标、范围和方法,我们对 300 多篇文章进行了审查。我们的结论是,分析提供可操作的见解以解决职业安全问题的前景仍处于起步阶段。我们的综述表明,大多数文章都侧重于方法的开发和验证,包括测试新方法或比较多种方法效用的研究。许多研究提到了克服由于技术基础设施不足或效率低下以及不支持数据文化而导致的障碍所带来的各种挑战,这些障碍威胁到分析所揭示的见解的准确性和质量。