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Linking project complexity to project success: a hybrid SEM–FCM method

Lan Luo, Limao Zhang, Qinghua He

2020Engineering Construction & Architectural Management48 citationsDOI

Abstract

Purpose The purpose of this study is to develop a novel hybrid approach that incorporates the structural equation model (SEM) and fuzzy cognitive map (FCM) to investigate the impacts of the variation in project complexity on project success. Design/methodology/approach This study adopts SEM to identify and validate a correlation between project complexity variables and PS. Standardized causal coefficients estimated in SEM are used to construct an FCM model to illustrate the effect of complexity on PS with linkage direction and weights. Predictive and diagnostic analyses are performed to dynamically model the variation in project complexity on the evolution of PS. Findings Results indicate that (1) the hybrid SEM–FCM approach is capable of modeling the dynamic interactions between project complexity and PS; (2) information, goal and environmental complexities are negatively correlated with PS, and technological, task and organizational complexities are positively correlated with PS and (3) the recommendations of complexity management for construction projects are put forward under the guideline of success monitoring. Originality/value This research contributes to (1) the state of knowledge by proposing a hybrid methodology that can model the dynamic interactions between project complexity and PS and (2) the state of practice by providing a new perspective of PS evaluation to enhance the probability of success in complex construction projects.

Topics & Concepts

Fuzzy cognitive mapComplexity managementProject managementComputer scienceConstruct (python library)Structural equation modelingProject portfolio managementFuzzy logicArtificial intelligenceManagement scienceMachine learningSystems engineeringFuzzy setEngineeringFuzzy numberBusinessMarketingProgramming languageCognitive Science and MappingConstruction Project Management and PerformanceMulti-Criteria Decision Making
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