From Risk Matrices to Risk Networks in Construction Projects

被引:75
作者
Qazi, Abroon [1 ]
Dikmen, Irem [2 ]
机构
[1] State Univ New York Korea, Dept Business Management, Incheon 21985, South Korea
[2] Orta Dogu Tekn Univ, Dept Civil Engn, TR-06800 Ankara, Turkey
关键词
Bayesian Belief Network (BBN); project objectives; risk management; risk matrix; risk metrics; MANAGEMENT; TOOL;
D O I
10.1109/TEM.2019.2907787
中图分类号
F [经济];
学科分类号
02 ;
摘要
Risk management is considered as a vital process contributing to the successful outcome of a complex construction project in terms of achieving the associated project objectives. The widely used industrial practice in managing construction project risks is to assign probability and impact values to each risk and to map risks on a risk matrix. The main criticism of this practice relates to ignoring complex interdependencies between risks and using point estimates for probability and impact values. Furthermore, risks mapped on a matrix are deemed to influence a specific objective and there is a challenge involved in aggregating the impact of risks across multiple (conflicting) project objectives. Utilizing a data-driven Bayesian Belief Network methodology, in this paper we introduce a new process where the risks mapped on a risk matrix corresponding to each project objective are aggregated and modeled as a risk network, and a holistic impact of each risk is captured across the network by means of new risk metrics. The proposed methodology is demonstrated through a real application. The results specific to the two ranking schemes (assuming independence/interdependence of risks) are found to be negatively correlated, which substantiates the importance of utilizing an interdependency-based risk management process.
引用
收藏
页码:1449 / 1460
页数:12
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