Conceptual Framework for Hazards Management in the Surface Mining Industry—Application of Structural Equation Modeling

IF 1.8 Q3 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Safety Pub Date : 2023-05-09 DOI:10.3390/safety9020031
S. Sherin, S. Raza, Ishaq Ahmad
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Abstract

This paper presents a conceptual framework with the application of the structural equation modeling (SEM) method for improving safety in the surface mining industry. The focus of the study is to address the essential components of occupational safety and assess them to develop significant linkages because they are often addressed individually. In this study, the risk (accident causation) factors were examined for continuous improvement based on the risk management process and the application of engineering, education, and enforcement. Data collected from mine employees were utilized to evaluate the framework using SEM. The final structure model showed good fit indices, including chi-square to a degree of freedom (x2/df) equal to 2.545, root mean square error of approximation (RMSEA) of 0.034 with a probability of 1.0, and a valid framework path. All the factors had a significant positive effect on workplace conditions and workers’ commitment, except machinery, which had a positive non-significant effect on workplace conditions. The effects of the mediated factors of worker commitment and workplace conditions on the number of accidents were β = −0.76 and β = −0.145, respectively, and the effects on job satisfaction were β = 0.31 and β = 0.433. The research concluded that any risk factor reduction can improve safety in the mining industry; however, the correlation of all factors’ effects magnifies the influence of a single factor. Furthermore, the conceptual framework is recommended for identifying the factors that need modification in order to manage hazards and improve safety in the workplace.
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露天采矿业危害管理概念框架——结构方程模型的应用
本文提出了一个概念框架,并应用结构方程建模(SEM)方法来提高露天采矿业的安全性。这项研究的重点是处理职业安全的基本组成部分,并对它们进行评估,以建立重要的联系,因为它们往往是单独处理的。在本研究中,风险(事故原因)因素的检查,以持续改进基于风险管理过程和应用工程,教育和执法。从矿山员工收集的数据利用扫描电镜来评估框架。最终的结构模型具有良好的拟合指标,其中卡方自由度(x2/df)为2.545,近似均方根误差(RMSEA)为0.034,概率为1.0,框架路径有效。所有因素都对工作场所条件和工人的承诺有显著的正向影响,但机器对工作场所条件有显著的正向影响。员工承诺和工作环境对事故发生次数的中介效应分别为β = - 0.76和β = - 0.145,对工作满意度的中介效应分别为β = 0.31和β = 0.433。研究得出结论,任何风险因素的减少都可以提高采矿业的安全性;然而,所有因素影响的相关性放大了单个因素的影响。此外,建议采用概念框架来确定需要修改的因素,以便管理危险和改善工作场所的安全。
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来源期刊
Safety
Safety Social Sciences-Safety Research
CiteScore
3.20
自引率
5.30%
发文量
71
审稿时长
7 weeks
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