JOURNAL ARTICLE

Integrating Risk into Project Control Using Bayesian Networks

Erhan PişirirYasemin SüBarbaros Yet

Year: 2020 Journal:   International Journal of Information Technology & Decision Making Vol: 19 (05)Pages: 1327-1352   Publisher: World Scientific

Abstract

Projects are, by definition, risky and uncertain ventures. Therefore, the performance and risk of major projects should be carefully controlled in order to increase their probability of success. Quantitative project control techniques assist project managers in detecting problems, thus responding to them early on, by comparing the baseline plan with the project progress. However, project risk and uncertainty are rarely considered by these techniques. This paper proposes a project control framework that integrates the project uncertainty and associated risk factors into project control. Our framework is based on earned value management (EVM), which is an effective and widely used quantitative project control technique. The framework uses hybrid Bayesian Networks (BNs) to enhance EVM with the ability to compute the uncertainty associated with its parameters and risk factors. The framework can be applied to projects from different domains, and we illustrate its use with a simple example and a case study of a construction project.

Keywords:
Project risk management Computer science Risk analysis (engineering) Bayesian network Control (management) Project management Project planning Earned value management Plan (archaeology) Risk management plan Risk management Baseline (sea) Project management triangle Project plan Project portfolio management Operations research Management science Risk assessment Systems engineering Engineering Project charter Business Artificial intelligence IT risk management Computer security

Metrics

2
Cited By
0.37
FWCI (Field Weighted Citation Impact)
51
Refs
0.65
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Construction Project Management and Performance
Social Sciences →  Decision Sciences →  Management Science and Operations Research
BIM and Construction Integration
Physical Sciences →  Engineering →  Building and Construction
Risk and Safety Analysis
Social Sciences →  Decision Sciences →  Statistics, Probability and Uncertainty

Related Documents

© 2026 ScienceGate Book Chapters — All rights reserved.