Anders Royce, Frapsauce Angélique, Sauvezon Celine, Gilibert Daniel
EPSYLON Laboratory, Department of Psychology, University of Montpellier Paul Valéry, Montpellier, F34000, France.
J Occup Med Toxicol. 2024 Dec 18;19(1):46. doi: 10.1186/s12995-024-00444-3.
Police officers constitute a work force at high risk due to their highly demanding work conditions. In a realistic paradigm, these conditions, and other determinants of their psychological health, can be linked to a multitude of variables that interplay altogether. However, current literature that simultaneously models-quantitatively from observed data-such a multitude of variables is sparse. This study took upon this objective to further theoretical and applied understandings through a measurement framework on empirical data, and allow the data to drive some features of model development, such as variable groupings into factors, and paths between factors.
A total of 1312 officers from various police bureaus fully responded to a questionnaire composed of validated instruments for assessing factors related to psychological and occupational health, consisting of more than 25 variables. Statistical analyses were performed in progressing complexity, namely t-tests, correlations, multiple regression, factor analysis, and path analysis with latent factors.
The regression analysis identified 10 significant variables, in which decision latitude, organizational justice, and work recognition/meaning were the most protective, and these 10 variables coincided with those found significant in the t-test and correlational results. In higher complexity, the latent path analysis resulted in a model of 6 factors: Psychological Health, Organizational Constraints, Trauma Exposure, Perceived Resources, Sense of Agency, and Esteem. Organizational Constraints (β = -0.32, inferred by psychological demands and role conflict), Perceived Resources (β = 0.31, social support, a self/work-esteem subfactor, and organizational justice), Sense of Agency (β = 0.30, decision latitude, hierarchical position, right to carry a firearm), and Trauma Exposure (β = -0.14, frequency/time since event, used a firearm, years of service) were found significantly associated with Psychological Health. Within each factor, specific variables could be identified as the most associated, such as role conflict for constraints, self/work-esteem for resources, decision latitude for agency, and frequency of and time since trauma for trauma exposure. Our results therefore encourage us to take into account not only agency, but also past professional experiences in models for managing well-being.
Providing police officers with social support at work, recognition, work meaning, fair proceedings and pay (organizational justice, especially for female and young officers), decision-making power (decision latitude), and minimizing conflictual information and procedures (role conflict) is of utmost importance. Officers with higher years of service, working in lower population cities, and who recently used their firearm, should be considered for trauma counseling. The degree of psychological demands of police officers should be regularly assessed, and reduced if possible. Reminders of support and integration in the force for officers with variables linked to a perceived lack of agency may be useful in their facing work challenges. Future integrative modeling research may be crucial to better understanding the relative contribution of each variable and their interplay in realistic settings, providing also a framework for measurement.
由于工作条件要求极高,警察构成了一个高风险的劳动力群体。在现实范例中,这些条件以及影响他们心理健康的其他因素,可能与众多相互作用的变量相关联。然而,目前同时从观测数据中对如此众多变量进行定量建模的文献很少。本研究旨在通过一个基于实证数据的测量框架,进一步深化理论和应用理解,并让数据驱动模型开发的一些特征,如将变量分组为因素以及因素之间的路径。
来自各警察局的1312名警察对一份由经过验证的工具组成的问卷进行了全面回复,这些工具用于评估与心理和职业健康相关的因素,包含25多个变量。统计分析按照复杂度逐步进行,即t检验、相关性分析、多元回归、因子分析以及带有潜在因子的路径分析。
回归分析确定了10个显著变量,其中决策自由度、组织公正以及工作认可/意义具有最强的保护作用,这10个变量与t检验和相关性分析结果中显著的变量一致。在更高复杂度下,潜在路径分析得出了一个包含6个因素的模型:心理健康、组织约束、创伤暴露、感知资源、能动感和自尊。发现组织约束(β = -0.32,由心理需求和角色冲突推断得出)、感知资源(β = 0.31,社会支持、自我/工作自尊子因素以及组织公正)、能动感(β = 0.30,决策自由度级别、层级位置、携带枪支的权利)和创伤暴露(β = -0.14,事件发生后的频率/时间、使用枪支情况、服役年限)与心理健康显著相关。在每个因素中,可以确定特定变量为最相关的变量,如约束方面的角色冲突、资源方面的自我/工作自尊、能动感方面的决策自由度以及创伤暴露方面的创伤发生频率和时间。因此,我们的结果鼓励我们在管理幸福感的模型中不仅要考虑能动感,还要考虑过去的职业经历。
为警察提供工作中的社会支持、认可、工作意义、公平程序和薪酬(组织公正,特别是对女性和年轻警察而言)、决策权(决策自由度),并尽量减少冲突性信息和程序(角色冲突)至关重要。对于服役年限较长、在人口较少城市工作且最近使用过枪支的警察,应考虑提供创伤咨询。应定期评估警察的心理需求程度,并尽可能降低。对于那些与感知到的能动感缺乏相关变量的警察,提醒他们在部队中得到支持和融入可能有助于他们应对工作挑战。未来的综合建模研究对于更好地理解每个变量的相对贡献及其在现实环境中的相互作用可能至关重要,同时也提供了一个测量框架。